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config_datasets.yaml
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config_datasets.yaml
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# General ------------------------------------
## Deployment ------------
horizontal_field_of_view: [ -179.9, 179.9 ] # Always this for rotating LiDAR sensors
## Preprocessing ---------
### Neighborhood estimation
min_num_points_in_neighborhood_to_determine_point_class: 10 # neighborhood below this threshold --> no normal computed
epsilon_plane: 0.01 # 1e-2, this is the epsilon value when eigenvalues are considered to describe a plane
epsilon_line: 0.01 # 1e-2, -"- to describe a line
epsilon_range: 0.5 # Epsilon when points are removed from patch used for normal estimation
# KITTI --------------------------------------
kitti: # must be the same as dataset name specified in deployment_options.yaml
## Deployment --------
### Training/testing configuration
training_identifiers: [ 0 , 1, 2, 3, 4, 5, 6, 7, 8 ]
testing_identifiers: [ 9, 10 ]
### Sensor specs
vertical_field_of_view: [ -24.5, 2.0 ] # taken from the datasheet, in degrees
vertical_cells: 64 # Number of LiDAR rings
horizontal_cells: 720 # Can be defined, should not be larger than horizontal resolution of LiDAR
### Pre-processed file
preprocessed_path: "./datasets/kitti/preprocessed/sequences"
### Ground-truth poses
pose_data_path: "./datasets/kitti/data_odometry_poses/dataset/poses"
## Pre-processing ----
### Dataset type, currently supported: "kitti" and "rosbag"
dataset_type: "kitti"
### Specific configurations needed for pre-processing
horizontal_cells_preprocessing: 2250 # Calculated from 10Hz frequency of LiDAR
### Preprocessing hyperparameters
neighborhood_side_length: [ 7, 11 ] # Patch dimensions used for normal estimation
### Source files (before pre-processing)
data_path: "./datasets/kitti/data_odometry_velodyne/dataset/sequences" # Path to dataset
rosbag_path: "./datasets/kitti/rosbags/" # Only needed when converted to rosbag
# DARPA --------------------------------------
darpa:
## Deployment --------
### Training/testing configuration
training_identifiers: [ 0 ]
testing_identifiers: [ 0 ]
### Sensor specs
vertical_field_of_view: [ -22.5, 22.5 ]
vertical_cells: 64
horizontal_cells: 512
### Pre-processed file
preprocessed_path: "./datasets/darpa/preprocessed/sequences"
### Ground-truth poses
pose_data_path: null
## Pre-processing ----
### Dataset type, currently supported: "kitti" and "rosbag"
dataset_type: "rosbag"
topic: "/sherman/lidar_points"
### Specific configurations needed for pre-processing
horizontal_cells_preprocessing: 512
### Preprocessing hyperparameters
neighborhood_side_length: [ 7, 11 ]
### Source files (before pre-processing)
data_path: "./datasets/darpa"
# Custom dataset
custom: # etc.