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# -----------------------------------------------------------------------------
# Train a Mask R-CNN R50-FPN backbone on LVIS instance segmentation
# with weights initialized from supervised ImageNet pretraining (torchvision).
# Key difference is that fine-tuning here happens with BN frozen.
# -----------------------------------------------------------------------------
_BASE_: "_base_mask_rcnn_R_50_FPN.yaml"
DATASETS:
TRAIN: ("lvis_v1_train",)
TEST: ("lvis_v1_val",)
DATALOADER:
SAMPLER_TRAIN: "RepeatFactorTrainingSampler"
REPEAT_THRESHOLD: 0.001
TEST:
DETECTIONS_PER_IMAGE: 300 # LVIS allows up to 300.
MODEL:
MASK_ON: True
RESNETS:
NORM: "FrozenBN"
# Do not tune with SyncBN for ImageNet init from LVIS.
ROI_HEADS:
NUM_CLASSES: 1203
SCORE_THRESH_TEST: 0.0001
# This will be ignored, weights will be loaded manually in the script.
WEIGHTS: ""
SOLVER:
STEPS: (120000, 160000)
MAX_ITER: 180000
VERSION: 2
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