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dataset_params: |
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root_dir: |
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frame_shape: [256, 256, 3] |
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id_sampling: True |
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pairs_list: None |
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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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jitter_param: |
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brightness: 0.1 |
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contrast: 0.1 |
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saturation: 0.1 |
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hue: 0.1 |
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|
|
|
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model_params: |
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common_params: |
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num_kp: 15 |
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image_channel: 3 |
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feature_channel: 32 |
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estimate_jacobian: False |
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kp_detector_params: |
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temperature: 0.1 |
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block_expansion: 32 |
|
max_features: 1024 |
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scale_factor: 0.25 |
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num_blocks: 5 |
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reshape_channel: 16384 |
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reshape_depth: 16 |
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he_estimator_params: |
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block_expansion: 64 |
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max_features: 2048 |
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num_bins: 66 |
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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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reshape_channel: 32 |
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reshape_depth: 16 |
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num_resblocks: 6 |
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estimate_occlusion_map: True |
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dense_motion_params: |
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block_expansion: 32 |
|
max_features: 1024 |
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num_blocks: 5 |
|
|
|
reshape_depth: 16 |
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compress: 4 |
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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: 200 |
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num_repeats: 75 |
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epoch_milestones: [180,] |
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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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lr_he_estimator: 2.0e-4 |
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gan_mode: 'hinge' |
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batch_size: 1 |
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scales: [1, 0.5, 0.25, 0.125] |
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checkpoint_freq: 60 |
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hopenet_snapshot: './checkpoints/hopenet_robust_alpha1.pkl' |
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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: |
|
generator_gan: 1 |
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discriminator_gan: 1 |
|
feature_matching: [10, 10, 10, 10] |
|
perceptual: [10, 10, 10, 10, 10] |
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equivariance_value: 10 |
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equivariance_jacobian: 0 |
|
keypoint: 10 |
|
headpose: 20 |
|
expression: 5 |
|
|
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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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|