text: ---
  MXNET_VERSION: "mxnet_v1.1.0"
  output_path: "skpeep/default/output/fold4_352/rcnn_dcn_default/"
  symbol: resnet_v1_101_rcnn_dcn_attention_1024_pairwise_position_multi_head_16
  gpus: '1'
  CLASS_AGNOSTIC: true
  SCALES:
  - 424
  - 424
  default:
    frequent: 100
    kvstore: device
  network:
    pretrained: "../DeformableConvNets/model/pretrained_model/resnet_v1_101"
    pretrained epoch: 0
    PIXEL_MEANS:
    - 103.06
    - 115.90
    - 123.15
    IMAGE_STRIDE: 0
    RCNN_FEAT_STRIDE: 16
    RPN_FEAT_STRIDE: 16
    FIXED_PARAMS:
    - conv1
    - bn_conv1
    - res2
    - bn2
    - gamma
    - beta
    FIXED_PARAMS_SHARED:
    - conv1
    - bn_conv1
    - res2
    - bn2
    - res3
    - bn3
    - res4
    - bn4
    - gamma
    - beta
    ANCHOR_RATIOS:
    - 0.5
    - 1
    - 2
    ANCHOR_SCALES:
    - 4
    - 8
    - 16
    - 32
    NUM_ANCHORS: 12
  dataset:
    NUM_CLASSES: 2
    dataset: coco
    dataset_path: "../../data/coco/rsna/"
    image_set: train4-pos
    root_path: "../../data/coco/"
    test_image_set: stage_2_test_flip
    proposal: rpn
  TRAIN:
    lr: 0.0005
    lr_step: '5.33'
    warmup: false
    warmup_lr: 0.00005
    warmup_step: 8000
    begin_epoch: 0
    end_epoch: 8
    model_prefix: 'rcnn_dcn_rsna_fold4_352'
    RESUME: false
    FLIP: true
    SHUFFLE: true
    ENABLE_OHEM: true
    BATCH_IMAGES: 1
    END2END: true
    ASPECT_GROUPING: true
    BATCH_ROIS: -1
    BATCH_ROIS_OHEM: 128
    FG_FRACTION: 0.25
    FG_THRESH: 0.5
    BG_THRESH_HI: 0.5
    BG_THRESH_LO: 0
    BBOX_REGRESSION_THRESH: 0.5
    BBOX_WEIGHTS:
    - 1.0
    - 1.0
    - 1.0
    - 1.0
    RPN_BATCH_SIZE: 256
    RPN_FG_FRACTION: 0.5
    RPN_POSITIVE_OVERLAP: 0.7
    RPN_NEGATIVE_OVERLAP: 0.3
    RPN_CLOBBER_POSITIVES: false
    RPN_BBOX_WEIGHTS:
    - 1.0
    - 1.0
    - 1.0
    - 1.0
    RPN_POSITIVE_WEIGHT: -1.0
    CXX_PROPOSAL: false
    RPN_NMS_THRESH: 0.7
    RPN_PRE_NMS_TOP_N: 6000
    RPN_POST_NMS_TOP_N: 300
    RPN_MIN_SIZE: 0
    BBOX_NORMALIZATION_PRECOMPUTED: true
    BBOX_MEANS:
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    BBOX_STDS:
    - 0.1
    - 0.1
    - 0.2
    - 0.2
  TEST:
    HAS_RPN: true
    BATCH_IMAGES: 1
    CXX_PROPOSAL: false
    RPN_NMS_THRESH: 0.7
    RPN_PRE_NMS_TOP_N: 6000
    RPN_POST_NMS_TOP_N: 300
    RPN_MIN_SIZE: 0
    PROPOSAL_NMS_THRESH: 0.7
    PROPOSAL_PRE_NMS_TOP_N: 20000
    PROPOSAL_POST_NMS_TOP_N: 2000
    PROPOSAL_MIN_SIZE: 0
    NMS: 0.3
    test_epoch: 8
    max_per_image: 5
  