| ANOMALY_DETECTOR: UNO |
| CUDNN_BENCHMARK: false |
| DATALOADER: |
| ASPECT_RATIO_GROUPING: true |
| FILTER_EMPTY_ANNOTATIONS: true |
| NUM_WORKERS: 10 |
| REPEAT_SQRT: true |
| REPEAT_THRESHOLD: 0.0 |
| SAMPLER_TRAIN: TrainingSampler |
| DATASETS: |
| PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000 |
| PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000 |
| PROPOSAL_FILES_TEST: [] |
| PROPOSAL_FILES_TRAIN: [] |
| TEST: [] |
| TRAIN: |
| - cityscapes_fine_sem_seg_train |
| - mapillary_vistas_sem_seg_train |
| FLOAT32_PRECISION: '' |
| GLOBAL: |
| HACK: 1.0 |
| INPUT: |
| COLOR_AUG_SSD: true |
| CROP: |
| ENABLED: true |
| SINGLE_CATEGORY_MAX_AREA: 1.0 |
| SIZE: |
| - 512 |
| - 1024 |
| TYPE: absolute |
| DATASET_MAPPER_NAME: mask_former_object_paste |
| FORMAT: RGB |
| IMAGE_SIZE: 1024 |
| MASK_FORMAT: polygon |
| MAX_SCALE: 2.0 |
| MAX_SIZE_TEST: 2048 |
| MAX_SIZE_TRAIN: 4096 |
| MIN_SCALE: 0.1 |
| MIN_SIZE_TEST: 1024 |
| MIN_SIZE_TRAIN: |
| - 512 |
| - 614 |
| - 716 |
| - 819 |
| - 921 |
| - 1024 |
| - 1126 |
| - 1228 |
| - 1331 |
| - 1433 |
| - 1536 |
| - 1638 |
| - 1740 |
| - 1843 |
| - 1945 |
| - 2048 |
| MIN_SIZE_TRAIN_SAMPLING: choice |
| RANDOM_FLIP: horizontal |
| SIZE_DIVISIBILITY: -1 |
| 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: 0 |
| NAME: D2SwinTransformer |
| DEVICE: cuda |
| FPN: |
| FUSE_TYPE: sum |
| IN_FEATURES: [] |
| NORM: '' |
| OUT_CHANNELS: 256 |
| KEYPOINT_ON: false |
| LOAD_PROPOSALS: false |
| MASK_FORMER: |
| CLASS_WEIGHT: 2.0 |
| DEC_LAYERS: 10 |
| DEEP_SUPERVISION: true |
| DICE_WEIGHT: 5.0 |
| DIM_FEEDFORWARD: 2048 |
| DROPOUT: 0.0 |
| ENC_LAYERS: 0 |
| ENFORCE_INPUT_PROJ: false |
| HIDDEN_DIM: 256 |
| IMPORTANCE_SAMPLE_RATIO: 0.75 |
| JSD_WEIGHT: 0.03 |
| MASK_WEIGHT: 5.0 |
| NHEADS: 8 |
| NO_OBJECT_WEIGHT: 0.1 |
| NUM_OBJECT_QUERIES: 100 |
| OVERSAMPLE_RATIO: 3.0 |
| PRE_NORM: false |
| SIZE_DIVISIBILITY: 32 |
| TEST: |
| INSTANCE_ON: false |
| OBJECT_MASK_THRESHOLD: 0.8 |
| OVERLAP_THRESHOLD: 0.8 |
| PANOPTIC_ON: false |
| SEMANTIC_ON: true |
| SEM_SEG_POSTPROCESSING_BEFORE_INFERENCE: false |
| TRAIN_NUM_POINTS: 12544 |
| TRANSFORMER_DECODER_NAME: MultiScaleMaskedTransformerDecoder |
| TRANSFORMER_IN_FEATURE: multi_scale_pixel_decoder |
| MASK_ON: false |
| META_ARCHITECTURE: ResidualAnomalyMaskFormer |
| 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: |
| - 123.675 |
| - 116.28 |
| - 103.53 |
| PIXEL_STD: |
| - 58.395 |
| - 57.12 |
| - 57.375 |
| 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: SyncBN |
| NUM_GROUPS: 1 |
| OUT_FEATURES: |
| - res2 |
| - res3 |
| - res4 |
| - res5 |
| RES2_OUT_CHANNELS: 256 |
| RES4_DILATION: 1 |
| RES5_DILATION: 1 |
| RES5_MULTI_GRID: |
| - 1 |
| - 1 |
| - 1 |
| STEM_OUT_CHANNELS: 64 |
| STEM_TYPE: basic |
| STRIDE_IN_1X1: false |
| 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: '' |
| NORM: '' |
| NUM_CONV: 0 |
| NUM_FC: 0 |
| POOLER_RESOLUTION: 14 |
| 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: |
| - res4 |
| IOU_LABELS: |
| - 0 |
| - 1 |
| IOU_THRESHOLDS: |
| - 0.5 |
| NAME: Res5ROIHeads |
| NMS_THRESH_TEST: 0.5 |
| NUM_CLASSES: 80 |
| 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: 0 |
| 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: |
| - res4 |
| 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: 2000 |
| PRE_NMS_TOPK_TEST: 6000 |
| PRE_NMS_TOPK_TRAIN: 12000 |
| SMOOTH_L1_BETA: 0.0 |
| SEM_SEG_HEAD: |
| ASPP_CHANNELS: 256 |
| ASPP_DILATIONS: |
| - 6 |
| - 12 |
| - 18 |
| ASPP_DROPOUT: 0.1 |
| COMMON_STRIDE: 4 |
| CONVS_DIM: 256 |
| DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: |
| - res3 |
| - res4 |
| - res5 |
| DEFORMABLE_TRANSFORMER_ENCODER_N_HEADS: 8 |
| DEFORMABLE_TRANSFORMER_ENCODER_N_POINTS: 4 |
| IGNORE_VALUE: 255 |
| IN_FEATURES: |
| - res2 |
| - res3 |
| - res4 |
| - res5 |
| LOSS_TYPE: hard_pixel_mining |
| LOSS_WEIGHT: 1.0 |
| MASK_DIM: 256 |
| NAME: MaskFormerHead |
| NORM: GN |
| NUM_CLASSES: 20 |
| PIXEL_DECODER_NAME: MSDeformAttnPixelDecoder |
| PROJECT_CHANNELS: |
| - 48 |
| PROJECT_FEATURES: |
| - res2 |
| TRANSFORMER_ENC_LAYERS: 6 |
| USE_DEPTHWISE_SEPARABLE_CONV: false |
| SWIN: |
| APE: false |
| ATTN_DROP_RATE: 0.0 |
| DEPTHS: |
| - 2 |
| - 2 |
| - 18 |
| - 2 |
| DROP_PATH_RATE: 0.3 |
| DROP_RATE: 0.0 |
| EMBED_DIM: 192 |
| MLP_RATIO: 4.0 |
| NUM_HEADS: |
| - 6 |
| - 12 |
| - 24 |
| - 48 |
| OUT_FEATURES: |
| - res2 |
| - res3 |
| - res4 |
| - res5 |
| PATCH_NORM: true |
| PATCH_SIZE: 4 |
| PRETRAIN_IMG_SIZE: 384 |
| QKV_BIAS: true |
| QK_SCALE: null |
| USE_CHECKPOINT: false |
| WINDOW_SIZE: 12 |
| WEIGHTS: '' |
| OUTPUT_DIR: output/native_batch2/b2_obj |
| PASTE: |
| ANY_SIZE_MAX: 400 |
| ANY_SIZE_MIN: 32 |
| CAM_HEIGHT_M: 1.3 |
| GROUP_MAX: 5 |
| GROUP_PROB: 0.0 |
| HEIGHT_MAX_M: 1.5 |
| HEIGHT_MIN_M: 0.1 |
| MIN_PIXEL_HEIGHT: 6 |
| NUM_MAX: 3 |
| NUM_MIN: 3 |
| ROAD_FRAC: 0.0 |
| SAM3_CLASS: 0 |
| SAM3_OBJECTS: '' |
| SAM3_REL_PROB: 0.25 |
| SAM3_TOP_K: 20 |
| SEMANTIC_TARGETS: false |
| RESIDUAL: |
| ATTN_FIX: false |
| BETA_INIT: 1.0 |
| BIAS: false |
| CONFIDENCE: obj_iou |
| DEC_LAYERS: 3 |
| DETAIL: false |
| EPS: 0.01 |
| IOU_WEIGHT: 1.0 |
| LEVEL_INDICES: |
| - 1 |
| - 2 |
| - 2 |
| M1_WEIGHTS: model_weights/uno_ade20k_k2.pth |
| MAL: false |
| MAL_GAMMA: 1.5 |
| MASKED_ATTN: true |
| NUM_CLASSES: 1 |
| NUM_INLIER_CLASSES: 19 |
| NUM_QUERIES: 50 |
| NUM_SEEDS: 0 |
| SEED_ANCHOR: 1 |
| SEED_NMS: 3 |
| TARGET_AWARE_POINTS: false |
| SEED: 1 |
| SOLVER: |
| AMP: |
| ENABLED: true |
| BACKBONE_MULTIPLIER: 0.1 |
| BASE_LR: 0.0001 |
| BASE_LR_END: 0.0 |
| BIAS_LR_FACTOR: 1.0 |
| CHECKPOINT_PERIOD: 1000 |
| CLIP_GRADIENTS: |
| CLIP_TYPE: full_model |
| CLIP_VALUE: 0.01 |
| ENABLED: true |
| NORM_TYPE: 2.0 |
| GAMMA: 0.1 |
| IMS_PER_BATCH: 16 |
| LR_SCHEDULER_NAME: WarmupPolyLR |
| MAX_ITER: 10000 |
| MOMENTUM: 0.9 |
| NESTEROV: false |
| NUM_DECAYS: 3 |
| OPTIMIZER: ADAMW |
| POLY_LR_CONSTANT_ENDING: 0.0 |
| POLY_LR_POWER: 0.9 |
| REFERENCE_WORLD_SIZE: 0 |
| RESCALE_INTERVAL: false |
| STEPS: |
| - 30000 |
| WARMUP_FACTOR: 0.01 |
| WARMUP_ITERS: 200 |
| WARMUP_METHOD: linear |
| WEIGHT_DECAY: 0.05 |
| WEIGHT_DECAY_BIAS: null |
| WEIGHT_DECAY_EMBED: 0.0 |
| WEIGHT_DECAY_NORM: 0.0 |
| TEST: |
| AUG: |
| ENABLED: false |
| FLIP: true |
| MAX_SIZE: 4096 |
| MIN_SIZES: |
| - 512 |
| - 768 |
| - 1024 |
| - 1280 |
| - 1536 |
| - 1792 |
| DETECTIONS_PER_IMAGE: 100 |
| EVAL_PERIOD: 0 |
| EXPECTED_RESULTS: [] |
| KEYPOINT_OKS_SIGMAS: [] |
| PRECISE_BN: |
| ENABLED: false |
| NUM_ITER: 200 |
| VERSION: 2 |
| VIS_PERIOD: 0 |
|
|
