From 44a4c0d8207630c4c37b67ee379a3d6f4c16348c Mon Sep 17 00:00:00 2001 From: inter Date: Sun, 21 Sep 2025 20:19:52 +0800 Subject: [PATCH] Add File --- .../argo2_models/cbgs_voxel01_voxelnext.yaml | 112 ++++++++++++++++++ 1 file changed, 112 insertions(+) create mode 100644 tools/cfgs/argo2_models/cbgs_voxel01_voxelnext.yaml diff --git a/tools/cfgs/argo2_models/cbgs_voxel01_voxelnext.yaml b/tools/cfgs/argo2_models/cbgs_voxel01_voxelnext.yaml new file mode 100644 index 0000000..c8748f4 --- /dev/null +++ b/tools/cfgs/argo2_models/cbgs_voxel01_voxelnext.yaml @@ -0,0 +1,112 @@ +CLASS_NAMES: ['Regular_vehicle', 'Pedestrian', 'Bicyclist', 'Motorcyclist', 'Wheeled_rider', + 'Bollard', 'Construction_cone', 'Sign', 'Construction_barrel', 'Stop_sign', 'Mobile_pedestrian_crossing_sign', + 'Large_vehicle', 'Bus', 'Box_truck', 'Truck', 'Vehicular_trailer', 'Truck_cab', 'School_bus', 'Articulated_bus', + 'Message_board_trailer', 'Bicycle', 'Motorcycle', 'Wheeled_device', 'Wheelchair', 'Stroller', 'Dog'] + +DATA_CONFIG: + _BASE_CONFIG_: cfgs/dataset_configs/argo2_dataset.yaml + + 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 + VOXEL_SIZE: [0.1, 0.1, 0.2] + MAX_POINTS_PER_VOXEL: 20 + MAX_NUMBER_OF_VOXELS: { + 'train': 120000, + 'test': 160000 + } + +MODEL: + NAME: VoxelNeXt + + VFE: + NAME: MeanVFE + + BACKBONE_3D: + NAME: VoxelResBackBone8xVoxelNeXt + + DENSE_HEAD: + NAME: VoxelNeXtHead + CLASS_AGNOSTIC: False + INPUT_FEATURES: 128 + + CLASS_NAMES_EACH_HEAD: [ + ['Regular_vehicle',], + ['Pedestrian', 'Bicyclist', 'Motorcyclist', 'Wheeled_rider'], + ['Bollard', 'Construction_cone', 'Sign', 'Construction_barrel', 'Stop_sign', 'Mobile_pedestrian_crossing_sign'], + ['Large_vehicle', 'Bus', 'Box_truck', 'Truck', 'Vehicular_trailer', 'Truck_cab', 'School_bus', 'Articulated_bus', 'Message_board_trailer'], + ['Bicycle', 'Motorcycle', 'Wheeled_device', 'Wheelchair', 'Stroller'], + ['Dog'], + ] + + KERNEL_SIZE_HEAD: 1 + SHARED_CONV_CHANNEL: 128 + USE_BIAS_BEFORE_NORM: True + NUM_HM_CONV: 2 + SEPARATE_HEAD_CFG: + HEAD_ORDER: ['center', 'center_z', 'dim', 'rot'] + 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}, + } + + TARGET_ASSIGNER_CONFIG: + FEATURE_MAP_STRIDE: 8 + 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] + } + + POST_PROCESSING: + SCORE_THRESH: 0.1 + POST_CENTER_LIMIT_RANGE: [-200, -200, -20, 200, 200, 20] + 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: 6 + + 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