Bounding box detection
PyTorch
frcnn / config.jsonl
Ontocord.AI
Create config.jsonl
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{
"ANCHOR_GENERATOR": {
"ANGLES": [
[
-90.0,
0.0,
90.0
]
],
"ASPECT_RATIOS": [
[
0.5,
1.0,
2.0
]
],
"OFFSET": 0,
"SIZES": [
[
64,
128,
256,
512
]
]
},
"BACKBONE": {
"FREEZE_AT": 2
},
"INPUT": {
"FORMAT": "BGR",
"MAX_SIZE_TEST": 1333,
"MAX_SIZE_TRAIN": 1333,
"MIN_SIZE_TEST": 800,
"MIN_SIZE_TRAIN": 640
},
"MAX_DETECTIONS": 36,
"MIN_DETECTIONS": 36,
"MODEL": {
"CHKPOINT": "",
"DEVICE": "cpu",
"LOAD_PROPOSALS": false,
"MAX_POOL": true,
"PIXEL_MEAN": [
102.9801,
115.9465,
122.7717
],
"PIXEL_STD": [
1.0,
1.0,
1.0
]
},
"PAD_VALUE": 0.0,
"PROPOSAL_GENERATOR": {
"HIDDEN_CHANNELS": 512,
"MIN_SIZE": 0.0
},
"RESNETS": {
"DEPTH": 101,
"NORM": "BN",
"NUM_GROUPS": 1,
"OUT_FEATURES": [
"res4"
],
"RES2_OUT_CHANNELS": 256,
"RES5_DILATION": 1,
"STEM_OUT_CHANNELS": 64,
"STRIDE_IN_1X1": true,
"WIDTH_PER_GROUP": 64
},
"ROI_BOX_HEAD": {
"ATTR": true,
"BBOX_REG_WEIGHTS": [
10.0,
10.0,
5.0,
5.0
],
"CLS_AGNOSTIC_BBOX_REG": false,
"CONV_DIM": 256,
"FC_DIM": 1024,
"NUM_ATTRS": 400,
"NUM_CONV": 0,
"NUM_FC": 0,
"POOLER_RESOLUTION": 14,
"POOLER_SAMPLING_RATIO": 0,
"RES5HALVE": false,
"SMOOTH_L1_BETA": 0.0
},
"ROI_HEADS": {
"IN_FEATURES": [
"res4"
],
"IOU_LABELS": [
0,
1
],
"IOU_THRESHOLDS": [
0.5
],
"NMS_THRESH_TEST": [
0.5,
0.6,
0.7
],
"NUM_CLASSES": 1600,
"POSITIVE_FRACTION": 0.25,
"PROPOSAL_APPEND_GT": true,
"SCORE_THRESH_TEST": 0.2
},
"RPN": {
"BATCH_SIZE_PER_IMAGE": 1,
"BBOX_REG_WEIGHTS": [
1.0,
1.0,
1.0,
1.0
],
"BOUNDARY_THRESH": -1.0,
"IN_FEATURES": [
"res4"
],
"IOU_LABELS": [
0.0,
-1.0,
1.0
],
"IOU_THRESHOLDS": [
0.3,
0.7
],
"LOSS_WEIGHT": 1.0,
"NMS_THRESH": 0.7,
"POSITIVE_FRACTION": 0.5,
"POST_NMS_TOPK_TEST": 300,
"POST_NMS_TOPK_TRAIN": 2000,
"PRE_NMS_TOPK_TEST": 6000,
"PRE_NMS_TOPK_TRAIN": 12000,
"SMOOTH_L1_BETA": 0.0
},
"SIZE_DIVISIBILITY": 0,
"SOLVER": {
"BASE_LR": 0.002,
"BIAS_LR_FACTOR": 1.0,
"CHECKPOINT_PERIOD": 5000,
"GAMMA": 0.1,
"IMS_PER_BATCH": 1.0,
"LR_SCHEDULER_NAME": "warmupmultisteplr",
"MAX_ITER": 270000,
"MOMENTUM": 0.9,
"STEPS": [
210000,
250000
],
"WARMUP_FACTOR": 0.001,
"WARMUP_ITERS": 1000,
"WARMUP_METHOD": "linear",
"WEIGHT_DECAY": 0.0001,
"WEIGHT_DECAY_BIAS": 0.0,
"WEIGHT_DECAY_NORM": 0.0
}
}