Download

On this page, we provide download links for the DeepAccident dataset, which has been separated into training, validation, and testing splits at a ratio of approximately 7:1.5:1.5. The total size of the dataset is around 313 GB, and we have divided each split into smaller files of around 23 GB each (52 scenarios). Therefore, you will need to download 10 files, 2 files, and 2 files for the training, validation, and testing data, respectively. There are a total of 691 scenarios in the DeepAccident dataset, with 483 assigned to training, 104 to validation, and 104 to testing .
If you only want to see some examples, you can download the mini dataset, which has the same file structures as the full dataset and contains 20 scenarios. The file strutures are shown below and you can click the (+) symbol to expand and see more details.

  • DeepAccident_data
    • type1_subtype1_accident
      • ego_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • ego_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • infrastructure
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • meta
        • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
      • other_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • other_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
    • type1_subtype1_normal
      • ego_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • ego_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • infrastructure
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • meta
        • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
      • other_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • other_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
    • type1_subtype2_accident
      • ego_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • ego_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • infrastructure
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • meta
        • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
      • other_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • other_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
    • type1_subtype2_normal
      • ego_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • ego_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • infrastructure
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • meta
        • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
      • other_vehicle
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
      • other_vehicle_behind
        • BEV_instance_camera
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz
        • calib
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.pkl
        • Camera_Back
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_BackRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_Front
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontLeft
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • Camera_FrontRight
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.jpg
        • label
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.txt
        • lidar01
          • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD
            • TownAA_typeBBB_subtypeCCCC_scenarioDDDDD_EEE.npz

  • Full Data
    • DeepAccident_train
      • DeepAccident_train01.zip
      • DeepAccident_train02.zip
      • DeepAccident_train03.zip
      • DeepAccident_train04.zip
      • DeepAccident_train05.zip
      • DeepAccident_train06.zip
      • DeepAccident_train07.zip
      • DeepAccident_train08.zip
      • DeepAccident_train09.zip
      • DeepAccident_train10.zip
    • DeepAccident_val
      • DeepAccident_val01.zip
      • DeepAccident_val02.zip
    • DeepAccident_test
      • DeepAccident_test01.zip
      • DeepAccident_test02.zip
    • Dataset split text files (train.txt, val.txt, test.txt)
      • split_txt_files.zip
  • Size

  • 25.3 GB
  • 24.5 GB
  • 24.7 GB
  • 21.7 GB
  • 24.3 GB
  • 22.2 GB
  • 23.0 GB
  • 25.2 GB
  • 23.9 GB
  • 7.3 GB

  • 22.8 GB
  • 22.3 GB

  • 22.9 GB
  • 23.5 GB

  • 3.4 KB

  • Mini dataset
    • DeepAccident_mini.zip
  • Size
  • 9.0 GB

Citation

If you find the dataset helpful, please consider citing us.

@article{Wang_2023_DeepAccident,
    title = {DeepAccident: A Motion and Accident Prediction Benchmark for V2X Autonomous Driving},
    author = {Wang, Tianqi and Kim, Sukmin and Ji, Wenxuan and Xie, Enze and Ge, Chongjian and Chen, Junsong and Li, Zhenguo and Ping, Luo},
    journal = {arXiv preprint arXiv:2304.01168},
    year = {2023}
}