removed configuration files for philly

experiments-local/mixed/resnet_anti_50/256_fusion.yaml

@@ -1,84 +0,0 @@
-GPUS: '0'
-BACKBONE_MODEL: pose_resnet_antialiased
-MODEL: multiview_pose_resnet_antialiased
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 4
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: 'data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet50_lpf3.pth.tar'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 8
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  USE_GT_BBOX: true
-PICT_STRUCT:
-  PAIRWISE_FILE: 'data/pict/pairwise.pkl'
-DEBUG:
-  DEBUG: true
-  SAVE_BATCH_IMAGES_GT: true
-  SAVE_BATCH_IMAGES_PRED: true
-  SAVE_HEATMAPS_GT: true
-  SAVE_HEATMAPS_PRED: true

experiments-local/mixed/test/mixed_test.yaml

@@ -1,84 +0,0 @@
-GPUS: '0'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 8
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TRAIN_SUBSET: train
-  TEST_DATASET: multiview_h36m
-  TEST_SUBSET: validation
-  ROOT: 'data/'
-  DATA_FORMAT: 'jpg'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-  ROOTIDX: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 8
-  SHUFFLE: true
-  MODEL_FILE: 'models/pytorch/multiview_pose_resnet/multiview_pose_resnet152_mixed_noaggre_best.pth.tar'
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: false
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 8
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/hrnet/256_fusion.yaml

@@ -1,85 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_hrnet
-MODEL: multiview_pose_hrnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/hrnet_w48-8ef0771d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 8
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  USE_GT_BBOX: true
-PICT_STRUCT:
-  FIRST_NBINS: 16
-  PAIRWISE_FILE: 'data/pict/pairwise.pkl'
-DEBUG:
-  DEBUG: true
-  SAVE_BATCH_IMAGES_GT: true
-  SAVE_BATCH_IMAGES_PRED: true
-  SAVE_HEATMAPS_GT: true
-  SAVE_HEATMAPS_PRED: true

experiments-philly/mixed/hrnet/256_fusion_nocrop.yaml

@@ -1,86 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_hrnet
-MODEL: multiview_pose_hrnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-  CROP: False
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/hrnet_w48-8ef0771d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 8
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  USE_GT_BBOX: true
-PICT_STRUCT:
-  FIRST_NBINS: 16
-  PAIRWISE_FILE: 'data/pict/pairwise.pkl'
-DEBUG:
-  DEBUG: true
-  SAVE_BATCH_IMAGES_GT: true
-  SAVE_BATCH_IMAGES_PRED: true
-  SAVE_HEATMAPS_GT: true
-  SAVE_HEATMAPS_PRED: true

experiments-philly/mixed/mobilenetv2/256_fusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_mobilenetv2
-MODEL: multiview_pose_mobilenetv2
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/mobilenet_v2.pth.tar'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 8
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/mobilenetv2/256_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_mobilenetv2
-MODEL: multiview_pose_mobilenetv2
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/mobilenet_v2.pth.tar'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 8
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/mobilenetv2/320_fusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_mobilenetv2
-MODEL: multiview_pose_mobilenetv2
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/mobilenet_v2.pth.tar'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/mobilenetv2/320_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_mobilenetv2
-MODEL: multiview_pose_mobilenetv2
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/mobilenet_v2.pth.tar'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet152/256_fusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet152/256_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet152/320_fusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 2
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 2
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet152/320_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 2
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 2
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet50/256_fusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet50-19c8e357.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet50/256_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet50-19c8e357.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet50/320_fusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet50-19c8e357.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: true
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 2
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 2
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/resnet50/320_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet50-19c8e357.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 2
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: true
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 2
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mixed/test/mixed_test.yaml

@@ -1,84 +0,0 @@
-GPUS: '0'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 8
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: mixed
-  TRAIN_SUBSET: train
-  TEST_DATASET: multiview_h36m
-  TEST_SUBSET: validation
-  ROOT: 'data/'
-  DATA_FORMAT: 'jpg'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-  ROOTIDX: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 8
-  SHUFFLE: true
-  MODEL_FILE: 'models/pytorch/multiview_pose_resnet/multiview_pose_resnet152_mixed_noaggre_best.pth.tar'
-  BEGIN_EPOCH: 0
-  END_EPOCH: 30
-  RESUME: false
-  OPTIMIZER: adam
-  LR: 0.001
-  LR_FACTOR: 0.1
-  LR_STEP:
-  - 20
-  - 25
-  WD: 0.0001
-  GAMMA1: 0.99
-  GAMMA2: 0.0
-  MOMENTUM: 0.9
-  NESTEROV: false
-TEST:
-  BATCH_SIZE: 8
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mpii/mobilenetv2/256_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_mobilenetv2
-MODEL: multiview_pose_mobilenetv2
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: multiview_mpii
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/mobilenet_v2.pth.tar'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 8
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 140
-  RESUME: true
-  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: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mpii/mobilenetv2/320_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_mobilenetv2
-MODEL: multiview_pose_mobilenetv2
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: multiview_mpii
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/mobilenet_v2.pth.tar'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 140
-  RESUME: true
-  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: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mpii/resnet152/256_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: multiview_mpii
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 140
-  RESUME: true
-  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: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mpii/resnet152/320_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: multiview_mpii
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet152-b121ed2d.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 2
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 140
-  RESUME: true
-  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: 2
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mpii/resnet50/256_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: multiview_mpii
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet50-19c8e357.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 64
-  - 64
-  IMAGE_SIZE:
-  - 256
-  - 256
-  NUM_JOINTS: 20
-  SIGMA: 2
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 4
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 140
-  RESUME: true
-  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: 4
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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

experiments-philly/mpii/resnet50/320_nofusion.yaml

@@ -1,82 +0,0 @@
-GPUS: '0,1,2,3'
-BACKBONE_MODEL: pose_resnet
-MODEL: multiview_pose_resnet
-DATA_DIR: ''
-OUTPUT_DIR: 'output'
-LOG_DIR: 'log'
-WORKERS: 16
-PRINT_FREQ: 100
-
-DATASET:
-  TRAIN_DATASET: multiview_mpii
-  TEST_DATASET: multiview_h36m
-  ROOT: '../mixed_data/'
-  TRAIN_SUBSET: train
-  TEST_SUBSET: validation
-  DATA_FORMAT: 'zip'
-  ROT_FACTOR: 0
-  SCALE_FACTOR: 0
-NETWORK:
-  PRETRAINED: 'models/pytorch/imagenet/resnet50-19c8e357.pth'
-  TARGET_TYPE: gaussian
-  AGGRE: false
-  HEATMAP_SIZE:
-  - 80
-  - 80
-  IMAGE_SIZE:
-  - 320
-  - 320
-  NUM_JOINTS: 20
-  SIGMA: 3
-POSE_RESNET:
-  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: 50
-LOSS:
-  USE_TARGET_WEIGHT: true
-TRAIN:
-  BATCH_SIZE: 2
-  SHUFFLE: true
-  BEGIN_EPOCH: 0
-  END_EPOCH: 140
-  RESUME: true
-  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: 2
-  BBOX_FILE: ''
-  BBOX_THRE: 1.0
-  DETECTOR: fpn_dcn
-  DETECTOR_DIR: ''
-  IMAGE_THRE: 0.1
-  IN_VIS_THRE: 0.0
-  MATCH_IOU_THRE: 0.3
-  MODEL_FILE: ''
-  NMS_THRE: 0.6
-  OKS_THRE: 0.5
-  POST_PROCESS: false
-  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