From 453217a023aef96be7a98d14bcd63b73569777a8 Mon Sep 17 00:00:00 2001 From: inter Date: Sun, 21 Sep 2025 20:19:45 +0800 Subject: [PATCH] Add File --- .../cbgs_dyn_pp_centerpoint.yaml | 117 ++++++++++++++++++ 1 file changed, 117 insertions(+) create mode 100644 tools/cfgs/nuscenes_models/cbgs_dyn_pp_centerpoint.yaml diff --git a/tools/cfgs/nuscenes_models/cbgs_dyn_pp_centerpoint.yaml b/tools/cfgs/nuscenes_models/cbgs_dyn_pp_centerpoint.yaml new file mode 100644 index 0000000..51d6c7b --- /dev/null +++ b/tools/cfgs/nuscenes_models/cbgs_dyn_pp_centerpoint.yaml @@ -0,0 +1,117 @@ +CLASS_NAMES: ['car','truck', 'construction_vehicle', 'bus', 'trailer', + 'barrier', 'motorcycle', 'bicycle', 'pedestrian', 'traffic_cone'] + +DATA_CONFIG: + _BASE_CONFIG_: cfgs/dataset_configs/nuscenes_dataset.yaml + + POINT_CLOUD_RANGE: [-51.2, -51.2, -5.0, 51.2, 51.2, 3.0] + DATA_PROCESSOR: + - NAME: mask_points_and_boxes_outside_range + REMOVE_OUTSIDE_BOXES: True + + - NAME: shuffle_points + SHUFFLE_ENABLED: { + 'train': True, + 'test': True + } + + - NAME: transform_points_to_voxels_placeholder + VOXEL_SIZE: [0.2, 0.2, 8.0] + +MODEL: + NAME: CenterPoint + + VFE: + NAME: DynPillarVFE + WITH_DISTANCE: False + USE_ABSLOTE_XYZ: True + USE_NORM: True + NUM_FILTERS: [ 64, 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: [0.5, 1, 2] + NUM_UPSAMPLE_FILTERS: [128, 128, 128] + + DENSE_HEAD: + NAME: CenterHead + CLASS_AGNOSTIC: False + + CLASS_NAMES_EACH_HEAD: [ + ['car'], + ['truck', 'construction_vehicle'], + ['bus', 'trailer'], + ['barrier'], + ['motorcycle', 'bicycle'], + ['pedestrian', 'traffic_cone'], + ] + + SHARED_CONV_CHANNEL: 64 + USE_BIAS_BEFORE_NORM: True + NUM_HM_CONV: 2 + SEPARATE_HEAD_CFG: + HEAD_ORDER: ['center', 'center_z', 'dim', 'rot', 'vel'] + HEAD_DICT: { + 'center': {'out_channels': 2, 'num_conv': 2}, + 'center_z': {'out_channels': 1, 'num_conv': 2}, + 'dim': {'out_channels': 3, 'num_conv': 2}, + 'rot': {'out_channels': 2, 'num_conv': 2}, + 'vel': {'out_channels': 2, 'num_conv': 2}, + } + + TARGET_ASSIGNER_CONFIG: + FEATURE_MAP_STRIDE: 4 + NUM_MAX_OBJS: 500 + GAUSSIAN_OVERLAP: 0.1 + MIN_RADIUS: 2 + + LOSS_CONFIG: + LOSS_WEIGHTS: { + 'cls_weight': 1.0, + 'loc_weight': 0.25, + 'code_weights': [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.2, 0.2, 1.0, 1.0] + } + + POST_PROCESSING: + SCORE_THRESH: 0.1 + POST_CENTER_LIMIT_RANGE: [-61.2, -61.2, -10.0, 61.2, 61.2, 10.0] + MAX_OBJ_PER_SAMPLE: 500 + NMS_CONFIG: + NMS_TYPE: nms_gpu + NMS_THRESH: 0.2 + NMS_PRE_MAXSIZE: 1000 + NMS_POST_MAXSIZE: 83 + + POST_PROCESSING: + RECALL_THRESH_LIST: [0.3, 0.5, 0.7] + + EVAL_METRIC: kitti + + +OPTIMIZATION: + BATCH_SIZE_PER_GPU: 4 + NUM_EPOCHS: 20 + + OPTIMIZER: adam_onecycle + LR: 0.001 + 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