diff --git a/tools/cfgs/kitti_models/pillarnet.yaml b/tools/cfgs/kitti_models/pillarnet.yaml new file mode 100644 index 0000000..07ca6bf --- /dev/null +++ b/tools/cfgs/kitti_models/pillarnet.yaml @@ -0,0 +1,123 @@ +CLASS_NAMES: ['Car', 'Pedestrian', 'Cyclist'] + +DATA_CONFIG: + _BASE_CONFIG_: cfgs/dataset_configs/kitti_dataset.yaml + + +MODEL: + NAME: PillarNet + + VFE: + NAME: DynamicPillarVFESimple2D + WITH_DISTANCE: False + USE_ABSLOTE_XYZ: True + USE_CLUSTER_XYZ: False + USE_NORM: True + NUM_FILTERS: [32] + + BACKBONE_3D: + NAME: PillarBackBone8x + + + BACKBONE_2D: + NAME: BaseBEVBackboneV1 + + LAYER_NUMS: [5, 5] + LAYER_STRIDES: [1, 2] + NUM_FILTERS: [256, 256] + UPSAMPLE_STRIDES: [1, 2] + NUM_UPSAMPLE_FILTERS: [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': [[3.9, 1.6, 1.56]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-1.78], + 'align_center': False, + 'feature_map_stride': 8, + 'matched_threshold': 0.6, + 'unmatched_threshold': 0.45 + }, + { + 'class_name': 'Pedestrian', + 'anchor_sizes': [[0.8, 0.6, 1.73]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-0.6], + 'align_center': False, + 'feature_map_stride': 8, + 'matched_threshold': 0.5, + 'unmatched_threshold': 0.35 + }, + { + 'class_name': 'Cyclist', + 'anchor_sizes': [[1.76, 0.6, 1.73]], + 'anchor_rotations': [0, 1.57], + 'anchor_bottom_heights': [-0.6], + 'align_center': False, + 'feature_map_stride': 8, + '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: kitti + + 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