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da_waymo_dataset_vs.yaml
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DATASET: 'WaymoDataset'
DATA_PATH: '/data/private/m142_datasets/Waymo/waymo/waymo_format'
PROCESSED_DATA_TAG: 'waymo_processed_data_v0_5_0'
POINT_CLOUD_RANGE: [-75.2, -75.2, -2, 75.2, 75.2, 4]
MIN_POINTS_OF_GT: 1
DATA_SPLIT: {
'train': train,
'test': val
}
SAMPLED_INTERVAL: {
'train': 5,
'test': 1
}
INFO_WITH_FAKELIDAR: True
DATA_AUGMENTOR:
DISABLE_AUG_LIST: ['random_object_scaling', 'normalize_object_size']
AUG_CONFIG_LIST:
- NAME: random_object_scaling
SCALE_UNIFORM_NOISE: [0.75, 0.95]
- NAME: normalize_object_size
SIZE_RES: [-0.91, -0.49, -0.26]
- NAME: random_object_rotation
ROT_PROB: 1.0
ROT_UNIFORM_NOISE: [-0.78539816, 0.78539816]
- NAME: random_world_flip
ALONG_AXIS_LIST: ['x', 'y']
- 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'],
src_feature_list: ['x', 'y', 'z', 'intensity', 'elongation'],
}
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, 0.25] # [L, W, H], VOXEL HEIGHTS: [0.15, 0.125, 0.2, 0.25] BEV_FEATURES: [256, 256, 128, 128], (ORIGINAL :0.15)
MAX_POINTS_PER_VOXEL: 5
MAX_NUMBER_OF_VOXELS: {
'train': 80000,
'test': 90000
}