From 90889d684bc4d02bc0da82aaa12792c778a688d6 Mon Sep 17 00:00:00 2001 From: inter Date: Sun, 21 Sep 2025 20:19:48 +0800 Subject: [PATCH] Add File --- tools/cfgs/once_models/pointpillar.yaml | 148 ++++++++++++++++++++++++ 1 file changed, 148 insertions(+) create mode 100644 tools/cfgs/once_models/pointpillar.yaml diff --git a/tools/cfgs/once_models/pointpillar.yaml b/tools/cfgs/once_models/pointpillar.yaml new file mode 100644 index 0000000..775ae64 --- /dev/null +++ b/tools/cfgs/once_models/pointpillar.yaml @@ -0,0 +1,148 @@ +CLASS_NAMES: ['Car', 'Bus', 'Truck', 'Pedestrian', 'Cyclist'] + +DATA_CONFIG: + _BASE_CONFIG_: cfgs/dataset_configs/once_dataset.yaml + DATA_PROCESSOR: + - NAME: transform_points_to_voxels + VOXEL_SIZE: [0.2, 0.2, 8] + MAX_POINTS_PER_VOXEL: 16 + MAX_NUMBER_OF_VOXELS: { + 'train': 60000, + 'test': 60000 + } + +MODEL: + NAME: PointPillar + + VFE: + NAME: PillarVFE + WITH_DISTANCE: False + USE_ABSLOTE_XYZ: True + USE_NORM: True + NUM_FILTERS: [64] + + MAP_TO_BEV: + NAME: PointPillarScatter + NUM_BEV_FEATURES: 64 + + BACKBONE_2D: + NAME: BaseBEVBackbone + LAYER_NUMS: [3, 5, 5] + LAYER_STRIDES: [2, 2, 2] + NUM_FILTERS: [64, 128, 256] + UPSAMPLE_STRIDES: [1, 2, 4] + NUM_UPSAMPLE_FILTERS: [128, 128, 128] + + DENSE_HEAD: + NAME: AnchorHeadSingle + CLASS_AGNOSTIC: False + + USE_DIRECTION_CLASSIFIER: True + DIR_OFFSET: 0.78539 + DIR_LIMIT_OFFSET: 0.0 + NUM_DIR_BINS: 2 + + ANCHOR_GENERATOR_CONFIG: [ + { + 'class_name': 'Car', + 'anchor_sizes': [[4.38, 1.87, 1.59]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-1.71], + 'align_center': False, + 'feature_map_stride': 2, + 'matched_threshold': 0.6, + 'unmatched_threshold': 0.45 + }, + { + 'class_name': 'Bus', + 'anchor_sizes': [[11.11, 2.88, 3.41]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-1.74], + 'align_center': False, + 'feature_map_stride': 2, + 'matched_threshold': 0.55, + 'unmatched_threshold': 0.4 + }, + { + 'class_name': 'Truck', + 'anchor_sizes': [[7.52, 2.50, 2.62]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-1.55], + 'align_center': False, + 'feature_map_stride': 2, + 'matched_threshold': 0.55, + 'unmatched_threshold': 0.4 + }, + { + 'class_name': 'Pedestrian', + 'anchor_sizes': [[0.75, 0.76, 1.69]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-1.62], + 'align_center': False, + 'feature_map_stride': 2, + 'matched_threshold': 0.3, + 'unmatched_threshold': 0.15 + }, + { + 'class_name': 'Cyclist', + 'anchor_sizes': [[2.18, 0.79, 1.43]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-1.65], + 'align_center': False, + 'feature_map_stride': 2, + 'matched_threshold': 0.5, + 'unmatched_threshold': 0.35 + } + ] + + TARGET_ASSIGNER_CONFIG: + NAME: AxisAlignedTargetAssigner + POS_FRACTION: -1.0 + SAMPLE_SIZE: 512 + NORM_BY_NUM_EXAMPLES: False + MATCH_HEIGHT: False + BOX_CODER: ResidualCoder + + LOSS_CONFIG: + LOSS_WEIGHTS: { + 'cls_weight': 1.0, + 'loc_weight': 2.0, + 'dir_weight': 0.2, + 'code_weights': [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0] + } + + POST_PROCESSING: + RECALL_THRESH_LIST: [0.3, 0.5, 0.7] + SCORE_THRESH: 0.1 + OUTPUT_RAW_SCORE: False + + EVAL_METRIC: once + + NMS_CONFIG: + MULTI_CLASSES_NMS: False + NMS_TYPE: nms_gpu + NMS_THRESH: 0.01 + NMS_PRE_MAXSIZE: 4096 + NMS_POST_MAXSIZE: 500 + + +OPTIMIZATION: + BATCH_SIZE_PER_GPU: 4 + NUM_EPOCHS: 80 + + OPTIMIZER: adam_onecycle + LR: 0.003 + WEIGHT_DECAY: 0.01 + MOMENTUM: 0.9 + + MOMS: [0.95, 0.85] + PCT_START: 0.4 + DIV_FACTOR: 10 + DECAY_STEP_LIST: [35, 45] + LR_DECAY: 0.1 + LR_CLIP: 0.0000001 + + LR_WARMUP: False + WARMUP_EPOCH: 1 + + GRAD_NORM_CLIP: 10 \ No newline at end of file