|
AUG: |
|
LABELED_INCLUDE_RANDOM_ERASING: true |
|
LABELED_MIC_AUG: false |
|
MIC_BLOCK_SIZE: 32 |
|
MIC_RATIO: 0.5 |
|
MOSAIC: false |
|
MOSAIC_P: 0.25 |
|
UNLABELED_INCLUDE_RANDOM_ERASING: true |
|
UNLABELED_MIC_AUG: false |
|
WEAK_INCLUDES_MULTISCALE: true |
|
CUDNN_BENCHMARK: false |
|
DATALOADER: |
|
ASPECT_RATIO_GROUPING: true |
|
FILTER_EMPTY_ANNOTATIONS: true |
|
FILTER_UNLABELED_EMPTY_ANNOTATIONS: false |
|
NUM_WORKERS: 4 |
|
REPEAT_SQRT: true |
|
REPEAT_THRESHOLD: 0.0 |
|
SAMPLER_TRAIN: TrainingSampler |
|
DATASETS: |
|
BATCH_CONTENTS: |
|
- labeled_strong |
|
BATCH_RATIOS: |
|
- 1 |
|
PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000 |
|
PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000 |
|
PROPOSAL_FILES_TEST: [] |
|
PROPOSAL_FILES_TRAIN: [] |
|
TEST: |
|
- sq_hand_test15v2 |
|
TRAIN: |
|
- nudi_handfish_auv_v1_train |
|
- trench_handfish_auv_v1_train |
|
- sq_hand_train85_n200v2 |
|
TRAIN_SIZE: 10000000.0 |
|
UNLABELED: [] |
|
DOMAIN_ADAPT: |
|
ALIGN: |
|
IMG_DA_ENABLED: false |
|
IMG_DA_HIDDEN_DIMS: |
|
- 256 |
|
IMG_DA_IMPL: ours |
|
IMG_DA_INPUT_DIM: 256 |
|
IMG_DA_LAYER: p2 |
|
IMG_DA_WEIGHT: 0.01 |
|
INS_DA_ENABLED: false |
|
INS_DA_HIDDEN_DIMS: |
|
- 1024 |
|
INS_DA_INPUT_DIM: 1024 |
|
INS_DA_WEIGHT: 0.01 |
|
SADA_COS_WEIGHT: 0.1 |
|
SADA_ENABLED: false |
|
SADA_IMG_GRL_WEIGHT: 0.01 |
|
SADA_INS_GRL_WEIGHT: 0.1 |
|
CLS_LOSS_TYPE: CE |
|
DISTILL: |
|
CLS_TMP: 1.0 |
|
DISTILLER_NAME: ALDIDistiller |
|
HARD_OBJ_ENABLED: false |
|
HARD_ROIH_CLS_ENABLED: false |
|
HARD_ROIH_REG_ENABLED: false |
|
HARD_RPN_REG_ENABLED: false |
|
OBJ_ENABLED: false |
|
OBJ_TMP: 1.0 |
|
ROIH_CLS_ENABLED: false |
|
ROIH_REG_ENABLED: false |
|
RPN_REG_ENABLED: false |
|
LOSSES: |
|
QUALITY_LOSS_WEIGHT_ENABLED: false |
|
TEACHER: |
|
ENABLED: false |
|
PSEUDO_LABEL_METHOD: thresholding |
|
THRESHOLD: 0.8 |
|
EMA: |
|
ALPHA: 0.9996 |
|
ENABLED: true |
|
LOAD_FROM_EMA_ON_START: true |
|
GLOBAL: |
|
HACK: 1.0 |
|
GRCNN: |
|
EFL: false |
|
EFL_LAMBDA: |
|
- 0.5 |
|
- 0.5 |
|
LEARN_ANCHORS_LABELED: false |
|
LEARN_ANCHORS_UNLABELED: false |
|
MODEL_TYPE: GAUSSIAN |
|
TAU: |
|
- 0.5 |
|
- 0.5 |
|
INPUT: |
|
CROP: |
|
ENABLED: false |
|
SIZE: |
|
- 0.9 |
|
- 0.9 |
|
TYPE: relative_range |
|
FORMAT: BGR |
|
MASK_FORMAT: polygon |
|
MAX_SIZE_TEST: 2048 |
|
MAX_SIZE_TRAIN: 2048 |
|
MIN_SIZE_TEST: 1024 |
|
MIN_SIZE_TRAIN: |
|
- 800 |
|
- 832 |
|
- 864 |
|
- 896 |
|
- 928 |
|
- 960 |
|
- 992 |
|
- 1024 |
|
MIN_SIZE_TRAIN_SAMPLING: choice |
|
RANDOM_FLIP: horizontal |
|
LOGGING: |
|
API_TOKEN: eyJhcGlfYWRkcmVzcyI6Imh0dHBzOi8vYXBwLm5lcHR1bmUuYWkiLCJhcGlfdXJsIjoiaHR0cHM6Ly9hcHAubmVwdHVuZS5haSIsImFwaV9rZXkiOiIyODRhMzEyNi0wOTMxLTQzMWQtYTAwNi05OTY3OGY4YzYyNzQifQ== |
|
GROUP_TAGS: HI2SQ,H1 |
|
ITERS: 100 |
|
PROJECT: ACFRmarine/ALDI-DOAD |
|
TAGS: Base,RCCN-FPN,StrongAugEMA |
|
MODEL: |
|
ANCHOR_GENERATOR: |
|
ANGLES: |
|
- - -90 |
|
- 0 |
|
- 90 |
|
ASPECT_RATIOS: |
|
- - 0.5 |
|
- 1.0 |
|
- 2.0 |
|
NAME: DefaultAnchorGenerator |
|
OFFSET: 0.0 |
|
SIZES: |
|
- - 32 |
|
- - 64 |
|
- - 128 |
|
- - 256 |
|
- - 512 |
|
BACKBONE: |
|
FREEZE_AT: 2 |
|
NAME: build_resnet_fpn_backbone |
|
DEVICE: cuda |
|
FIND_UNUSED_PARAMETERS: false |
|
FPN: |
|
FUSE_TYPE: sum |
|
IN_FEATURES: |
|
- res2 |
|
- res3 |
|
- res4 |
|
- res5 |
|
NORM: '' |
|
OUT_CHANNELS: 256 |
|
KEYPOINT_ON: false |
|
LOAD_PROPOSALS: false |
|
MASK_ON: false |
|
META_ARCHITECTURE: GeneralizedRCNN |
|
PANOPTIC_FPN: |
|
COMBINE: |
|
ENABLED: true |
|
INSTANCES_CONFIDENCE_THRESH: 0.5 |
|
OVERLAP_THRESH: 0.5 |
|
STUFF_AREA_LIMIT: 4096 |
|
INSTANCE_LOSS_WEIGHT: 1.0 |
|
PIXEL_MEAN: |
|
- 103.53 |
|
- 116.28 |
|
- 123.675 |
|
PIXEL_STD: |
|
- 1.0 |
|
- 1.0 |
|
- 1.0 |
|
PROPOSAL_GENERATOR: |
|
MIN_SIZE: 0 |
|
NAME: RPN |
|
RESNETS: |
|
DEFORM_MODULATED: false |
|
DEFORM_NUM_GROUPS: 1 |
|
DEFORM_ON_PER_STAGE: |
|
- false |
|
- false |
|
- false |
|
- false |
|
DEPTH: 50 |
|
NORM: FrozenBN |
|
NUM_GROUPS: 1 |
|
OUT_FEATURES: |
|
- res2 |
|
- res3 |
|
- res4 |
|
- res5 |
|
RES2_OUT_CHANNELS: 256 |
|
RES5_DILATION: 1 |
|
STEM_OUT_CHANNELS: 64 |
|
STRIDE_IN_1X1: true |
|
WIDTH_PER_GROUP: 64 |
|
RETINANET: |
|
BBOX_REG_LOSS_TYPE: smooth_l1 |
|
BBOX_REG_WEIGHTS: &id002 |
|
- 1.0 |
|
- 1.0 |
|
- 1.0 |
|
- 1.0 |
|
FOCAL_LOSS_ALPHA: 0.25 |
|
FOCAL_LOSS_GAMMA: 2.0 |
|
IN_FEATURES: |
|
- p3 |
|
- p4 |
|
- p5 |
|
- p6 |
|
- p7 |
|
IOU_LABELS: |
|
- 0 |
|
- -1 |
|
- 1 |
|
IOU_THRESHOLDS: |
|
- 0.4 |
|
- 0.5 |
|
NMS_THRESH_TEST: 0.5 |
|
NORM: '' |
|
NUM_CLASSES: 80 |
|
NUM_CONVS: 4 |
|
PRIOR_PROB: 0.01 |
|
SCORE_THRESH_TEST: 0.05 |
|
SMOOTH_L1_LOSS_BETA: 0.1 |
|
TOPK_CANDIDATES_TEST: 1000 |
|
ROI_BOX_CASCADE_HEAD: |
|
BBOX_REG_WEIGHTS: |
|
- &id001 |
|
- 10.0 |
|
- 10.0 |
|
- 5.0 |
|
- 5.0 |
|
- - 20.0 |
|
- 20.0 |
|
- 10.0 |
|
- 10.0 |
|
- - 30.0 |
|
- 30.0 |
|
- 15.0 |
|
- 15.0 |
|
IOUS: |
|
- 0.5 |
|
- 0.6 |
|
- 0.7 |
|
ROI_BOX_HEAD: |
|
BBOX_REG_LOSS_TYPE: smooth_l1 |
|
BBOX_REG_LOSS_WEIGHT: 1.0 |
|
BBOX_REG_WEIGHTS: *id001 |
|
CLS_AGNOSTIC_BBOX_REG: false |
|
CONV_DIM: 256 |
|
FC_DIM: 1024 |
|
FED_LOSS_FREQ_WEIGHT_POWER: 0.5 |
|
FED_LOSS_NUM_CLASSES: 50 |
|
NAME: FastRCNNConvFCHead |
|
NORM: '' |
|
NUM_CONV: 0 |
|
NUM_FC: 2 |
|
POOLER_RESOLUTION: 7 |
|
POOLER_SAMPLING_RATIO: 0 |
|
POOLER_TYPE: ROIAlignV2 |
|
SMOOTH_L1_BETA: 0.0 |
|
TRAIN_ON_PRED_BOXES: false |
|
USE_FED_LOSS: false |
|
USE_SIGMOID_CE: false |
|
ROI_HEADS: |
|
BATCH_SIZE_PER_IMAGE: 512 |
|
IN_FEATURES: |
|
- p2 |
|
- p3 |
|
- p4 |
|
- p5 |
|
IOU_LABELS: |
|
- 0 |
|
- 1 |
|
IOU_THRESHOLDS: |
|
- 0.5 |
|
NAME: StandardROIHeads |
|
NMS_THRESH_TEST: 0.5 |
|
NUM_CLASSES: 1 |
|
POSITIVE_FRACTION: 0.25 |
|
PROPOSAL_APPEND_GT: true |
|
SCORE_THRESH_TEST: 0.05 |
|
ROI_KEYPOINT_HEAD: |
|
CONV_DIMS: |
|
- 512 |
|
- 512 |
|
- 512 |
|
- 512 |
|
- 512 |
|
- 512 |
|
- 512 |
|
- 512 |
|
LOSS_WEIGHT: 1.0 |
|
MIN_KEYPOINTS_PER_IMAGE: 1 |
|
NAME: KRCNNConvDeconvUpsampleHead |
|
NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS: true |
|
NUM_KEYPOINTS: 17 |
|
POOLER_RESOLUTION: 14 |
|
POOLER_SAMPLING_RATIO: 0 |
|
POOLER_TYPE: ROIAlignV2 |
|
ROI_MASK_HEAD: |
|
CLS_AGNOSTIC_MASK: false |
|
CONV_DIM: 256 |
|
NAME: MaskRCNNConvUpsampleHead |
|
NORM: '' |
|
NUM_CONV: 4 |
|
POOLER_RESOLUTION: 14 |
|
POOLER_SAMPLING_RATIO: 0 |
|
POOLER_TYPE: ROIAlignV2 |
|
RPN: |
|
BATCH_SIZE_PER_IMAGE: 256 |
|
BBOX_REG_LOSS_TYPE: smooth_l1 |
|
BBOX_REG_LOSS_WEIGHT: 1.0 |
|
BBOX_REG_WEIGHTS: *id002 |
|
BOUNDARY_THRESH: -1 |
|
CONV_DIMS: |
|
- -1 |
|
HEAD_NAME: StandardRPNHead |
|
IN_FEATURES: |
|
- p2 |
|
- p3 |
|
- p4 |
|
- p5 |
|
- p6 |
|
IOU_LABELS: |
|
- 0 |
|
- -1 |
|
- 1 |
|
IOU_THRESHOLDS: |
|
- 0.3 |
|
- 0.7 |
|
LOSS_WEIGHT: 1.0 |
|
NMS_THRESH: 0.7 |
|
POSITIVE_FRACTION: 0.5 |
|
POST_NMS_TOPK_TEST: 1000 |
|
POST_NMS_TOPK_TRAIN: 1000 |
|
PRE_NMS_TOPK_TEST: 1000 |
|
PRE_NMS_TOPK_TRAIN: 2000 |
|
SMOOTH_L1_BETA: 0.0 |
|
SEM_SEG_HEAD: |
|
COMMON_STRIDE: 4 |
|
CONVS_DIM: 128 |
|
IGNORE_VALUE: 255 |
|
IN_FEATURES: |
|
- p2 |
|
- p3 |
|
- p4 |
|
- p5 |
|
LOSS_WEIGHT: 1.0 |
|
NAME: SemSegFPNHead |
|
NORM: GN |
|
NUM_CLASSES: 54 |
|
UMT: |
|
ENABLED: false |
|
WEIGHTS: models/model_final_f10217.pkl |
|
OUTPUT_DIR: outputs/handfishinf/base_inf_sqall/ |
|
SEED: -1 |
|
SOLVER: |
|
AMP: |
|
ENABLED: true |
|
BACKWARD_AT_END: false |
|
BASE_LR: 0.00125 |
|
BASE_LR_END: 0.0 |
|
BIAS_LR_FACTOR: 1.0 |
|
CHECKPOINT_PERIOD: 2000 |
|
CLIP_GRADIENTS: |
|
CLIP_TYPE: value |
|
CLIP_VALUE: 1.0 |
|
ENABLED: false |
|
NORM_TYPE: 2.0 |
|
GAMMA: 0.1 |
|
IMS_PER_BATCH: 1 |
|
IMS_PER_GPU: 1 |
|
LR_SCHEDULER_NAME: WarmupMultiStepLR |
|
MAX_ITER: 9000 |
|
MOMENTUM: 0.9 |
|
NESTEROV: false |
|
NUM_DECAYS: 3 |
|
OPTIMIZER: SGD |
|
REFERENCE_WORLD_SIZE: 0 |
|
RESCALE_INTERVAL: false |
|
STEPS: |
|
- 6000 |
|
- 8000 |
|
WARMUP_FACTOR: 0.01 |
|
WARMUP_ITERS: 100 |
|
WARMUP_METHOD: linear |
|
WEIGHT_DECAY: 0.0001 |
|
WEIGHT_DECAY_BIAS: null |
|
WEIGHT_DECAY_NORM: 0.0 |
|
TEST: |
|
AUG: |
|
ENABLED: false |
|
FLIP: true |
|
MAX_SIZE: 4000 |
|
MIN_SIZES: |
|
- 400 |
|
- 500 |
|
- 600 |
|
- 700 |
|
- 800 |
|
- 900 |
|
- 1000 |
|
- 1100 |
|
- 1200 |
|
DETECTIONS_PER_IMAGE: 100 |
|
EVAL_PERIOD: 500 |
|
EXPECTED_RESULTS: [] |
|
KEYPOINT_OKS_SIGMAS: [] |
|
PRECISE_BN: |
|
ENABLED: false |
|
NUM_ITER: 200 |
|
VERSION: 2 |
|
VIS_PERIOD: 0 |
|
VIT: |
|
USE_ACT_CHECKPOINT: true |
|
|
