alphapose / 256x192_res50_lr1e-3_2x-dcn.yaml
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DATASET:
TRAIN:
TYPE: 'Mscoco'
ROOT: './data/coco/'
IMG_PREFIX: 'train2017'
ANN: 'annotations/person_keypoints_train2017.json'
AUG:
FLIP: true
ROT_FACTOR: 45
SCALE_FACTOR: 0.35
NUM_JOINTS_HALF_BODY: 8
PROB_HALF_BODY: 0.3
VAL:
TYPE: 'Mscoco'
ROOT: './data/coco/'
IMG_PREFIX: 'val2017'
ANN: 'annotations/person_keypoints_val2017.json'
TEST:
TYPE: 'Mscoco_det'
ROOT: './data/coco/'
IMG_PREFIX: 'val2017'
DET_FILE: './exp/json/test_det_yolo.json'
ANN: 'annotations/person_keypoints_val2017.json'
DATA_PRESET:
TYPE: 'simple'
SIGMA: 2
NUM_JOINTS: 17
IMAGE_SIZE:
- 256
- 192
HEATMAP_SIZE:
- 64
- 48
MODEL:
TYPE: 'FastPose'
PRETRAINED: ''
TRY_LOAD: ''
NUM_DECONV_FILTERS:
- 256
- 256
- 256
NUM_LAYERS: 50
DCN:
MODULATED: false
DEFORM_GROUP: 1
FALLBACK_ON_STRIDE: false
STAGE_WITH_DCN:
- false
- true
- true
- true
LOSS:
TYPE: 'MSELoss'
DETECTOR:
NAME: 'yolo'
CONFIG: 'detector/yolo/cfg/yolov3-spp.cfg'
WEIGHTS: 'detector/yolo/data/yolov3-spp.weights'
NMS_THRES: 0.6
CONFIDENCE: 0.05
TRAIN:
WORLD_SIZE: 4
BATCH_SIZE: 32
BEGIN_EPOCH: 0
END_EPOCH: 270
OPTIMIZER: 'adam'
LR: 0.001
LR_FACTOR: 0.1
LR_STEP:
- 170
- 200
DPG_MILESTONE: 210
DPG_STEP:
- 230
- 250