diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..412e8e3 --- /dev/null +++ b/.gitignore @@ -0,0 +1,16 @@ +# Python virtual environment +/venv/ +# Vue node.js node_modules +/static/.idea/ +/static/node_modules/ +/static/dist/ +# Python users' pictures +/apps/assets/ +!/apps/assets/.gitkeep +# Python users' result-pictures +/apps/results/ +!/apps/results/.gitkeep + + +.pyc +__pycache__ \ No newline at end of file diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..13566b8 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,8 @@ +# Default ignored files +/shelf/ +/workspace.xml +# Editor-based HTTP Client requests +/httpRequests/ +# Datasource local storage ignored files +/dataSources/ +/dataSources.local.xml diff --git a/.idea/ImgProcess.iml b/.idea/ImgProcess.iml new file mode 100644 index 0000000..2f6db53 --- /dev/null +++ b/.idea/ImgProcess.iml @@ -0,0 +1,14 @@ + + + + + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..03d9549 --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..2a7cf83 --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..3743b7a --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/other.xml b/.idea/other.xml new file mode 100644 index 0000000..a708ec7 --- /dev/null +++ b/.idea/other.xml @@ -0,0 +1,6 @@ + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/README.md b/README.md index 18bfcee..e69de29 100644 --- a/README.md +++ b/README.md @@ -1,2 +0,0 @@ -# image_processing_system_with_style_transfer - diff --git a/apps/.DS_Store b/apps/.DS_Store new file mode 100644 index 0000000..f71f8ed Binary files /dev/null and b/apps/.DS_Store differ diff --git a/apps/__init__.py b/apps/__init__.py new file mode 100644 index 0000000..c04ab82 --- /dev/null +++ b/apps/__init__.py @@ -0,0 +1,16 @@ +from flask import Flask +from apps.views import testview, basicFuncViews, histogramViews, segmentationViews, smoothSharpenViews, repairViews, \ + morphologicalViews, filesViews, styleTransferViews + +app = Flask(__name__) +app.config['JSON_AS_ASCII'] = False + +app.register_blueprint(testview.app) +app.register_blueprint(filesViews.app) +app.register_blueprint(basicFuncViews.app) +app.register_blueprint(histogramViews.app) +app.register_blueprint(segmentationViews.app) +app.register_blueprint(smoothSharpenViews.app) +app.register_blueprint(morphologicalViews.app) +app.register_blueprint(repairViews.app) +app.register_blueprint(styleTransferViews.app) diff --git a/apps/service/__init__.py b/apps/service/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/apps/service/basicFuncService.py b/apps/service/basicFuncService.py new file mode 100644 index 0000000..4e1aca0 --- /dev/null +++ b/apps/service/basicFuncService.py @@ -0,0 +1,201 @@ +#coding=utf8 +import cv2 +import numpy as np +from apps.service import utils + + +def graying(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 1) + result = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + cv2.imwrite(result_path, result) + return 1 + + +def thresholding(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 1) + img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + ret, result = cv2.threshold(img, 127, 255, cv2.THRESH_BINARY) + cv2.imwrite(result_path, result) + return 1 + + +def logical_and(img_name1, img_name2, result_name): + img_path1 = 'apps/assets/' + img_name1 + img_path2 = 'apps/assets/' + img_name2 + result_path = 'apps/results/' + result_name + + img1 = cv2.imread(img_path1, 0) + img2 = cv2.imread(img_path2, 0) + + img1, img2 = utils.img_expand(img1, img2) + + result = img1 & img2 + cv2.imwrite(result_path, result) + return 1 + + +def logical_or(img_name1, img_name2, result_name): + img_path1 = 'apps/assets/' + img_name1 + img_path2 = 'apps/assets/' + img_name2 + result_path = 'apps/results/' + result_name + + img1 = cv2.imread(img_path1, 0) + img2 = cv2.imread(img_path2, 0) + + img1, img2 = utils.img_expand(img1, img2) + + result = img1 | img2 + cv2.imwrite(result_path, result) + return 1 + + +def logical_not(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 0) + result = ~img + cv2.imwrite(result_path, result) + return 1 + + +def add(img_name1, img_name2, result_name): + img_path1 = 'apps/assets/' + img_name1 + img_path2 = 'apps/assets/' + img_name2 + result_path = 'apps/results/' + result_name + + img1 = cv2.imread(img_path1, 1) + img2 = cv2.imread(img_path2, 1) + + img1, img2 = utils.img_expand(img1, img2) + + result = cv2.add(img1, img2) + cv2.imwrite(result_path, result) + return 1 + + +def subtract(img_name1, img_name2, result_name): + img_path1 = 'apps/assets/' + img_name1 + img_path2 = 'apps/assets/' + img_name2 + result_path = 'apps/results/' + result_name + + img1 = cv2.imread(img_path1, 1) + img2 = cv2.imread(img_path2, 1) + + img1, img2 = utils.img_expand(img1, img2) + + result = cv2.subtract(img1, img2) + cv2.imwrite(result_path, result) + return 1 + + +def multiply(img_name1, img_name2, result_name): + img_path1 = 'apps/assets/' + img_name1 + img_path2 = 'apps/assets/' + img_name2 + result_path = 'apps/results/' + result_name + + img1 = cv2.imread(img_path1, 1) + img2 = cv2.imread(img_path2, 1) + + img1, img2 = utils.img_expand(img1, img2) + + result = cv2.multiply(img1, img2) + cv2.imwrite(result_path, result) + return 1 + + +def divide(img_name1, img_name2, result_name): + img_path1 = 'apps/assets/' + img_name1 + img_path2 = 'apps/assets/' + img_name2 + result_path = 'apps/results/' + result_name + + img1 = cv2.imread(img_path1, 1) + img2 = cv2.imread(img_path2, 1) + + img1, img2 = utils.img_expand(img1, img2) + + result = cv2.divide(img1, img2) + cv2.imwrite(result_path, result) + return 1 + + +def flip(img_name, result_name, fli_choi): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 1) + + if fli_choi == 'horizontal': + result = cv2.flip(img, 1) + elif fli_choi == 'vertical': + result = cv2.flip(img, 0) + elif fli_choi == 'diagonal': + result = cv2.flip(img, -1) + else: + return 2 + + cv2.imwrite(result_path, result) + return 1 + + +def move(img_name, result_name, move_x, move_y): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + move_x = int(move_x) + move_y = int(move_y) + except ValueError: + return 2 + + img = cv2.imread(img_path, 1) + + pix_M = np.float32([[1, 0, move_x], [0, 1, move_y]]) + img_height, img_width, img_channel = img.shape + result = cv2.warpAffine(img, pix_M, (img_width, img_height)) + + cv2.imwrite(result_path, result) + return 1 + + +def rotate(img_name, result_name, angle): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + angle = int(angle) + except ValueError: + return 2 + + img = cv2.imread(img_path, 1) + + result = utils.rotate(img, angle) + + cv2.imwrite(result_path, result) + return 1 + + +def resize(img_name, result_name, size_x, size_y): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + size_x = float(size_x) + size_y = float(size_y) + except ValueError: + return 2 + + if (size_x <= 0) or (size_y <= 0): + return 2 + + img = cv2.imread(img_path, 1) + + result = cv2.resize(img, (0, 0), fx=size_x, fy=size_y, interpolation=cv2.INTER_LINEAR) + cv2.imwrite(result_path, result) + return 1 diff --git a/apps/service/filesService.py b/apps/service/filesService.py new file mode 100644 index 0000000..c099a77 --- /dev/null +++ b/apps/service/filesService.py @@ -0,0 +1,26 @@ +#coding=utf8 +import os +from flask import send_file, jsonify + + +def resp_file_upload(file): + file_name = file.filename + file_path = 'apps/assets/' + file_name + + if os.path.exists(file_path): + return {'code': 0, 'msg': '同名文件已存在，保存失败'} + else: + file.save(file_path) + return {'code': 1, 'msg': '保存文件成功'} + + +def resp_file_download(requ_data): + file_name = requ_data['file_name'] + file_path = 'apps/results/' + file_name + + if os.path.exists(file_path): + return send_file(file_path, as_attachment=True) + else: + return jsonify({ + 'msg': '文件不存在', + }) diff --git a/apps/service/histogramService.py b/apps/service/histogramService.py new file mode 100644 index 0000000..ef18674 --- /dev/null +++ b/apps/service/histogramService.py @@ -0,0 +1,38 @@ +#coding=utf8 +import cv2 +from matplotlib import pyplot as plt + + +def gray_histogram(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 0) + plt.subplot(121) + plt.imshow(img, "gray") + plt.subplot(122) + hist = cv2.calcHist([img], [0], None, [256], [0, 255]) + plt.plot(hist) + plt.xlim([0, 255]) + plt.savefig(result_path) + return 1 + + +def bgr_histogram(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + color = ["r", "g", "b"] + img_b, img_g, img_r = cv2.split(img) + img = cv2.merge([img_r, img_g, img_b]) + plt.subplot(121) + plt.imshow(img) + plt.subplot(122) + for index, c in enumerate(color): + hist = cv2.calcHist([img], [index], None, [256], [0, 255]) + + plt.plot(hist, color=c) + plt.xlim([0, 255]) + plt.savefig(result_path) + return 1 diff --git a/apps/service/model.py b/apps/service/model.py new file mode 100644 index 0000000..01db750 --- /dev/null +++ b/apps/service/model.py @@ -0,0 +1,59 @@ +# -*- coding: utf-8 -*- +# @File : model.py +# @Author : AaronJny +# @Time : 2020/03/13 +# @Desc : +import typing +import tensorflow as tf + +from apps.service import settings + + +def get_vgg19_model(layers): + """ + 创建并初始化vgg19模型 + :return: + """ + # 加载imagenet上预训练的vgg19 + vgg = tf.keras.applications.VGG19(include_top=False, weights='imagenet') + # 提取需要被用到的vgg的层的output + outputs = [vgg.get_layer(layer).output for layer in layers] + # 使用outputs创建新的模型 + model = tf.keras.Model([vgg.input, ], outputs) + # 锁死参数，不进行训练 + model.trainable = False + return model + + +class NeuralStyleTransferModel(tf.keras.Model): + + def __init__(self, content_layers: typing.Dict[str, float] = settings.CONTENT_LAYERS, + style_layers: typing.Dict[str, float] = settings.STYLE_LAYERS): + super(NeuralStyleTransferModel, self).__init__() + # 内容特征层字典 Dict[层名,加权系数] + self.content_layers = content_layers + # 风格特征层 + self.style_layers = style_layers + # 提取需要用到的所有vgg层 + layers = list(self.content_layers.keys()) + list(self.style_layers.keys()) + # 创建layer_name到output索引的映射 + self.outputs_index_map = dict(zip(layers, range(len(layers)))) + # 创建并初始化vgg网络 + self.vgg = get_vgg19_model(layers) + + def call(self, inputs, training=None, mask=None): + """ + 前向传播 + :return + typing.Dict[str,typing.List[outputs,加权系数]] + """ + outputs = self.vgg(inputs) + # 分离内容特征层和风格特征层的输出，方便后续计算 typing.List[outputs,加权系数] + content_outputs = [] + for layer, factor in self.content_layers.items(): + content_outputs.append((outputs[self.outputs_index_map[layer]][0], factor)) + style_outputs = [] + for layer, factor in self.style_layers.items(): + style_outputs.append((outputs[self.outputs_index_map[layer]][0], factor)) + # 以字典的形式返回输出 + return {'content': content_outputs, 'style': style_outputs} diff --git a/apps/service/morphologicalService.py b/apps/service/morphologicalService.py new file mode 100644 index 0000000..2c0d506 --- /dev/null +++ b/apps/service/morphologicalService.py @@ -0,0 +1,104 @@ +#coding=utf8 +import cv2 +import numpy as np +from apps.service import utils + + +def erode(img_name, result_name, kernel_type, kernel_size): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0): + return 2 + + img = cv2.imread(img_path, cv2.IMREAD_UNCHANGED) + if kernel_type == 'cross': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + elif kernel_type == 'rectangle': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_RECT, (kernel_size, kernel_size)) + else: + return 2 + + result = cv2.erode(img, kernel) + cv2.imwrite(result_path, result) + return 1 + + +def dilate(img_name, result_name, kernel_type, kernel_size): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0): + return 2 + + img = cv2.imread(img_path, cv2.IMREAD_UNCHANGED) + if kernel_type == 'cross': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + elif kernel_type == 'rectangle': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_RECT, (kernel_size, kernel_size)) + else: + return 2 + + result = cv2.dilate(img, kernel) + cv2.imwrite(result_path, result) + return 1 + + +def mor_open(img_name, result_name, kernel_type, kernel_size): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0): + return 2 + + img = cv2.imread(img_path, cv2.IMREAD_UNCHANGED) + if kernel_type == 'cross': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + elif kernel_type == 'rectangle': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_RECT, (kernel_size, kernel_size)) + else: + return 2 + + result = cv2.morphologyEx(img, cv2.MORPH_OPEN, kernel) + cv2.imwrite(result_path, result) + return 1 + + +def mor_close(img_name, result_name, kernel_type, kernel_size): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0): + return 2 + + img = cv2.imread(img_path, cv2.IMREAD_UNCHANGED) + if kernel_type == 'cross': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + elif kernel_type == 'rectangle': + kernel = cv2.cv2.getStructuringElement(cv2.MORPH_RECT, (kernel_size, kernel_size)) + else: + return 2 + + result = cv2.morphologyEx(img, cv2.MORPH_CLOSE, kernel) + cv2.imwrite(result_path, result) + return 1 diff --git a/apps/service/output/1.jpg b/apps/service/output/1.jpg new file mode 100644 index 0000000..a01da22 Binary files /dev/null and b/apps/service/output/1.jpg differ diff --git a/apps/service/repairService.py b/apps/service/repairService.py new file mode 100644 index 0000000..9a5c703 --- /dev/null +++ b/apps/service/repairService.py @@ -0,0 +1,292 @@ +#coding=utf8 +import sys + +import cv2 +import numpy as np + +from apps.service import utils + + +def gauss_noise(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + image = np.array(img / 255, dtype=float) + + noise = np.random.normal(0, 0.1, image.shape) + + out = image + noise + out = np.clip(out, 0.0, 1.0) + out = np.uint8(out * 255) + cv2.imwrite(result_path, out) + return 1 + + +def sault_pepper_noise(img_name, result_name, ran_x1, ran_y1, ran_x2, ran_y2): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + if ran_y1 == "MAX": + ran_y1 = sys.maxsize + + if ran_y2 == "MAX": + ran_y2 = sys.maxsize + + ran_x1 = int(ran_x1) + ran_y1 = int(ran_y1) + ran_x2 = int(ran_x2) + ran_y2 = int(ran_y2) + except ValueError: + return 2 + + if (ran_x1 < 0) or (ran_y1 < 0) or (ran_x2 < 0) or (ran_y2 < 0): + return 2 + + if ran_x1 >= ran_y1: + ran_x1, ran_y1 = utils.swap(ran_x1, ran_y1) + + if ran_x2 >= ran_y2: + ran_x2, ran_y2 = utils.swap(ran_x2, ran_y2) + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + for i in range(img.shape[0]): + for j in range(img.shape[1]): + if ran_x1 < img[i][j] < ran_y1: + # 添加胡椒噪声 + out[i][j] = 0 + elif ran_x2 < img[i][j] < ran_y2: + # 添加食盐噪声 + out[i][j] = 255 + else: + # 不添加噪声 + out[i][j] = img[i][j] + cv2.imwrite(result_path, out) + return 1 + + +def arithmetic_average_filter(img_name, result_name, filter_size_p, filter_size_q ): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + filter_size_p = int(filter_size_p) + filter_size_q = int(filter_size_q) + except ValueError: + return 2 + + if (filter_size_p <= 0) or (filter_size_q <= 0): + return 2 + + if ((filter_size_p % 2) == 0) or ((filter_size_q % 2) == 0): + return 2 + + p = int(filter_size_p / 2) + q = int(filter_size_q / 2) + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + + for i in range(img.shape[0]): + for j in range(img.shape[1]): + sum = 0 + + for m in range(-p, p + 1): + for n in range(-q, q + 1): + if 0 <= i + m < img.shape[0] and 0 <= j + n < img.shape[1]: + sum += img[i + m][j + n] + + out[i][j] = int(sum / (filter_size_p * filter_size_q)) + + cv2.imwrite(result_path, out) + return 1 + + +def geometric_average_filter(img_name, result_name, filter_size_p, filter_size_q): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + filter_size_p = int(filter_size_p) + filter_size_q = int(filter_size_q) + except ValueError: + return 2 + + if (filter_size_p <= 0) or (filter_size_q <= 0): + return 2 + + if ((filter_size_p % 2) == 0) or ((filter_size_q % 2) == 0): + return 2 + + p = int(filter_size_p / 2) + q = int(filter_size_q / 2) + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + + for i in range(img.shape[0]): + for j in range(img.shape[1]): + mul = 1 + + for m in range(-p, p + 1): + for n in range(-q, q + 1): + if 0 <= i + m < img.shape[0] and 0 <= j + n < img.shape[1]: + mul *= img[i + m][j + n] + + out[i][j] = int(pow(mul, float (1 / (filter_size_p * filter_size_q)))) + + cv2.imwrite(result_path, out) + return 1 + + +def harmonic_average_filter(img_name, result_name, filter_size_p, filter_size_q): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + filter_size_p = int(filter_size_p) + filter_size_q = int(filter_size_q) + except ValueError: + return 2 + + if (filter_size_p <= 0) or (filter_size_q <= 0): + return 2 + + if ((filter_size_p % 2) == 0) or ((filter_size_q % 2) == 0): + return 2 + + p = int(filter_size_p / 2) + q = int(filter_size_q / 2) + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + + for i in range(img.shape[0]): + for j in range(img.shape[1]): + harm = 0.0 + + for m in range(-p, p + 1): + for n in range(-q, q + 1): + if 0 <= i + m < img.shape[0] and 0 <= j + n < img.shape[1]: + harm += 1 / img[i + m][j + n] + + out[i][j] = int((filter_size_p * filter_size_q) / harm) + + cv2.imwrite(result_path, out) + return 1 + + +def min_filter(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + + array = [] + + for i in range(img.shape[0]): + for j in range(img.shape[1]): + array.clear() + for m in range(-1, 2): + for n in range(-1, 2): + if 0 <= i + m < img.shape[0] and 0 <= j + n < img.shape[1]: + array.append(img[i + m][j + n]) + res_array = utils.order_desc(array) + res_array_leng = len(res_array) + out[i][j] = res_array[res_array_leng - 1] + + cv2.imwrite(result_path, out) + return 1 + + +def max_filter(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + + array = [] + + for i in range(img.shape[0]): + for j in range(img.shape[1]): + array.clear() + for m in range(-1, 2): + for n in range(-1, 2): + if 0 <= i + m < img.shape[0] and 0 <= j + n < img.shape[1]: + array.append(img[i + m][j + n]) + res_array = utils.order_desc(array) + res_array_leng = len(res_array) + out[i][j] = res_array[0] + + cv2.imwrite(result_path, out) + return 1 + + +def median_filter(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + + array = [] + + for i in range(img.shape[0]): + for j in range(img.shape[1]): + array.clear() + for m in range(-1, 2): + for n in range(-1, 2): + if 0 <= i + m < img.shape[0] and 0 <= j + n < img.shape[1]: + array.append(img[i + m][j + n]) + res_array = utils.order_desc(array) + res_array_leng = len(res_array) + out[i][j] = res_array[int(res_array_leng / 2)] + + cv2.imwrite(result_path, out) + return 1 + + +def range_filter(img_name, result_name, min, max, color): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + if max == "MAX": + max = sys.maxsize + + min = int(min) + max = int(max) + except ValueError: + return 2 + + if (min < 0) or (max < 0): + return 2 + + if min >= max: + min, max = utils.swap(min, max) + + img = cv2.imread(img_path, 0) + out = np.zeros(img.shape, np.uint8) + + array = [] + + for i in range(img.shape[0]): + for j in range(img.shape[1]): + # 滤波器内像素值的和 + array.clear() + if min < img[i][j] < max: + out[i][j] = img[i][j] + else: + if color == '0': + out[i][j] = 0 + elif color == '255': + out[i][j] = 255 + else: + return 2 + + cv2.imwrite(result_path, out) + return 1 diff --git a/apps/service/segmentationService.py b/apps/service/segmentationService.py new file mode 100644 index 0000000..b4b2d3b --- /dev/null +++ b/apps/service/segmentationService.py @@ -0,0 +1,199 @@ +#coding=utf8 +import cv2 +import numpy as np + + +def roberts(img_name, result_name, val1, val2, exp): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + val1 = float(val1) + val2 = float(val2) + exp = float(exp) + except ValueError: + return 2 + + if (val1 < 0) or (val2 < 0): + return 2 + + img = cv2.imread(img_path) + gray_image = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + + kernel_x = np.array([[-1, 0], [0, 1]], dtype=int) + kernel_y = np.array([[0, -1], [1, 0]], dtype=int) + + cal_x = cv2.filter2D(gray_image, cv2.CV_16S, kernel_x) + cal_y = cv2.filter2D(gray_image, cv2.CV_16S, kernel_y) + + abs_x = cv2.convertScaleAbs(cal_x) + abs_y = cv2.convertScaleAbs(cal_y) + + roberts_res = cv2.addWeighted(abs_x, val1, abs_y, val2, exp) + + cv2.imwrite(result_path, roberts_res) + return 1 + + +def sobel(img_name, result_name, val1, val2, exp): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + val1 = float(val1) + val2 = float(val2) + exp = float(exp) + except ValueError: + return 2 + + if (val1 < 0) or (val2 < 0): + return 2 + + img = cv2.imread(img_path) + gray_image = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + + kernel_x = cv2.Sobel(gray_image, cv2.CV_16S, 1, 0) + kernel_y = cv2.Sobel(gray_image, cv2.CV_16S, 0, 1) + + abs_x = cv2.convertScaleAbs(kernel_x) + abs_y = cv2.convertScaleAbs(kernel_y) + + sobel_res = cv2.addWeighted(abs_x, val1, abs_y, val2, exp) + + cv2.imwrite(result_path, sobel_res) + return 1 + + +def laplacian(img_name, result_name, kernel_size, exp, k_size): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + exp = float(exp) + k_size = int(k_size) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0) or (k_size <= 0) or (k_size % 2 == 0): + return 2 + + img = cv2.imread(img_path) + gray_image = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + + blur = cv2.GaussianBlur(gray_image, (kernel_size, kernel_size), exp) + + dst = cv2.Laplacian(blur, cv2.CV_16S, ksize=k_size) + + laplacian_res = cv2.convertScaleAbs(dst) + + cv2.imwrite(result_path, laplacian_res) + return 1 + + +def LoG(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + + img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) + + image = cv2.copyMakeBorder(img, 2, 2, 2, 2, borderType=cv2.BORDER_REPLICATE) + image = cv2.GaussianBlur(image, (3, 3), 0, 0) + LoGMatr = [[0, 0, -1, 0, 0], [0, -1, -2, -1, 0], [-1, -2, 16, -2, -1], [0, -1, -2, -1, 0], [0, 0, -1, 0, 0]] + img_m1 = np.array(LoGMatr) + + rows = image.shape[0] + cols = image.shape[1] + + image1 = np.zeros(image.shape) + + for k in range(0, 2): + for i in range(2, rows - 2): + for j in range(2, cols - 2): + image1[i, j] = np.sum((img_m1 * image[i - 2:i + 3, j - 2:j + 3, k])) + + image1 = cv2.convertScaleAbs(image1) + + cv2.imwrite(result_path, image1) + return 1 + + +def canny(img_name, result_name, kernel_size, exp): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + exp = float(exp) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0): + return 2 + + img = cv2.imread(img_path) + blur = cv2.GaussianBlur(img, (kernel_size, kernel_size), exp) + + gray_image = cv2.cvtColor(blur, cv2.COLOR_BGR2GRAY) + + grad_x = cv2.Sobel(gray_image, cv2.CV_16SC1, 1, 0) + grad_y = cv2.Sobel(gray_image, cv2.CV_16SC1, 0, 1) + + edge_output = cv2.Canny(grad_x, grad_y, 50, 150) + + cv2.imwrite(result_path, edge_output) + return 1 + + +def hough_lines(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + + img = cv2.GaussianBlur(img, (3, 3), 0) + edges = cv2.Canny(img, 50, 150, apertureSize=3) + + lines = cv2.HoughLines(edges, 1, np.pi / 2, 118) + + result = img.copy() + for i_line in lines: + for line in i_line: + rho = line[0] + theta = line[1] + if (theta < (np.pi / 4.)) or (theta > (3. * np.pi / 4.0)): # 垂直直线 + pt1 = (int(rho / np.cos(theta)), 0) + pt2 = (int((rho - result.shape[0] * np.sin(theta)) / np.cos(theta)), result.shape[0]) + cv2.line(result, pt1, pt2, (0, 0, 255)) + else: + pt1 = (0, int(rho / np.sin(theta))) + pt2 = (result.shape[1], int((rho - result.shape[1] * np.cos(theta)) / np.sin(theta))) + cv2.line(result, pt1, pt2, (0, 0, 255), 1) + + cv2.imwrite(result_path, result) + return 1 + + +def hough_lines_p(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + + img = cv2.GaussianBlur(img, (3, 3), 0) + edges = cv2.Canny(img, 50, 150, apertureSize=3) + + min_line_length = 200 + max_line_gap = 15 + + lines_p = cv2.HoughLinesP(edges, 1, np.pi / 180, 80, min_line_length, max_line_gap) + + result_p = img.copy() + for i_P in lines_p: + for x1, y1, x2, y2 in i_P: + cv2.line(result_p, (x1, y1), (x2, y2), (0, 255, 0), 3) + + cv2.imwrite(result_path, result_p) + return 1 diff --git a/apps/service/settings.py b/apps/service/settings.py new file mode 100644 index 0000000..8bdebcf --- /dev/null +++ b/apps/service/settings.py @@ -0,0 +1,35 @@ +# -*- coding: utf-8 -*- +# @File : settings.py +# @Author : AaronJny +# @Time : 2020/03/13 +# @Desc : + + +# 内容特征层及loss加权系数 +CONTENT_LAYERS = {'block4_conv2': 0.5, 'block5_conv2': 0.5} +# 风格特征层及loss加权系数 +STYLE_LAYERS = {'block1_conv1': 0.2, 'block2_conv1': 0.2, 'block3_conv1': 0.2, 'block4_conv1': 0.2, + 'block5_conv1': 0.2} +# 内容图片路径 +CONTENT_IMAGE_PATH = './images/content_2.jpg' +# 风格图片路径 +STYLE_IMAGE_PATH = './images/style_2.jpg' +# 生成图片的保存目录 +OUTPUT_DIR = './output' + +# 内容loss总加权系数 +CONTENT_LOSS_FACTOR = 1 +# 风格loss总加权系数 +STYLE_LOSS_FACTOR = 100 + +# 图片宽度 +WIDTH = 450 +# 图片高度 +HEIGHT = 300 + +# 训练epoch数 +EPOCHS = 1 +# 每个epoch训练多少次 +STEPS_PER_EPOCH = 100 +# 学习率 +LEARNING_RATE = 0.03 diff --git a/apps/service/smoothSharpenService.py b/apps/service/smoothSharpenService.py new file mode 100644 index 0000000..895409a --- /dev/null +++ b/apps/service/smoothSharpenService.py @@ -0,0 +1,222 @@ +#coding=utf8 +import cv2 +import numpy as np +from apps.service import utils + + +def smoo_neighbour_average(img_name, result_name, kernel_size): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0): + return 2 + + img = cv2.imread(img_path) + result = cv2.blur(img, (kernel_size, kernel_size)) + cv2.imwrite(result_path, result) + return 1 + + +def smoo_median_filter(img_name, result_name, kernel_size): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + kernel_size = int(kernel_size) + except ValueError: + return 2 + + if (kernel_size <= 0) or (kernel_size % 2 == 0): + return 2 + + img = cv2.imread(img_path) + result = cv2.medianBlur(img, kernel_size) + cv2.imwrite(result_path, result) + return 1 + + +def shar_robert(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + h = img.shape[0] + w = img.shape[1] + result = np.zeros(img.shape, np.uint8) + for i in range(1, h - 1): + for j in range(1, w - 1): + result[i][j] = np.abs(img[i][j].astype(int) - img[i + 1][j + 1].astype(int)) + np.abs( + img[i + 1][j].astype(int) - img[i][j + 1].astype(int)) + cv2.imwrite(result_path, result) + return 1 + + +def shar_laplacian(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + h = img.shape[0] + w = img.shape[1] + result = np.zeros(img.shape, np.uint8) + for i in range(1, h - 1): + for j in range(1, w - 1): + result[i][j] = 4 * img[i][j].astype(int) - img[i + 1][j].astype(int) - img[i - 1][j].astype(int) - \ + img[i][j + 1].astype(int) - img[i][j - 1].astype(int) + cv2.imwrite(result_path, result) + return 1 + + +def shar_sobel(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + kern_x = np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]) + kern_y = np.array([[-1, -2, -1], [0, 0, 0], [1, 2, 1]]) + img_x = cv2.filter2D(img, -1, kern_x, borderType=cv2.BORDER_REFLECT) + img_y = cv2.filter2D(img, -1, kern_y, borderType=cv2.BORDER_REFLECT) + abs_x = cv2.convertScaleAbs(img_x) + abs_y = cv2.convertScaleAbs(img_y) + result = cv2.addWeighted(abs_x, 0.5, abs_y, 0.5, 0) + cv2.imwrite(result_path, result) + return 1 + + +def shar_prewitt(img_name, result_name): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + img = cv2.imread(img_path) + kern_x = np.array([[1, 1, 1], [0, 0, 0], [-1, -1, -1]]) + kern_y = np.array([[-1, 0, 1], [-1, 0, 1], [-1, 0, 1]]) + img_x = cv2.filter2D(img, cv2.CV_16S, kern_x) + img_y = cv2.filter2D(img, cv2.CV_16S, kern_y) + abs_x = cv2.convertScaleAbs(img_x) + abs_y = cv2.convertScaleAbs(img_y) + result = cv2.addWeighted(abs_x, 0.5, abs_y, 0.5, 0) + cv2.imwrite(result_path, result) + return 1 + + +def smoo_ideal_filter(img_name, result_name, d0): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + d0 = int(d0) + except ValueError: + return 2 + + if (d0 < 0) or (d0 > 255): + return 2 + + img = cv2.imread(img_path, 0) + ideal_filter = utils.ideal_low_filter(img, d0) + result = utils.filter_use(img, ideal_filter) + cv2.imwrite(result_path, result) + return 1 + + +def smoo_barte_filter(img_name, result_name, d0, rank): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + d0 = int(d0) + rank = int(rank) + except ValueError: + return 2 + + if (d0 < 0) or (d0 > 255): + return 2 + + img = cv2.imread(img_path, 0) + butterworth_filter = utils.butterworth_low_filter(img, d0, rank) + result = utils.filter_use(img, butterworth_filter) + cv2.imwrite(result_path, result) + return 1 + + +def smoo_exp_filter(img_name, result_name, d0, rank): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + d0 = int(d0) + rank = int(rank) + except ValueError: + return 2 + + if (d0 < 0) or (d0 > 255): + return 2 + + img = cv2.imread(img_path, 0) + exp_filter = utils.exp_low_filter(img, d0, rank) + result = utils.filter_use(img, exp_filter) + cv2.imwrite(result_path, result) + return 1 + + +def shar_ideal_high(img_name, result_name, d0): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + d0 = int(d0) + except ValueError: + return 2 + + if (d0 < 0) or (d0 > 255): + return 2 + + img = cv2.imread(img_path, 0) + ideal_filter = utils.ideal_high_filter(img, d0) + result = utils.filter_use2(img, ideal_filter) + cv2.imwrite(result_path, result) + return 1 + + +def shar_barte_filter(img_name, result_name, d0, rank): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + d0 = int(d0) + rank = int(rank) + except ValueError: + return 2 + + if (d0 < 0) or (d0 > 255): + return 2 + + img = cv2.imread(img_path, 0) + butterworth_filter = utils.butterworth_high_filter(img, d0, rank) + result = utils.filter_use2(img, butterworth_filter) + cv2.imwrite(result_path, result) + return 1 + + +def shar_exp_filter(img_name, result_name, d0, rank): + img_path = 'apps/assets/' + img_name + result_path = 'apps/results/' + result_name + + try: + d0 = int(d0) + rank = int(rank) + except ValueError: + return 2 + + if (d0 < 0) or (d0 > 255): + return 2 + + img = cv2.imread(img_path, 0) + exp_filter = utils.exp_high_filter(img, d0, rank) + result = utils.filter_use2(img, exp_filter) + cv2.imwrite(result_path, result) + return 1 diff --git a/apps/service/style.py b/apps/service/style.py new file mode 100644 index 0000000..9c6d141 --- /dev/null +++ b/apps/service/style.py @@ -0,0 +1,143 @@ +import os +import numpy as np +from tqdm import tqdm +import tensorflow as tf +from apps.service.model import NeuralStyleTransferModel +from apps.service import settings +from apps.service import utils + + +def _compute_content_loss(noise_features, target_features): + """ + 计算指定层上两个特征之间的内容loss + :param noise_features: 噪声图片在指定层的特征 + :param target_features: 内容图片在指定层的特征 + """ + content_loss = tf.reduce_sum(tf.square(noise_features - target_features)) + # 计算系数 + x = 2. * M * N + content_loss = content_loss / x + return content_loss + + +def compute_content_loss(noise_content_features, target_content_features): + """ + 计算并当前图片的内容loss + :param noise_content_features: 噪声图片的内容特征 + """ + # 初始化内容损失 + content_losses = [] + # 加权计算内容损失 + for (noise_feature, factor), (target_feature, _) in zip(noise_content_features, target_content_features): + layer_content_loss = _compute_content_loss(noise_feature, target_feature) + content_losses.append(layer_content_loss * factor) + return tf.reduce_sum(content_losses) + + +def gram_matrix(feature): + """ + 计算给定特征的格拉姆矩阵 + """ + # 先交换维度，把channel维度提到最前面 + x = tf.transpose(feature, perm=[2, 0, 1]) + # reshape，压缩成2d + x = tf.reshape(x, (x.shape[0], -1)) + # 计算x和x的逆的乘积 + return x @ tf.transpose(x) + + +def _compute_style_loss(noise_feature, target_feature): + """ + 计算指定层上两个特征之间的风格loss + :param noise_feature: 噪声图片在指定层的特征 + :param target_feature: 风格图片在指定层的特征 + """ + noise_gram_matrix = gram_matrix(noise_feature) + style_gram_matrix = gram_matrix(target_feature) + style_loss = tf.reduce_sum(tf.square(noise_gram_matrix - style_gram_matrix)) + # 计算系数 + x = 4. * (M ** 2) * (N ** 2) + return style_loss / x + + +def compute_style_loss(noise_style_features, target_style_features): + """ + 计算并返回图片的风格loss + :param noise_style_features: 噪声图片的风格特征 + """ + style_losses = [] + for (noise_feature, factor), (target_feature, _) in zip(noise_style_features, target_style_features): + layer_style_loss = _compute_style_loss(noise_feature, target_feature) + style_losses.append(layer_style_loss * factor) + return tf.reduce_sum(style_losses) + + +def total_loss(noise_features, target_content_features, target_style_features): + """ + 计算总损失 + :param noise_features: 噪声图片特征数据 + """ + content_loss = compute_content_loss(noise_features['content'], target_content_features) + style_loss = compute_style_loss(noise_features['style'], target_style_features) + return content_loss * settings.CONTENT_LOSS_FACTOR + style_loss * settings.STYLE_LOSS_FACTOR + + + +# 创建模型 +model = NeuralStyleTransferModel() + +M = settings.WIDTH * settings.HEIGHT +N = 3 + + +# 使用tf.function加速训练 +@tf.function +def train_one_step(optimizer, noise_image, target_content_features, target_style_features): + """ + 一次迭代过程 + """ + # 求loss + with tf.GradientTape() as tape: + noise_outputs = model(noise_image) + loss = total_loss(noise_outputs, target_content_features, target_style_features) + # 求梯度 + grad = tape.gradient(loss, noise_image) + # 梯度下降，更新噪声图片 + optimizer.apply_gradients([(grad, noise_image)]) + return loss + + +def style_transfer(img_style_path, img_content_path, result_path, epoch, per_epoch, learn_rate): + learn_rate = learn_rate or settings.LEARNING_RATE + + # 使用Adma优化器 + optimizer = tf.keras.optimizers.Adam(learning_rate=learn_rate) + + # 加载内容图片 + content_image = utils.load_images(img_content_path) + # 风格图片 + style_image = utils.load_images(img_style_path) + + # 计算出目标内容图片的内容特征备用 + target_content_features = model([content_image, ])['content'] + # 计算目标风格图片的风格特征 + target_style_features = model([style_image, ])['style'] + + # 基于内容图片随机生成一张噪声图片 + noise_image = tf.Variable((content_image + np.random.uniform(-0.2, 0.2, (1, settings.HEIGHT, settings.WIDTH, 3))) / 2) + + epoch = epoch or settings.EPOCHS + per_epoch = per_epoch or settings.STEPS_PER_EPOCH + + # 共训练epoch个epochs + for epo in range(epoch): + # 使用tqdm提示训练进度 + with tqdm(total=per_epoch, desc='Epoch {}/{}'.format(epo + 1, epoch)) as pbar: + # 每个epoch训练per_epoch次 + for step in range(per_epoch): + _loss = train_one_step(optimizer, noise_image, target_content_features, target_style_features) + pbar.set_postfix({'loss': '%.4f' % float(_loss)}) + pbar.update(1) + # 每个epoch保存一次图片 + print(222) + utils.save_image(noise_image, result_path) diff --git a/apps/service/styleTransferService.py b/apps/service/styleTransferService.py new file mode 100644 index 0000000..e8ab0d8 --- /dev/null +++ b/apps/service/styleTransferService.py @@ -0,0 +1,14 @@ +from apps.service import style + +def style_transfer(img_style_name, img_content_name, result_name, epoch, per_epoch, learn_rate): + img_style_path = 'apps/assets/' + img_style_name + img_content_path = 'apps/assets/' + img_content_name + result_path = 'apps/results/' + result_name + + try: + style.style_transfer(img_style_path, img_content_path, result_path, int(epoch), int(per_epoch), float(learn_rate)) + except Exception as e: + print(e) + return 2 + + return 1 \ No newline at end of file diff --git a/apps/service/utils.py b/apps/service/utils.py new file mode 100644 index 0000000..237d944 --- /dev/null +++ b/apps/service/utils.py @@ -0,0 +1,300 @@ +#coding=utf8 +import matplotlib.pyplot as plt +import cv2 +import numpy as np +from math import * + +from flask import jsonify +import tensorflow as tf + +from apps.service import settings + + +def wrap_success_json(result_name): + result_name = 'http://127.0.0.1:5000/api/get_res_file/' + result_name + return_data = {'code': '1', 'message': 'Success', 'result_name': result_name} + return jsonify(return_data) + + +def wrap_failure_json(result_name): + result_name = 'http://127.0.0.1:5000/api/get_res_file/' + result_name + return_data = {'code': '2', 'message': 'Failure', 'result_name': result_name} + return jsonify(return_data) + + +def img_expand(img1, img2): + shape1 = img1.shape + shape2 = img2.shape + row1 = shape1[0] + col1 = shape1[1] + row2 = shape2[0] + col2 = shape2[1] + if row1 > row2: + row = row1 + else: + row = row2 + if col1 > col2: + col = col1 + else: + col = col2 + + if (row - row1) % 2 != 0: + r11 = int((row - row1) / 2) + r12 = r11 + 1 + else: + r11 = r12 = int((row - row1) / 2) + + if (col - col1) % 2 != 0: + c11 = int((col - col1) / 2) + c12 = c11 + 1 + else: + c11 = c12 = int((col - col1) / 2) + + if (row - row2) % 2 != 0: + r21 = int((row - row2) / 2) + r22 = r21 + 1 + else: + r21 = r22 = int((row - row2) / 2) + + if (col - col2) % 2 != 0: + c21 = int((col - col2) / 2) + c22 = c21 + 1 + else: + c21 = c22 = int((col - col2) / 2) + + img1 = cv2.copyMakeBorder(img1, r11, r12, c11, c12, cv2.BORDER_CONSTANT, value=[255, 255, 255]) + img2 = cv2.copyMakeBorder(img2, r21, r22, c21, c22, cv2.BORDER_CONSTANT, value=[255, 255, 255]) + return img1, img2 + + +def swap(val1, val2): + return val2, val1 + + +def order_desc(array): + # 列表的长度 + length = len(array) + # 对列表进行选择排序，获得有序的列表 + for i in range(length): + for j in range(i + 1, length): + # 选择最大的值 + if array[j] > array[i]: + # 交换位置 + temp = array[j] + array[j] = array[i] + array[i] = temp + return array + + +def grayHist(img, filename): + plt.figure(filename, figsize=(16, 8)) + plt.subplot(121) + plt.imshow(img, 'gray') + plt.subplot(122) + h, w = img.shape[:2] + pixelSequence = img.reshape(1, h * w) + numberBins = 256 + + histogram, bins, patch = plt.hist(img.ravel(), 256, [0, 255]) + + plt.xlabel("gray label") + plt.ylabel("number of pixels") + plt.axis([0, 255, 0, np.max(histogram)]) + plt.savefig(filename) + plt.show() + + +def rotate(image, angle): + height, width, channels = image.shape + + heightNew = int(width * fabs(sin(radians(angle))) + height * fabs(cos(radians(angle)))) + widthNew = int(height * fabs(sin(radians(angle))) + width * fabs(cos(radians(angle)))) + + matRotation = cv2.getRotationMatrix2D((width / 2, height / 2), angle, 1) + + matRotation[0, 2] += (widthNew - width) / 2 + matRotation[1, 2] += (heightNew - height) / 2 + imgRotation = None + if channels == 1: + imgRotation = cv2.warpAffine(image, matRotation, (widthNew, heightNew), borderValue=(255)) + elif channels == 3: + imgRotation = cv2.warpAffine(image, matRotation, (widthNew, heightNew), borderValue=(255, 255, 255)) + return imgRotation + + +# 频域平滑 +def ideal_low_filter(img, D0): + """ + 生成一个理想低通滤波器（并返回） + """ + h, w = img.shape[:2] + filter_img = np.ones((h, w)) + u = np.fix(h / 2) + v = np.fix(w / 2) + for i in range(h): + for j in range(w): + d = np.sqrt((i - u) ** 2 + (j - v) ** 2) + filter_img[i, j] = 0 if d > D0 else 1 + return filter_img + + +def butterworth_low_filter(img, D0, rank): + """ + 生成一个Butterworth低通滤波器（并返回） + """ + h, w = img.shape[:2] + filter_img = np.zeros((h, w)) + u = np.fix(h / 2) + v = np.fix(w / 2) + for i in range(h): + for j in range(w): + d = np.sqrt((i - u) ** 2 + (j - v) ** 2) + filter_img[i, j] = 1 / (1 + 0.414 * (d / D0) ** (2 * rank)) + return filter_img + + +def exp_low_filter(img, D0, rank): + """ + 生成一个指数低通滤波器（并返回） + """ + h, w = img.shape[:2] + filter_img = np.zeros((h, w)) + u = np.fix(h / 2) + v = np.fix(w / 2) + for i in range(h): + for j in range(w): + d = np.sqrt((i - u) ** 2 + (j - v) ** 2) + filter_img[i, j] = np.exp(np.log(1 / np.sqrt(2)) * (d / D0) ** (2 * rank)) + return filter_img + + +def filter_use(img, filter): + """ + 将图像img与滤波器filter结合，生成对应的滤波图像 + """ + # 首先进行傅里叶变换 + f = np.fft.fft2(img) + f_center = np.fft.fftshift(f) + # 应用滤波器进行反变换 + S = np.multiply(f_center, filter) # 频率相乘——l(u,v)*H(u,v) + f_origin = np.fft.ifftshift(S) # 将低频移动到原来的位置 + f_origin = np.fft.ifft2(f_origin) # 使用ifft2进行傅里叶的逆变换 + f_origin = np.abs(f_origin) # 设置区间 + return f_origin + + +def DFT_show(img): + """ + 对传入的图像进行傅里叶变换，生成频域图像 + """ + f = np.fft.fft2(img) # 使用numpy进行傅里叶变换 + fshift = np.fft.fftshift(f) # 把零频率分量移到中间 + result = np.log(1 + abs(fshift)) + return result + + +# 频域锐化 +def ideal_high_filter(img, D0): + """ + 生成一个理想高通滤波器（并返回） + """ + h, w = img.shape[:2] + filter_img = np.zeros((h, w)) + u = np.fix(h / 2) + v = np.fix(w / 2) + for i in range(h): + for j in range(w): + d = np.sqrt((i - u) ** 2 + (j - v) ** 2) + filter_img[i, j] = 0 if d < D0 else 1 + return filter_img + + +def butterworth_high_filter(img, D0, rank): + """ + 生成一个Butterworth高通滤波器（并返回） + """ + h, w = img.shape[:2] + filter_img = np.zeros((h, w)) + u = np.fix(h / 2) + v = np.fix(w / 2) + for i in range(h): + for j in range(w): + d = np.sqrt((i - u) ** 2 + (j - v) ** 2) + filter_img[i, j] = 1 / (1 + (D0 / d) ** (2 * rank)) + return filter_img + + +def exp_high_filter(img, D0, rank): + """ + 生成一个指数高通滤波器（并返回） + """ + h, w = img.shape[:2] + filter_img = np.zeros((h, w)) + u = np.fix(h / 2) + v = np.fix(w / 2) + for i in range(h): + for j in range(w): + d = np.sqrt((i - u) ** 2 + (j - v) ** 2) + filter_img[i, j] = np.exp((-1) * (D0 / d) ** rank) + return filter_img + + +def filter_use2(img, filter): + """ + 将图像img与滤波器filter结合，生成对应的滤波图像 + """ + # 首先进行傅里叶变换 + f = np.fft.fft2(img) + f_center = np.fft.fftshift(f) + # 应用滤波器进行反变换 + S = np.multiply(f_center, filter) # 频率相乘——l(u,v)*H(u,v) + f_origin = np.fft.ifftshift(S) # 将低频移动到原来的位置 + f_origin = np.fft.ifft2(f_origin) # 使用ifft2进行傅里叶的逆变换 + f_origin = np.abs(f_origin) # 设置区间 + f_origin = f_origin / np.max(f_origin.all()) + return f_origin + + +# 我们准备使用经典网络在imagenet数据集上的与训练权重，所以归一化时也要使用imagenet的平均值和标准差 +image_mean = tf.constant([0.485, 0.456, 0.406]) +image_std = tf.constant([0.299, 0.224, 0.225]) + + +def normalization(x): + """ + 对输入图片x进行归一化，返回归一化的值 + """ + return (x - image_mean) / image_std + + +def load_images(image_path, width=settings.WIDTH, height=settings.HEIGHT): + """ + 加载并处理图片 + :param image_path:　图片路径 + :param width: 图片宽度 + :param height: 图片长度 + :return:　一个张量 + """ + # 加载文件 + x = tf.io.read_file(image_path) + # 解码图片 + x = tf.image.decode_jpeg(x, channels=3) + # 修改图片大小 + x = tf.image.resize(x, [height, width]) + x = x / 255. + # 归一化 + x = normalization(x) + x = tf.reshape(x, [1, height, width, 3]) + # 返回结果 + return x + + +def save_image(image, filename): + x = tf.reshape(image, image.shape[1:]) + x = x * image_std + image_mean + x = x * 255. + x = tf.cast(x, tf.int32) + x = tf.clip_by_value(x, 0, 255) + x = tf.cast(x, tf.uint8) + x = tf.image.encode_jpeg(x) + tf.io.write_file(filename, x) diff --git a/apps/views/__init__.py b/apps/views/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/apps/views/basicFuncViews.py b/apps/views/basicFuncViews.py new file mode 100644 index 0000000..eaf7edf --- /dev/null +++ b/apps/views/basicFuncViews.py @@ -0,0 +1,163 @@ +from flask import Blueprint, request + +from apps.service import basicFuncService, utils + +app = Blueprint('basicFuncViews', __name__) + + +@app.route('/api/basic_func/graying') +def graying(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.graying(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/thresholding') +def thresholding(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.thresholding(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/logical_and') +def logical_and(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.logical_and(request_values['img_name1'], request_values['img_name2'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/logical_or') +def logical_or(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.logical_or(request_values['img_name1'], request_values['img_name2'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/logical_not') +def logical_not(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.logical_not(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/add') +def add(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.add(request_values['img_name1'], request_values['img_name2'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/subtract') +def subtract(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.subtract(request_values['img_name1'], request_values['img_name2'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/multiply') +def multiply(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.multiply(request_values['img_name1'], request_values['img_name2'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/divide') +def divide(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.divide(request_values['img_name1'], request_values['img_name2'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/flip') +def flip(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.flip(request_values['img_name'], request_values['result_name'], request_values['fli_choi']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/move') +def move(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.move(request_values['img_name'], request_values['result_name'], request_values['move_x'] + , request_values['move_y']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/rotate') +def rotate(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.rotate(request_values['img_name'], request_values['result_name'], request_values['angle']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/basic_func/resize') +def resize(): + request_values = request.args + request_values.to_dict() + code = basicFuncService.resize(request_values['img_name'], request_values['result_name'], request_values['size_x'] + , request_values['size_y']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) diff --git a/apps/views/filesViews.py b/apps/views/filesViews.py new file mode 100644 index 0000000..33aa540 --- /dev/null +++ b/apps/views/filesViews.py @@ -0,0 +1,38 @@ +#coding=utf8 +import os + +from flask import Blueprint, jsonify, request, send_file + +from apps.service.filesService import resp_file_upload, resp_file_download + +app = Blueprint('filesView', __name__) + + +@app.route('/api/file/upload', methods=['POST']) +def file_upload(): + file = request.files['file'] + resp_data = resp_file_upload(file) + + return jsonify(resp_data) + + +@app.route('/api/file/download', methods=['POST']) +def file_download(): + requ_data = request.json + return resp_file_download(requ_data) + + +@app.route('/api/get_ori_file/', methods=['GET']) +def get_ori_file(file_name): + file_path = os.path.join('assets/', file_name) + + # 向api返回（图片）文件 + return send_file(file_path) + + +@app.route('/api/get_res_file/', methods=['GET']) +def get_res_file(file_name): + file_path = os.path.join('results/', file_name) + + # 向api返回（图片）文件 + return send_file(file_path) diff --git a/apps/views/histogramViews.py b/apps/views/histogramViews.py new file mode 100644 index 0000000..865e9bd --- /dev/null +++ b/apps/views/histogramViews.py @@ -0,0 +1,28 @@ +from flask import Blueprint, request +from apps.service import histogramService, utils + +app = Blueprint('histogramViews', __name__) + + +@app.route('/api/histogram/gray') +def gray_histogram(): + request_values = request.args + request_values.to_dict() + code = histogramService.gray_histogram(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/histogram/bgr') +def bgr_histogram(): + request_values = request.args + request_values.to_dict() + code = histogramService.bgr_histogram(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) diff --git a/apps/views/morphologicalViews.py b/apps/views/morphologicalViews.py new file mode 100644 index 0000000..b8fd4a3 --- /dev/null +++ b/apps/views/morphologicalViews.py @@ -0,0 +1,53 @@ +from flask import Blueprint, request + +from apps.service import morphologicalService, utils + +app = Blueprint('morphologicalViews', __name__) + + +@app.route('/api/morphological/erode') +def erode(): + request_values = request.args + request_values.to_dict() + code = morphologicalService.erode(request_values['img_name'], request_values['result_name'], request_values['kernel_type'], request_values['kernel_size']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/morphological/dilate') +def dilate(): + request_values = request.args + request_values.to_dict() + code = morphologicalService.dilate(request_values['img_name'], request_values['result_name'], request_values['kernel_type'], request_values['kernel_size']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/morphological/mor_open') +def mor_open(): + request_values = request.args + request_values.to_dict() + code = morphologicalService.mor_open(request_values['img_name'], request_values['result_name'], request_values['kernel_type'], request_values['kernel_size']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/morphological/mor_close') +def mor_close(): + request_values = request.args + request_values.to_dict() + code = morphologicalService.mor_close(request_values['img_name'], request_values['result_name'], request_values['kernel_type'], request_values['kernel_size']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) \ No newline at end of file diff --git a/apps/views/repairViews.py b/apps/views/repairViews.py new file mode 100644 index 0000000..efb3983 --- /dev/null +++ b/apps/views/repairViews.py @@ -0,0 +1,113 @@ +from flask import Blueprint, request + +from apps.service import repairService, utils + +app = Blueprint('repairViews', __name__) + + +@app.route('/api/repair/gauss_noise') +def gauss_noise(): + request_values = request.args + request_values.to_dict() + code = repairService.gauss_noise(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/sault_pepper_noise') +def sault_pepper_noise(): + request_values = request.args + request_values.to_dict() + code = repairService.sault_pepper_noise(request_values['img_name'], request_values['result_name'], request_values['ran_x1'], request_values['ran_y1'], request_values['ran_x2'], request_values['ran_y2']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/arithmetic_average_filter') +def arithmetic_average_filter(): + request_values = request.args + request_values.to_dict() + code = repairService.arithmetic_average_filter(request_values['img_name'], request_values['result_name'], request_values['filter_size_p'], request_values['filter_size_q']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/geometric_average_filter') +def geometric_average_filter(): + request_values = request.args + request_values.to_dict() + code = repairService.geometric_average_filter(request_values['img_name'], request_values['result_name'], request_values['filter_size_p'], request_values['filter_size_q']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/harmonic_average_filter') +def harmonic_average_filter(): + request_values = request.args + request_values.to_dict() + code = repairService.harmonic_average_filter(request_values['img_name'], request_values['result_name'], request_values['filter_size_p'], request_values['filter_size_q']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/min_filter') +def min_filter(): + request_values = request.args + request_values.to_dict() + code = repairService.min_filter(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/max_filter') +def max_filter(): + request_values = request.args + request_values.to_dict() + code = repairService.max_filter(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/median_filter') +def median_filter(): + request_values = request.args + request_values.to_dict() + code = repairService.median_filter(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/repair/range_filter') +def range_filter(): + request_values = request.args + request_values.to_dict() + code = repairService.range_filter(request_values['img_name'], request_values['result_name'], request_values['min'], request_values['max'], request_values['color']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) diff --git a/apps/views/segmentationViews.py b/apps/views/segmentationViews.py new file mode 100644 index 0000000..5cd296c --- /dev/null +++ b/apps/views/segmentationViews.py @@ -0,0 +1,89 @@ +from flask import Blueprint, request + +from apps.service import segmentationService, utils + +app = Blueprint('segmentationViews', __name__) + + +@app.route('/api/segmentation/roberts') +def roberts(): + request_values = request.args + request_values.to_dict() + code = segmentationService.roberts(request_values['img_name'], request_values['result_name'], request_values['val1'], request_values['val2'], request_values['exp']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/segmentation/sobel') +def sobel(): + request_values = request.args + request_values.to_dict() + code = segmentationService.sobel(request_values['img_name'], request_values['result_name'], request_values['val1'], request_values['val2'], request_values['exp']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/segmentation/laplacian') +def laplacian(): + request_values = request.args + request_values.to_dict() + code = segmentationService.laplacian(request_values['img_name'], request_values['result_name'], request_values['kernel_size'], request_values['exp'], request_values['k_size']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/segmentation/LoG') +def LoG(): + request_values = request.args + request_values.to_dict() + code = segmentationService.LoG(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/segmentation/canny') +def canny(): + request_values = request.args + request_values.to_dict() + code = segmentationService.canny(request_values['img_name'], request_values['result_name'], request_values['kernel_size'], request_values['exp']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/segmentation/hough_lines') +def hough_lines(): + request_values = request.args + request_values.to_dict() + code = segmentationService.hough_lines(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/segmentation/hough_lines_p') +def hough_lines_p(): + request_values = request.args + request_values.to_dict() + code = segmentationService.hough_lines_p(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) diff --git a/apps/views/smoothSharpenViews.py b/apps/views/smoothSharpenViews.py new file mode 100644 index 0000000..4c8056d --- /dev/null +++ b/apps/views/smoothSharpenViews.py @@ -0,0 +1,153 @@ +from flask import Blueprint, request + +from apps.service import smoothSharpenService, utils + +app = Blueprint('smoothSharpenViews', __name__) + + +@app.route('/api/smooth_sharpen/smoo_neighbour_average') +def smoo_neighbour_average(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.smoo_neighbour_average(request_values['img_name'], request_values['result_name'], + request_values['kernel_size']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/smoo_median_filter') +def smoo_median_filter(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.smoo_median_filter(request_values['img_name'], request_values['result_name'], + request_values['kernel_size']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/shar_robert') +def shar_robert(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.shar_robert(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/shar_laplacian') +def shar_laplacian(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.shar_laplacian(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/shar_sobel') +def shar_sobel(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.shar_sobel(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/shar_prewitt') +def shar_prewitt(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.shar_prewitt(request_values['img_name'], request_values['result_name']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/smoo_ideal_filter') +def smoo_ideal_filter(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.smoo_ideal_filter(request_values['img_name'], request_values['result_name'], request_values['d0']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/smoo_barte_filter') +def smoo_barte_filter(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.smoo_barte_filter(request_values['img_name'], request_values['result_name'], request_values['d0'], request_values['rank']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/smoo_exp_filter') +def smoo_exp_filter(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.smoo_exp_filter(request_values['img_name'], request_values['result_name'], request_values['d0'], request_values['rank']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/shar_ideal_high') +def shar_ideal_high(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.shar_ideal_high(request_values['img_name'], request_values['result_name'], request_values['d0']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/shar_barte_filter') +def shar_barte_filter(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.shar_barte_filter(request_values['img_name'], request_values['result_name'], request_values['d0'], request_values['rank']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + +@app.route('/api/smooth_sharpen/shar_exp_filter') +def shar_exp_filter(): + request_values = request.args + request_values.to_dict() + code = smoothSharpenService.shar_exp_filter(request_values['img_name'], request_values['result_name'], request_values['d0'], request_values['rank']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) + + diff --git a/apps/views/styleTransferViews.py b/apps/views/styleTransferViews.py new file mode 100644 index 0000000..0b20edd --- /dev/null +++ b/apps/views/styleTransferViews.py @@ -0,0 +1,22 @@ +from flask import Blueprint, request + +from apps.service import styleTransferService, utils + +app = Blueprint('styleTransferViews', __name__) + + +@app.route('/api/styleTransfer/style_transfer') +def style_transfer(): + request_values = request.args + request_values.to_dict(), + code = styleTransferService.style_transfer(request_values['img_style_name'], + request_values['img_content_name'], + request_values['result_name'], + request_values['epoch'], + request_values['per_epoch'], + request_values['learn_rate']) + + if code == 2: + return utils.wrap_failure_json(request_values['result_name']) + + return utils.wrap_success_json(request_values['result_name']) \ No newline at end of file diff --git a/apps/views/testview.py b/apps/views/testview.py new file mode 100644 index 0000000..f7ec30f --- /dev/null +++ b/apps/views/testview.py @@ -0,0 +1,15 @@ +from flask import Blueprint, request, jsonify + +app = Blueprint('testview', __name__) + + +@app.route('/api/test') +def hello_world(): # put application's code here + return 'Hello World!' + + +@app.route('/api/testinput') +def hello_test(): # put application's code here + requestValues = request.args + requestValues.to_dict() + return jsonify(requestValues) diff --git a/run.sh b/run.sh old mode 100644 new mode 100755 diff 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"^2.6.11" + }, + "eslintConfig": { + "root": true, + "env": { + "node": true + }, + "extends": [ + "plugin:vue/essential", + "eslint:recommended" + ], + "parserOptions": { + "parser": "babel-eslint" + }, + "rules": {} + }, + "browserslist": [ + "> 1%", + "last 2 versions", + "not dead" + ] +} diff --git a/static/public/index.html b/static/public/index.html new file mode 100644 index 0000000..aea94fd --- /dev/null +++ b/static/public/index.html @@ -0,0 +1,17 @@ + + + + + + + + Image Processing System + + + +
+ + + diff --git a/static/public/kaori.ico b/static/public/kaori.ico new file mode 100644 index 0000000..490841d Binary files /dev/null and b/static/public/kaori.ico differ diff --git a/static/src/.DS_Store b/static/src/.DS_Store new file mode 100644 index 0000000..35a334e Binary files /dev/null and b/static/src/.DS_Store differ diff --git a/static/src/App.vue b/static/src/App.vue new file mode 100644 index 0000000..2a5abb8 --- /dev/null +++ b/static/src/App.vue @@ -0,0 +1,23 @@ + + + + + diff --git a/static/src/assets/.DS_Store b/static/src/assets/.DS_Store new file mode 100644 index 0000000..823e720 Binary files /dev/null and b/static/src/assets/.DS_Store differ diff --git a/static/src/assets/css/globalContainer.css b/static/src/assets/css/globalContainer.css new file mode 100644 index 0000000..d65d15b --- /dev/null +++ b/static/src/assets/css/globalContainer.css @@ -0,0 +1,5 @@ +html,body,#app { + height: 100%; + margin: 0; + padding: 0; +} \ No newline at end of file diff --git a/static/src/assets/javascript/Constant.js b/static/src/assets/javascript/Constant.js new file mode 100644 index 0000000..8246fe6 --- /dev/null +++ b/static/src/assets/javascript/Constant.js @@ -0,0 +1,9 @@ +export default { + data () { + return { + BaseUrl: 'http://127.0.0.1:5000/api', + OriFileBaseUrl: 'http://127.0.0.1:5000/api/get_ori_file/', + ResFileBaseUrl: 'http://127.0.0.1:5000/api/get_res_file/' + } + } +} \ No newline at end of file diff --git a/static/src/assets/javascript/fileMaintain.js b/static/src/assets/javascript/fileMaintain.js new file mode 100644 index 0000000..301392f --- /dev/null +++ b/static/src/assets/javascript/fileMaintain.js @@ -0,0 +1,26 @@ +export default { + fileMethods: { + // 返回当前登录中的用户的id + saveFileList(filename) { + var fileList = JSON.parse(sessionStorage.getItem('fileList') || '[]') + + let tmp = {fileName: filename} + + if (fileList.find(val => val.fileName === filename) === undefined) { + fileList.push(tmp) + sessionStorage.setItem('fileList', JSON.stringify(fileList)) + } + + + }, + curFileList() { + let fileList = JSON.parse(sessionStorage.getItem('fileList') || '[]') + return fileList + }, + isExistFile(filename) { + let fileList = JSON.parse(sessionStorage.getItem('fileList') || '[]') + return fileList.find(val => val.fileName === filename) !== undefined; + + } + } +} \ No newline at end of file diff --git a/static/src/assets/javascript/utils.js b/static/src/assets/javascript/utils.js new file mode 100644 index 0000000..c998e9b --- /dev/null +++ b/static/src/assets/javascript/utils.js @@ -0,0 +1,48 @@ +export default { + methods: { + isInteger(n) { + return Number.isInteger(n) + }, + isFloat(f) { + let tmp = parseInt(f); + if (!Number.isInteger(tmp)){ + return false + } + + if (Number.isInteger(f)){ + return true + } + + return f === +f && f !== (f|0); + }, + isMaxInteger(n) { + if (n === 'MAX') + return true + return Number.isInteger(n) + }, + calculate_res_name(res_name){ + var tmp_name = res_name + res_name += '.jpg' + var resList = JSON.parse(sessionStorage.getItem('resList') || '[]') + + if (resList.find(val => val.resName === res_name) !== undefined) { + let target = resList.findIndex(val => val.resName === res_name) + resList[target].num ++ ; + tmp_name = tmp_name + resList[target].num.toString() + tmp_name = this.calculate_res_name(tmp_name) + + let tmp = {resName: tmp_name, num: 0} + resList.push(tmp) + sessionStorage.setItem('resList', JSON.stringify(resList)) + return tmp_name + } + else { + tmp_name += '.jpg' + let tmp = {resName: tmp_name, num: 0} + resList.push(tmp) + sessionStorage.setItem('resList', JSON.stringify(resList)) + return tmp_name + } + } + } +} \ No newline at end of file diff --git a/static/src/assets/picture/default_pic.jpg b/static/src/assets/picture/default_pic.jpg new file mode 100644 index 0000000..934c3b1 Binary files /dev/null and b/static/src/assets/picture/default_pic.jpg differ diff --git a/static/src/assets/picture/front1.jpg b/static/src/assets/picture/front1.jpg new file mode 100644 index 0000000..934c3b1 Binary files /dev/null and b/static/src/assets/picture/front1.jpg differ diff --git a/static/src/assets/picture/front2.jpg b/static/src/assets/picture/front2.jpg new file mode 100644 index 0000000..aba29f1 Binary files /dev/null and b/static/src/assets/picture/front2.jpg differ diff --git a/static/src/assets/picture/front3.jpg b/static/src/assets/picture/front3.jpg new file mode 100644 index 0000000..5e3ac53 Binary files /dev/null and b/static/src/assets/picture/front3.jpg differ diff --git a/static/src/assets/picture/front4.jpg b/static/src/assets/picture/front4.jpg new file mode 100644 index 0000000..6dc8308 Binary files /dev/null and b/static/src/assets/picture/front4.jpg differ diff --git a/static/src/components/Home.vue b/static/src/components/Home.vue new file mode 100644 index 0000000..f690592 --- /dev/null +++ b/static/src/components/Home.vue @@ -0,0 +1,167 @@ + + + + + + diff --git a/static/src/components/global/Copyright.vue b/static/src/components/global/Copyright.vue new file mode 100644 index 0000000..582089b --- /dev/null +++ b/static/src/components/global/Copyright.vue @@ -0,0 +1,14 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/global/FileUpload.vue b/static/src/components/global/FileUpload.vue new file mode 100644 index 0000000..98ab1be --- /dev/null +++ b/static/src/components/global/FileUpload.vue @@ -0,0 +1,82 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/global/Head.vue b/static/src/components/global/Head.vue new file mode 100644 index 0000000..9f9904d --- /dev/null +++ b/static/src/components/global/Head.vue @@ -0,0 +1,36 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/global/Navigation.vue b/static/src/components/global/Navigation.vue new file mode 100644 index 0000000..5b312f0 --- /dev/null +++ b/static/src/components/global/Navigation.vue @@ -0,0 +1,94 @@ + + + diff --git a/static/src/components/global/PictureChooseOne.vue b/static/src/components/global/PictureChooseOne.vue new file mode 100644 index 0000000..1bfb6a3 --- /dev/null +++ b/static/src/components/global/PictureChooseOne.vue @@ -0,0 +1,79 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/BasicFunc.vue b/static/src/components/pages/BasicFunc.vue new file mode 100644 index 0000000..7bacc5c --- /dev/null +++ b/static/src/components/pages/BasicFunc.vue @@ -0,0 +1,1438 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/Histogram.vue b/static/src/components/pages/Histogram.vue new file mode 100644 index 0000000..8828caa --- /dev/null +++ b/static/src/components/pages/Histogram.vue @@ -0,0 +1,338 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/Morphological.vue b/static/src/components/pages/Morphological.vue new file mode 100644 index 0000000..a469184 --- /dev/null +++ b/static/src/components/pages/Morphological.vue @@ -0,0 +1,754 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/Noise.vue b/static/src/components/pages/Noise.vue new file mode 100644 index 0000000..0cf8f82 --- /dev/null +++ b/static/src/components/pages/Noise.vue @@ -0,0 +1,429 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/Repair.vue b/static/src/components/pages/Repair.vue new file mode 100644 index 0000000..ac8c341 --- /dev/null +++ b/static/src/components/pages/Repair.vue @@ -0,0 +1,1090 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/Segmentation.vue b/static/src/components/pages/Segmentation.vue new file mode 100644 index 0000000..f527b87 --- /dev/null +++ b/static/src/components/pages/Segmentation.vue @@ -0,0 +1,1070 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/Sharpen.vue b/static/src/components/pages/Sharpen.vue new file mode 100644 index 0000000..512be98 --- /dev/null +++ b/static/src/components/pages/Sharpen.vue @@ -0,0 +1,1087 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/Smooth.vue b/static/src/components/pages/Smooth.vue new file mode 100644 index 0000000..48e019b --- /dev/null +++ b/static/src/components/pages/Smooth.vue @@ -0,0 +1,893 @@ + + + + + \ No newline at end of file diff --git a/static/src/components/pages/StyleTransfer.vue b/static/src/components/pages/StyleTransfer.vue new file mode 100644 index 0000000..b4587a5 --- /dev/null +++ b/static/src/components/pages/StyleTransfer.vue @@ -0,0 +1,275 @@ + + + + + \ No newline at end of file diff --git a/static/src/main.js b/static/src/main.js new file mode 100644 index 0000000..1b95b11 --- /dev/null +++ b/static/src/main.js @@ -0,0 +1,22 @@ +import Vue from 'vue' +import App from './App.vue' +import ElementUI from 'element-ui' +import 'element-ui/lib/theme-chalk/index.css' +import router from './router' +import Constant from "@/assets/javascript/Constant" +import fileMaintain from "@/assets/javascript/fileMaintain" +import "@/assets/css/globalContainer.css" +import utils from "@/assets/javascript/utils" + +Vue.config.productionTip = false + +Vue.use(ElementUI) +Vue.prototype.constant = Constant +Vue.prototype.fileMaintain = fileMaintain.fileMethods +Vue.prototype.utils = utils.methods + +new Vue({ + el: '#app', + router, + render: h => h(App), +}).$mount('#app') diff --git a/static/src/router/index.js b/static/src/router/index.js new file mode 100644 index 0000000..2112556 --- /dev/null +++ b/static/src/router/index.js @@ -0,0 +1,72 @@ +import Vue from 'vue' +import Router from 'vue-router' +import Home from "@/components/Home" +import BasicFunc from "@/components/pages/BasicFunc" +import Histogram from "@/components/pages/Histogram" +import Segmentation from "@/components/pages/Segmentation" +import Smooth from "@/components/pages/Smooth" +import Sharpen from "@/components/pages/Sharpen" +import Morphological from "@/components/pages/Morphological" +import Noise from "@/components/pages/Noise" +import Repair from "@/components/pages/Repair" +import Style from "@/components/pages/StyleTransfer" + +Vue.use(Router) + +export default new Router({ + + routes: [ + { + path: '/', + name: 'Home', + component: Home + }, + { + path: '/basic_func', + name: 'BasicFunc', + component: BasicFunc + }, + { + path: '/histogram', + name: 'Histogram', + component: Histogram + }, + { + path: '/segmentation', + name: 'Segmentation', + component: Segmentation + } + , + { + path: '/smooth_sharpen/smooth', + name: 'Smooth', + component: Smooth + } + , + { + path: '/smooth_sharpen/sharpen', + name: 'Sharpen', + component: Sharpen + }, + { + path: '/morphological', + name: 'Morphological', + component: Morphological + }, + { + path: '/fix/noise', + name: 'Noise', + component: Noise + }, + { + path: '/fix/repair', + name: 'Repair', + component: Repair + }, + { + path: '/style_transfer', + name: 'Style', + component: Style + } + ] +}) diff --git a/static/vue.config.js b/static/vue.config.js new file mode 100644 index 0000000..116d4b3 --- /dev/null +++ b/static/vue.config.js @@ -0,0 +1,12 @@ +module.exports = { + publicPath: './', + devServer: { + disableHostCheck: false, + host: "127.0.0.1", + port: 9091, + https: false, + hotOnly: false, + proxy: null + }, + lintOnSave: false +}; \ No newline at end of file