Datasets › LMDrive

LMDrive (LMDrive Dataset)

Introduced by Hao Shao et al. in LMDrive: Closed-Loop End-to-End Driving with Large Language Models12 Dec 2023 archive 2025-07-28

LMDrive Dataset consists of 64K instruction-sensor-control data clips collected in the CARLA simulator, where each clip includes one navigation instruction, several notice instructions, a sequence of multi-modal multi-view sensor data, and control signals. The duration of the clip spans from 2 to 20 seconds.

Dataset details

  • data/: dataset folder, the entire dataset contains about 2T of data.

  • data/Town01: sub dataset folder, which only consists of the data folder for the Town01

  • data/Town02: sub dataset folder, which only consists of the data folder for the Town02

  • ...

  • dataset_index.txt: the data list for pretraining the vision encoder

  • navigation_instruction_list.txt: the data list for instruction finetuning

  • notice_instruction_list.json: the data list for instruction finetuning (optional if the notice instruction data is not engaged in the training)

Benchmarks archive 2025-07-28

No leaderboard in the archive resolves to this dataset.

Papers archive 2025-07-28

No paper in the archive has a leaderboard row on this dataset; the archive counts 16 papers for it but never published that list.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

No task tagged in the archive.

License archive 2025-07-28

apache-2.0

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • LMDrive

1 variant name, as the archive lists them.

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