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  1. r101/config.yaml +320 -0
r101/config.yaml ADDED
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+ CUDNN_BENCHMARK: false
2
+ DATALOADER:
3
+ ASPECT_RATIO_GROUPING: true
4
+ FILTER_EMPTY_ANNOTATIONS: true
5
+ NUM_WORKERS: 4
6
+ REPEAT_THRESHOLD: 0.0
7
+ SAMPLER_TRAIN: TrainingSampler
8
+ DATASETS:
9
+ PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000
10
+ PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000
11
+ PROPOSAL_FILES_TEST: []
12
+ PROPOSAL_FILES_TRAIN: []
13
+ TEST:
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+ - hiidenportti_valid
15
+ TRAIN:
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+ - hiidenportti_train
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+ GLOBAL:
18
+ HACK: 1.0
19
+ INPUT:
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+ CROP:
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+ ENABLED: false
22
+ SIZE:
23
+ - 0.9
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+ - 0.9
25
+ TYPE: relative_range
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+ FORMAT: BGR
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+ MASK_FORMAT: polygon
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+ MAX_SIZE_TEST: 1333
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+ MAX_SIZE_TRAIN: 1333
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+ MIN_SIZE_TEST: 800
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+ MIN_SIZE_TRAIN:
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+ - 640
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+ - 672
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+ - 704
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+ - 736
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+ - 768
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+ - 800
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+ MIN_SIZE_TRAIN_SAMPLING: choice
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+ RANDOM_FLIP: horizontal
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+ MODEL:
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+ ANCHOR_GENERATOR:
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+ ANGLES:
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+ - - -90
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+ - 0
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+ - 90
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+ ASPECT_RATIOS:
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+ - - 0.5
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+ - 1.0
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+ - 2.0
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+ NAME: DefaultAnchorGenerator
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+ OFFSET: 0.0
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+ SIZES:
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+ - - 32
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+ - - 64
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+ - - 128
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+ - - 256
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+ - - 512
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+ BACKBONE:
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+ FREEZE_AT: 2
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+ NAME: build_resnet_fpn_backbone
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+ DEVICE: cuda
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+ FPN:
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+ FUSE_TYPE: sum
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+ IN_FEATURES:
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+ - res2
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+ - res3
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+ - res4
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+ - res5
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+ NORM: ''
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+ OUT_CHANNELS: 256
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+ KEYPOINT_ON: false
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+ LOAD_PROPOSALS: false
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+ MASK_ON: true
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+ META_ARCHITECTURE: GeneralizedRCNN
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+ PANOPTIC_FPN:
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+ COMBINE:
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+ ENABLED: true
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+ INSTANCES_CONFIDENCE_THRESH: 0.5
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+ OVERLAP_THRESH: 0.5
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+ STUFF_AREA_LIMIT: 4096
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+ INSTANCE_LOSS_WEIGHT: 1.0
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+ PIXEL_MEAN:
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+ - 103.53
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+ - 116.28
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+ - 123.675
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+ PIXEL_STD:
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+ - 1.0
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+ - 1.0
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+ - 1.0
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+ PROPOSAL_GENERATOR:
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+ MIN_SIZE: 0
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+ NAME: RPN
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+ RESNETS:
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+ DEFORM_MODULATED: false
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+ DEFORM_NUM_GROUPS: 1
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+ DEFORM_ON_PER_STAGE:
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+ - false
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+ - false
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+ - false
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+ - false
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+ DEPTH: 101
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+ NORM: FrozenBN
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+ NUM_GROUPS: 1
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+ OUT_FEATURES:
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+ - res2
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+ - res3
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+ - res4
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+ - res5
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+ RES2_OUT_CHANNELS: 256
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+ RES5_DILATION: 1
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+ STEM_OUT_CHANNELS: 64
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+ STRIDE_IN_1X1: true
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+ WIDTH_PER_GROUP: 64
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+ RETINANET:
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+ BBOX_REG_LOSS_TYPE: smooth_l1
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+ BBOX_REG_WEIGHTS: &id002
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+ - 1.0
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+ - 1.0
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+ - 1.0
120
+ - 1.0
121
+ FOCAL_LOSS_ALPHA: 0.25
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+ FOCAL_LOSS_GAMMA: 2.0
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+ IN_FEATURES:
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+ - p3
125
+ - p4
126
+ - p5
127
+ - p6
128
+ - p7
129
+ IOU_LABELS:
130
+ - 0
131
+ - -1
132
+ - 1
133
+ IOU_THRESHOLDS:
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+ - 0.4
135
+ - 0.5
136
+ NMS_THRESH_TEST: 0.5
137
+ NORM: ''
138
+ NUM_CLASSES: 80
139
+ NUM_CONVS: 4
140
+ PRIOR_PROB: 0.01
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+ SCORE_THRESH_TEST: 0.05
142
+ SMOOTH_L1_LOSS_BETA: 0.1
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+ TOPK_CANDIDATES_TEST: 1000
144
+ ROI_BOX_CASCADE_HEAD:
145
+ BBOX_REG_WEIGHTS:
146
+ - &id001
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+ - 10.0
148
+ - 10.0
149
+ - 5.0
150
+ - 5.0
151
+ - - 20.0
152
+ - 20.0
153
+ - 10.0
154
+ - 10.0
155
+ - - 30.0
156
+ - 30.0
157
+ - 15.0
158
+ - 15.0
159
+ IOUS:
160
+ - 0.5
161
+ - 0.6
162
+ - 0.7
163
+ ROI_BOX_HEAD:
164
+ BBOX_REG_LOSS_TYPE: smooth_l1
165
+ BBOX_REG_LOSS_WEIGHT: 1.0
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+ BBOX_REG_WEIGHTS: *id001
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+ CLS_AGNOSTIC_BBOX_REG: false
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+ CONV_DIM: 256
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+ FC_DIM: 1024
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+ NAME: FastRCNNConvFCHead
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+ NORM: ''
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+ NUM_CONV: 0
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+ NUM_FC: 2
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+ POOLER_RESOLUTION: 7
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+ POOLER_SAMPLING_RATIO: 0
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+ POOLER_TYPE: ROIAlignV2
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+ SMOOTH_L1_BETA: 0.0
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+ TRAIN_ON_PRED_BOXES: false
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+ ROI_HEADS:
180
+ BATCH_SIZE_PER_IMAGE: 512
181
+ IN_FEATURES:
182
+ - p2
183
+ - p3
184
+ - p4
185
+ - p5
186
+ IOU_LABELS:
187
+ - 0
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+ - 1
189
+ IOU_THRESHOLDS:
190
+ - 0.5
191
+ NAME: StandardROIHeads
192
+ NMS_THRESH_TEST: 0.5
193
+ NUM_CLASSES: 2
194
+ POSITIVE_FRACTION: 0.25
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+ PROPOSAL_APPEND_GT: true
196
+ SCORE_THRESH_TEST: 0.5
197
+ ROI_KEYPOINT_HEAD:
198
+ CONV_DIMS:
199
+ - 512
200
+ - 512
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+ - 512
202
+ - 512
203
+ - 512
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+ - 512
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+ - 512
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+ - 512
207
+ LOSS_WEIGHT: 1.0
208
+ MIN_KEYPOINTS_PER_IMAGE: 1
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+ NAME: KRCNNConvDeconvUpsampleHead
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+ NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS: true
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+ NUM_KEYPOINTS: 17
212
+ POOLER_RESOLUTION: 14
213
+ POOLER_SAMPLING_RATIO: 0
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+ POOLER_TYPE: ROIAlignV2
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+ ROI_MASK_HEAD:
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+ CLS_AGNOSTIC_MASK: false
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+ CONV_DIM: 256
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+ NAME: MaskRCNNConvUpsampleHead
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+ NORM: ''
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+ NUM_CONV: 4
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+ POOLER_RESOLUTION: 14
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+ POOLER_SAMPLING_RATIO: 0
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+ POOLER_TYPE: ROIAlignV2
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+ RPN:
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+ BATCH_SIZE_PER_IMAGE: 256
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+ BBOX_REG_LOSS_TYPE: smooth_l1
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+ BBOX_REG_LOSS_WEIGHT: 1.0
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+ BBOX_REG_WEIGHTS: *id002
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+ BOUNDARY_THRESH: -1
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+ CONV_DIMS:
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+ - -1
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+ HEAD_NAME: StandardRPNHead
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+ IN_FEATURES:
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+ - p2
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+ - p3
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+ - p4
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+ - p5
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+ - p6
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+ IOU_LABELS:
240
+ - 0
241
+ - -1
242
+ - 1
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+ IOU_THRESHOLDS:
244
+ - 0.3
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+ - 0.7
246
+ LOSS_WEIGHT: 1.0
247
+ NMS_THRESH: 0.7
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+ POSITIVE_FRACTION: 0.5
249
+ POST_NMS_TOPK_TEST: 1000
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+ POST_NMS_TOPK_TRAIN: 1000
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+ PRE_NMS_TOPK_TEST: 1000
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+ PRE_NMS_TOPK_TRAIN: 2000
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+ SMOOTH_L1_BETA: 0.0
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+ SEM_SEG_HEAD:
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+ COMMON_STRIDE: 4
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+ CONVS_DIM: 128
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+ IGNORE_VALUE: 255
258
+ IN_FEATURES:
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+ - p2
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+ - p3
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+ - p4
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+ - p5
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+ LOSS_WEIGHT: 1.0
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+ NAME: SemSegFPNHead
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+ NORM: GN
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+ NUM_CLASSES: 54
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+ WEIGHTS: /scratch/deadwood/detection/models/hiidenportti/mask_rcnn_R_101_FPN_3x/model_final.pth
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+ OUTPUT_DIR: /scratch/deadwood/detection/models/hiidenportti/mask_rcnn_R_101_FPN_3x
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+ SEED: -1
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+ SOLVER:
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+ AMP:
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+ ENABLED: false
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+ BASE_LR: 0.001
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+ BIAS_LR_FACTOR: 1.0
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+ CHECKPOINT_PERIOD: 5000
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+ CLIP_GRADIENTS:
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+ CLIP_TYPE: value
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+ CLIP_VALUE: 1.0
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+ ENABLED: false
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+ NORM_TYPE: 2.0
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+ GAMMA: 0.1
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+ IMS_PER_BATCH: 8
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+ LR_SCHEDULER_NAME: WarmupCosineLR
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+ MAX_ITER: 3000
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+ MOMENTUM: 0.9
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+ NESTEROV: false
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+ REFERENCE_WORLD_SIZE: 0
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+ STEPS:
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+ - 210000
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+ - 250000
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+ WARMUP_FACTOR: 0.001
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+ WARMUP_ITERS: 1000
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+ WARMUP_METHOD: linear
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+ WEIGHT_DECAY: 0.0001
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+ WEIGHT_DECAY_BIAS: null
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+ WEIGHT_DECAY_NORM: 0.0
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+ TEST:
298
+ AUG:
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+ ENABLED: false
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+ FLIP: true
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+ MAX_SIZE: 4000
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+ MIN_SIZES:
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+ - 400
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+ - 500
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+ - 600
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+ - 700
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+ - 800
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+ - 900
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+ - 1000
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+ - 1100
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+ - 1200
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+ DETECTIONS_PER_IMAGE: 100
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+ EVAL_PERIOD: 100
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+ EXPECTED_RESULTS: []
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+ KEYPOINT_OKS_SIGMAS: []
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+ PRECISE_BN:
317
+ ENABLED: false
318
+ NUM_ITER: 200
319
+ VERSION: 2
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+ VIS_PERIOD: 0