| dataset_params: | |
| root_dir: ../../../train/cropped_clips_512_vid/ | |
| frame_shape: [512, 512, 3] | |
| id_sampling: True | |
| pairs_list: None | |
| augmentation_params: | |
| flip_param: | |
| horizontal_flip: True | |
| time_flip: True | |
| jitter_param: | |
| brightness: 0.1 | |
| contrast: 0.1 | |
| saturation: 0.1 | |
| hue: 0.1 | |
| model_params: | |
| common_params: | |
| num_kp: 15 | |
| image_channel: 3 | |
| feature_channel: 32 | |
| estimate_jacobian: False | |
| kp_detector_params: | |
| temperature: 0.1 | |
| block_expansion: 32 | |
| max_features: 1024 | |
| scale_factor: 0.25 | |
| num_blocks: 5 | |
| reshape_channel: 16384 # 16384 = 1024 * 16 | |
| reshape_depth: 16 | |
| he_estimator_params: | |
| block_expansion: 64 | |
| max_features: 2048 | |
| num_bins: 66 | |
| generator_params: | |
| block_expansion: 64 | |
| max_features: 512 | |
| num_down_blocks: 2 | |
| reshape_channel: 32 | |
| reshape_depth: 16 # 512 = 32 * 16 | |
| num_resblocks: 6 | |
| estimate_occlusion_map: True | |
| dense_motion_params: | |
| block_expansion: 32 | |
| max_features: 1024 | |
| num_blocks: 5 | |
| # reshape_channel: 32 | |
| reshape_depth: 16 | |
| compress: 4 | |
| discriminator_params: | |
| scales: [1] | |
| block_expansion: 32 | |
| max_features: 512 | |
| num_blocks: 4 | |
| sn: True | |
| train_params: | |
| num_epochs: 200 | |
| num_repeats: 5 | |
| num_worker: 8 | |
| epoch_milestones: [16,] | |
| lr_generator: 2.0e-4 | |
| lr_discriminator: 2.0e-4 | |
| lr_kp_detector: 2.0e-4 | |
| lr_he_estimator: 2.0e-4 | |
| gan_mode: 'hinge' # hinge or ls | |
| batch_size: 4 | |
| scales: [1, 0.5, 0.25, 0.125] | |
| checkpoint_freq: 1 | |
| hopenet_snapshot: './checkpoints/hopenet_robust_alpha1.pkl' | |
| transform_params: | |
| sigma_affine: 0.05 | |
| sigma_tps: 0.005 | |
| points_tps: 5 | |
| loss_weights: | |
| generator_gan: 1 | |
| discriminator_gan: 1 | |
| feature_matching: [10, 10, 10, 10] | |
| perceptual: [10, 10, 10, 10, 10] | |
| equivariance_value: 10 | |
| equivariance_jacobian: 0 | |
| keypoint: 10 | |
| headpose: 20 | |
| expression: 5 | |
| visualizer_params: | |
| kp_size: 5 | |
| draw_border: True | |
| colormap: 'gist_rainbow' | |