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85 lines
1.7 KiB
85 lines
1.7 KiB
dataset_params:
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root_dir: data/moving-gif
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frame_shape: [256, 256, 3]
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id_sampling: False
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augmentation_params:
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flip_param:
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horizontal_flip: True
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time_flip: True
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crop_param:
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size: [256, 256]
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resize_param:
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ratio: [0.9, 1.1]
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jitter_param:
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hue: 0.5
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model_params:
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common_params:
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num_kp: 10
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num_channels: 3
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estimate_jacobian: True
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kp_detector_params:
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temperature: 0.1
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block_expansion: 32
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max_features: 1024
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scale_factor: 0.25
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num_blocks: 5
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single_jacobian_map: True
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generator_params:
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block_expansion: 64
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max_features: 512
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num_down_blocks: 2
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num_bottleneck_blocks: 6
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estimate_occlusion_map: True
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dense_motion_params:
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block_expansion: 64
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max_features: 1024
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num_blocks: 5
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scale_factor: 0.25
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discriminator_params:
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scales: [1]
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block_expansion: 32
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max_features: 512
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num_blocks: 4
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sn: True
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train_params:
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num_epochs: 100
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num_repeats: 25
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epoch_milestones: [60, 90]
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lr_generator: 2.0e-4
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lr_discriminator: 2.0e-4
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lr_kp_detector: 2.0e-4
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batch_size: 36
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scales: [1, 0.5, 0.25, 0.125]
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checkpoint_freq: 100
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transform_params:
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sigma_affine: 0.05
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sigma_tps: 0.005
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points_tps: 5
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loss_weights:
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generator_gan: 1
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discriminator_gan: 1
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feature_matching: [10, 10, 10, 10]
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perceptual: [10, 10, 10, 10, 10]
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equivariance_value: 10
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equivariance_jacobian: 10
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reconstruction_params:
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num_videos: 1000
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format: '.mp4'
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animate_params:
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num_pairs: 50
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format: '.mp4'
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normalization_params:
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adapt_movement_scale: False
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use_relative_movement: True
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use_relative_jacobian: True
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visualizer_params:
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kp_size: 5
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draw_border: True
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colormap: 'gist_rainbow'
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