--- a +++ b/configs/gaitedge/phase2_gaitedge.yaml @@ -0,0 +1,91 @@ +data_cfg: + dataset_name: CASIA-B* + dataset_root: your_path + data_in_use: [false, true, true, true] + dataset_partition: ./datasets/CASIA-B/CASIA-B.json + num_workers: 1 + remove_no_gallery: false # Remove probe if no gallery for it + test_dataset_name: CASIA-B + cache: false + +evaluator_cfg: + enable_float16: true + restore_ckpt_strict: true + restore_hint: 20000 + save_name: GaitEdge + sampler: + batch_size: 4 + sample_type: all_ordered + type: InferenceSampler + frames_all_limit: 512 # limit the number of sampled frames to prevent out of memory + metric: euc # cos + transform: + - type: NoOperation + - type: BaseRgbTransform + - type: BaseSilTransform + +loss_cfg: + - loss_term_weight: 1 + margin: 0.2 + type: TripletLoss + log_prefix: triplet + - loss_term_weight: 10 + type: BinaryCrossEntropyLoss + log_prefix: bce + - loss_term_weight: 1 + scale: 1 + type: CrossEntropyLoss + log_accuracy: true + label_smooth: false + log_prefix: softmax + +model_cfg: + model: GaitEdge + GaitGL: + channels: [32, 64, 128] + class_num: 74 + Segmentation: + type: U_Net + in_channels: 3 + freeze_half: true + edge: true + align: true + seg_lr: 0.00001 + kernel_size: 3 + +optimizer_cfg: + lr: 0.0001 + solver: Adam + weight_decay: 0.0005 +scheduler_cfg: + gamma: 0.1 + milestones: # Learning Rate Reduction at each milestones + - 10000 + scheduler: MultiStepLR +trainer_cfg: + enable_float16: true # half_percesion float for memory reduction and speedup + with_test: true + log_iter: 100 + restore_ckpt_strict: false + optimizer_reset: true + scheduler_reset: true + sync_BN: true + restore_hint: + - Segmentation-25000.pt + - GaitGL-80000.pt + save_iter: 2000 + save_name: GaitEdge + total_iter: 20000 + sampler: + batch_shuffle: true + batch_size: + - 8 # TripletSampler, batch_size[0] indicates Number of Identity + - 8 # batch_size[1] indicates Samples sequqnce for each Identity + frames_num_fixed: 30 + frames_skip_num: 0 + sample_type: fixed_ordered + type: TripletSampler + transform: + - type: NoOperation + - type: BaseRgbTransform + - type: BaseSilTransform