diff --git a/tools/cfgs/dataset_configs/kitti_dataset.yaml b/tools/cfgs/dataset_configs/kitti_dataset.yaml new file mode 100644 index 0000000..b1529aa --- /dev/null +++ b/tools/cfgs/dataset_configs/kitti_dataset.yaml @@ -0,0 +1,70 @@ +DATASET: 'KittiDataset' +DATA_PATH: '../data/kitti' + +POINT_CLOUD_RANGE: [0, -40, -3, 70.4, 40, 1] + +DATA_SPLIT: { + 'train': train, + 'test': val +} + +INFO_PATH: { + 'train': [kitti_infos_train.pkl], + 'test': [kitti_infos_val.pkl], +} + +GET_ITEM_LIST: ["points"] +FOV_POINTS_ONLY: True + +DATA_AUGMENTOR: + DISABLE_AUG_LIST: ['placeholder'] + AUG_CONFIG_LIST: + - NAME: gt_sampling + USE_ROAD_PLANE: True + DB_INFO_PATH: + - kitti_dbinfos_train.pkl + PREPARE: { + filter_by_min_points: ['Car:5', 'Pedestrian:5', 'Cyclist:5'], + filter_by_difficulty: [-1], + } + + SAMPLE_GROUPS: ['Car:20','Pedestrian:15', 'Cyclist:15'] + NUM_POINT_FEATURES: 4 + DATABASE_WITH_FAKELIDAR: False + REMOVE_EXTRA_WIDTH: [0.0, 0.0, 0.0] + LIMIT_WHOLE_SCENE: True + + - NAME: random_world_flip + ALONG_AXIS_LIST: ['x'] + + - NAME: random_world_rotation + WORLD_ROT_ANGLE: [-0.78539816, 0.78539816] + + - NAME: random_world_scaling + WORLD_SCALE_RANGE: [0.95, 1.05] + + +POINT_FEATURE_ENCODING: { + encoding_type: absolute_coordinates_encoding, + used_feature_list: ['x', 'y', 'z', 'intensity'], + src_feature_list: ['x', 'y', 'z', 'intensity'], +} + + +DATA_PROCESSOR: + - NAME: mask_points_and_boxes_outside_range + REMOVE_OUTSIDE_BOXES: True + + - NAME: shuffle_points + SHUFFLE_ENABLED: { + 'train': True, + 'test': False + } + + - NAME: transform_points_to_voxels + VOXEL_SIZE: [0.05, 0.05, 0.1] + MAX_POINTS_PER_VOXEL: 5 + MAX_NUMBER_OF_VOXELS: { + 'train': 16000, + 'test': 40000 + }