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Bin Xiao
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83
experiments/coco/resnet/res101_256x192_d256x3_adam_lr1e-3.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,83 @@ | ||
| AUTO_RESUME: true | ||
| CUDNN: | ||
| BENCHMARK: true | ||
| DETERMINISTIC: false | ||
| ENABLED: true | ||
| DATA_DIR: '' | ||
| GPUS: (0,1,2,3) | ||
| OUTPUT_DIR: 'output' | ||
| LOG_DIR: 'log' | ||
| WORKERS: 24 | ||
| PRINT_FREQ: 100 | ||
|
|
||
| DATASET: | ||
| COLOR_RGB: false | ||
| DATASET: 'coco' | ||
| ROOT: 'data/coco/' | ||
| TEST_SET: 'val2017' | ||
| TRAIN_SET: 'train2017' | ||
| FLIP: true | ||
| ROT_FACTOR: 40 | ||
| SCALE_FACTOR: 0.3 | ||
| MODEL: | ||
| NAME: 'pose_resnet' | ||
| PRETRAINED: 'models/pytorch/imagenet/resnet101-5d3b4d8f.pth' | ||
| IMAGE_SIZE: | ||
| - 192 | ||
| - 256 | ||
| HEATMAP_SIZE: | ||
| - 48 | ||
| - 64 | ||
| SIGMA: 2 | ||
| NUM_JOINTS: 17 | ||
| TARGET_TYPE: 'gaussian' | ||
| EXTRA: | ||
| FINAL_CONV_KERNEL: 1 | ||
| DECONV_WITH_BIAS: false | ||
| NUM_DECONV_LAYERS: 3 | ||
| NUM_DECONV_FILTERS: | ||
| - 256 | ||
| - 256 | ||
| - 256 | ||
| NUM_DECONV_KERNELS: | ||
| - 4 | ||
| - 4 | ||
| - 4 | ||
| NUM_LAYERS: 101 | ||
| LOSS: | ||
| USE_TARGET_WEIGHT: true | ||
| TRAIN: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| SHUFFLE: true | ||
| BEGIN_EPOCH: 0 | ||
| END_EPOCH: 140 | ||
| OPTIMIZER: 'adam' | ||
| LR: 0.001 | ||
| LR_FACTOR: 0.1 | ||
| LR_STEP: | ||
| - 90 | ||
| - 120 | ||
| WD: 0.0001 | ||
| GAMMA1: 0.99 | ||
| GAMMA2: 0.0 | ||
| MOMENTUM: 0.9 | ||
| NESTEROV: false | ||
| TEST: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| COCO_BBOX_FILE: 'data/coco/person_detection_results/COCO_val2017_detections_AP_H_56_person.json' | ||
| BBOX_THRE: 1.0 | ||
| IMAGE_THRE: 0.0 | ||
| IN_VIS_THRE: 0.2 | ||
| MODEL_FILE: '' | ||
| NMS_THRE: 1.0 | ||
| OKS_THRE: 0.9 | ||
| FLIP_TEST: true | ||
| POST_PROCESS: true | ||
| SHIFT_HEATMAP: true | ||
| USE_GT_BBOX: true | ||
| DEBUG: | ||
| DEBUG: true | ||
| SAVE_BATCH_IMAGES_GT: true | ||
| SAVE_BATCH_IMAGES_PRED: true | ||
| SAVE_HEATMAPS_GT: true | ||
| SAVE_HEATMAPS_PRED: true |
83 changes: 83 additions & 0 deletions
83
experiments/coco/resnet/res101_384x288_d256x3_adam_lr1e-3.yaml
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,83 @@ | ||
| AUTO_RESUME: true | ||
| CUDNN: | ||
| BENCHMARK: true | ||
| DETERMINISTIC: false | ||
| ENABLED: true | ||
| DATA_DIR: '' | ||
| GPUS: (0,1,2,3) | ||
| OUTPUT_DIR: 'output' | ||
| LOG_DIR: 'log' | ||
| WORKERS: 24 | ||
| PRINT_FREQ: 100 | ||
|
|
||
| DATASET: | ||
| COLOR_RGB: false | ||
| DATASET: 'coco' | ||
| ROOT: 'data/coco/' | ||
| TEST_SET: 'val2017' | ||
| TRAIN_SET: 'train2017' | ||
| FLIP: true | ||
| ROT_FACTOR: 40 | ||
| SCALE_FACTOR: 0.3 | ||
| MODEL: | ||
| NAME: 'pose_resnet' | ||
| PRETRAINED: 'models/pytorch/imagenet/resnet101-5d3b4d8f.pth' | ||
| IMAGE_SIZE: | ||
| - 288 | ||
| - 384 | ||
| HEATMAP_SIZE: | ||
| - 72 | ||
| - 96 | ||
| SIGMA: 3 | ||
| NUM_JOINTS: 17 | ||
| TARGET_TYPE: 'gaussian' | ||
| EXTRA: | ||
| FINAL_CONV_KERNEL: 1 | ||
| DECONV_WITH_BIAS: false | ||
| NUM_DECONV_LAYERS: 3 | ||
| NUM_DECONV_FILTERS: | ||
| - 256 | ||
| - 256 | ||
| - 256 | ||
| NUM_DECONV_KERNELS: | ||
| - 4 | ||
| - 4 | ||
| - 4 | ||
| NUM_LAYERS: 101 | ||
| LOSS: | ||
| USE_TARGET_WEIGHT: true | ||
| TRAIN: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| SHUFFLE: true | ||
| BEGIN_EPOCH: 0 | ||
| END_EPOCH: 140 | ||
| OPTIMIZER: 'adam' | ||
| LR: 0.001 | ||
| LR_FACTOR: 0.1 | ||
| LR_STEP: | ||
| - 90 | ||
| - 120 | ||
| WD: 0.0001 | ||
| GAMMA1: 0.99 | ||
| GAMMA2: 0.0 | ||
| MOMENTUM: 0.9 | ||
| NESTEROV: false | ||
| TEST: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| COCO_BBOX_FILE: 'data/coco/person_detection_results/COCO_val2017_detections_AP_H_56_person.json' | ||
| BBOX_THRE: 1.0 | ||
| IMAGE_THRE: 0.0 | ||
| IN_VIS_THRE: 0.2 | ||
| MODEL_FILE: '' | ||
| NMS_THRE: 1.0 | ||
| OKS_THRE: 0.9 | ||
| FLIP_TEST: true | ||
| POST_PROCESS: true | ||
| SHIFT_HEATMAP: true | ||
| USE_GT_BBOX: true | ||
| DEBUG: | ||
| DEBUG: true | ||
| SAVE_BATCH_IMAGES_GT: true | ||
| SAVE_BATCH_IMAGES_PRED: true | ||
| SAVE_HEATMAPS_GT: true | ||
| SAVE_HEATMAPS_PRED: true |
83 changes: 83 additions & 0 deletions
83
experiments/coco/resnet/res152_256x192_d256x3_adam_lr1e-3.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,83 @@ | ||
| AUTO_RESUME: true | ||
| CUDNN: | ||
| BENCHMARK: true | ||
| DETERMINISTIC: false | ||
| ENABLED: true | ||
| DATA_DIR: '' | ||
| GPUS: (0,1,2,3) | ||
| OUTPUT_DIR: 'output' | ||
| LOG_DIR: 'log' | ||
| WORKERS: 24 | ||
| PRINT_FREQ: 100 | ||
|
|
||
| DATASET: | ||
| COLOR_RGB: false | ||
| DATASET: 'coco' | ||
| ROOT: 'data/coco/' | ||
| TEST_SET: 'val2017' | ||
| TRAIN_SET: 'train2017' | ||
| FLIP: true | ||
| ROT_FACTOR: 40 | ||
| SCALE_FACTOR: 0.3 | ||
| MODEL: | ||
| NAME: 'pose_resnet' | ||
| PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth' | ||
| IMAGE_SIZE: | ||
| - 192 | ||
| - 256 | ||
| HEATMAP_SIZE: | ||
| - 48 | ||
| - 64 | ||
| SIGMA: 2 | ||
| NUM_JOINTS: 17 | ||
| TARGET_TYPE: 'gaussian' | ||
| EXTRA: | ||
| FINAL_CONV_KERNEL: 1 | ||
| DECONV_WITH_BIAS: false | ||
| NUM_DECONV_LAYERS: 3 | ||
| NUM_DECONV_FILTERS: | ||
| - 256 | ||
| - 256 | ||
| - 256 | ||
| NUM_DECONV_KERNELS: | ||
| - 4 | ||
| - 4 | ||
| - 4 | ||
| NUM_LAYERS: 152 | ||
| LOSS: | ||
| USE_TARGET_WEIGHT: true | ||
| TRAIN: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| SHUFFLE: true | ||
| BEGIN_EPOCH: 0 | ||
| END_EPOCH: 140 | ||
| OPTIMIZER: 'adam' | ||
| LR: 0.001 | ||
| LR_FACTOR: 0.1 | ||
| LR_STEP: | ||
| - 90 | ||
| - 120 | ||
| WD: 0.0001 | ||
| GAMMA1: 0.99 | ||
| GAMMA2: 0.0 | ||
| MOMENTUM: 0.9 | ||
| NESTEROV: false | ||
| TEST: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| COCO_BBOX_FILE: 'data/coco/person_detection_results/COCO_val2017_detections_AP_H_56_person.json' | ||
| BBOX_THRE: 1.0 | ||
| IMAGE_THRE: 0.0 | ||
| IN_VIS_THRE: 0.2 | ||
| MODEL_FILE: '' | ||
| NMS_THRE: 1.0 | ||
| OKS_THRE: 0.9 | ||
| FLIP_TEST: true | ||
| POST_PROCESS: true | ||
| SHIFT_HEATMAP: true | ||
| USE_GT_BBOX: true | ||
| DEBUG: | ||
| DEBUG: true | ||
| SAVE_BATCH_IMAGES_GT: true | ||
| SAVE_BATCH_IMAGES_PRED: true | ||
| SAVE_HEATMAPS_GT: true | ||
| SAVE_HEATMAPS_PRED: true |
83 changes: 83 additions & 0 deletions
83
experiments/coco/resnet/res152_384x288_d256x3_adam_lr1e-3.yaml
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,83 @@ | ||
| AUTO_RESUME: true | ||
| CUDNN: | ||
| BENCHMARK: true | ||
| DETERMINISTIC: false | ||
| ENABLED: true | ||
| DATA_DIR: '' | ||
| GPUS: (0,1,2,3) | ||
| OUTPUT_DIR: 'output' | ||
| LOG_DIR: 'log' | ||
| WORKERS: 24 | ||
| PRINT_FREQ: 100 | ||
|
|
||
| DATASET: | ||
| COLOR_RGB: false | ||
| DATASET: 'coco' | ||
| ROOT: 'data/coco/' | ||
| TEST_SET: 'val2017' | ||
| TRAIN_SET: 'train2017' | ||
| FLIP: true | ||
| ROT_FACTOR: 40 | ||
| SCALE_FACTOR: 0.3 | ||
| MODEL: | ||
| NAME: 'pose_resnet' | ||
| PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth' | ||
| IMAGE_SIZE: | ||
| - 288 | ||
| - 384 | ||
| HEATMAP_SIZE: | ||
| - 72 | ||
| - 96 | ||
| SIGMA: 3 | ||
| NUM_JOINTS: 17 | ||
| TARGET_TYPE: 'gaussian' | ||
| EXTRA: | ||
| FINAL_CONV_KERNEL: 1 | ||
| DECONV_WITH_BIAS: false | ||
| NUM_DECONV_LAYERS: 3 | ||
| NUM_DECONV_FILTERS: | ||
| - 256 | ||
| - 256 | ||
| - 256 | ||
| NUM_DECONV_KERNELS: | ||
| - 4 | ||
| - 4 | ||
| - 4 | ||
| NUM_LAYERS: 152 | ||
| LOSS: | ||
| USE_TARGET_WEIGHT: true | ||
| TRAIN: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| SHUFFLE: true | ||
| BEGIN_EPOCH: 0 | ||
| END_EPOCH: 140 | ||
| OPTIMIZER: 'adam' | ||
| LR: 0.001 | ||
| LR_FACTOR: 0.1 | ||
| LR_STEP: | ||
| - 90 | ||
| - 120 | ||
| WD: 0.0001 | ||
| GAMMA1: 0.99 | ||
| GAMMA2: 0.0 | ||
| MOMENTUM: 0.9 | ||
| NESTEROV: false | ||
| TEST: | ||
| BATCH_SIZE_PER_GPU: 32 | ||
| COCO_BBOX_FILE: 'data/coco/person_detection_results/COCO_val2017_detections_AP_H_56_person.json' | ||
| BBOX_THRE: 1.0 | ||
| IMAGE_THRE: 0.0 | ||
| IN_VIS_THRE: 0.2 | ||
| MODEL_FILE: '' | ||
| NMS_THRE: 1.0 | ||
| OKS_THRE: 0.9 | ||
| FLIP_TEST: true | ||
| POST_PROCESS: true | ||
| SHIFT_HEATMAP: true | ||
| USE_GT_BBOX: true | ||
| DEBUG: | ||
| DEBUG: true | ||
| SAVE_BATCH_IMAGES_GT: true | ||
| SAVE_BATCH_IMAGES_PRED: true | ||
| SAVE_HEATMAPS_GT: true | ||
| SAVE_HEATMAPS_PRED: true |
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