Dataset Viewer
The dataset viewer is not available for this subset.
Cannot get the split names for the config 'default' of the dataset.
Exception:    SplitsNotFoundError
Message:      The split names could not be parsed from the dataset config.
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 286, in get_dataset_config_info
                  for split_generator in builder._split_generators(
                                         ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      StreamingDownloadManager(base_path=builder.base_path, download_config=download_config)
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 83, in _split_generators
                  raise ValueError(
                  ...<2 lines>...
                  )
              ValueError: The TAR archives of the dataset should be in WebDataset format, but the files in the archive don't share the same prefix or the same types.
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 66, in compute_split_names_from_streaming_response
                  for split in get_dataset_split_names(
                               ~~~~~~~~~~~~~~~~~~~~~~~^
                      path=dataset,
                      ^^^^^^^^^^^^^
                      config_name=config,
                      ^^^^^^^^^^^^^^^^^^^
                      token=hf_token,
                      ^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
                  info = get_dataset_config_info(
                      path,
                  ...<6 lines>...
                      **config_kwargs,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 291, in get_dataset_config_info
                  raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
              datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.

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NavLock-HY Dataset

NavLock-HY is a fixed-infrastructure multimodal dataset for navigation-lock world modeling. The data were collected at Huaiyin No. 3 Navigation Lock in Huai'an, Jiangsu Province, China. The dataset follows a nuScenes-style data layout and adds labels for lock operation, including gate state, water state, water levels, berth layout, vessel motion, operation actions, and future-state targets.

This dataset repository is paired with the paper code repository:

https://github.com/serendipitylxd/NavLock-World

Dataset Scale

The current release package is about 86 GB. The samples/ directory is the main component and contains 10,250 synchronized frames per sensor folder.

Component Approx. size
Multi-sensor samples 84 GB
nuScenes-style metadata 116 MB
2D annotations 137 MB
Structured sequence files 413 MB
Info files 210 MB

The sample files include eight fixed camera streams and LiDAR point-cloud data:

Sensor folder Files
CAM_1--CAM_8 82,000 PNG images
LIDAR_TOP 10,250 binary point-cloud files

In the paper setting, the physical sensing system contains eight fixed cameras and four fixed LiDAR units. The public package uses a nuScenes-style interface; when multiple LiDAR units are fused or represented through one release channel, the release manifest describes the mapping from physical sensors to stored sample channels.

Expected Layout

NavLock-HY/
β”œβ”€β”€ v1.0-trainval/
β”œβ”€β”€ samples/
β”‚   β”œβ”€β”€ CAM_1/
β”‚   β”œβ”€β”€ CAM_2/
β”‚   β”œβ”€β”€ ...
β”‚   β”œβ”€β”€ CAM_8/
β”‚   └── LIDAR_TOP/
β”œβ”€β”€ sweeps/
β”œβ”€β”€ splits/
β”œβ”€β”€ 2d_annotations/
β”œβ”€β”€ infos/
└── navlock_sequences/

Labels

NavLock-HY includes standard perception labels and lock-specific state labels:

  • calibrated multi-sensor samples;
  • 2D object annotations for camera perception;
  • 3D vessel annotations and point-cloud geometry;
  • upper-gate and lower-gate state;
  • chamber, upstream, and downstream water levels;
  • water-transition phase;
  • ideal berth layout and berth occupancy;
  • vessel intention and vessel motion flow;
  • operation-action validity and invalid-action reasons;
  • observed operation;
  • action-conditioned future gate, water, and vessel-rollout targets.

Splits

Frames from one scene are assigned to only one split.

train: 459 scenes, 8463 frames
val:    50 scenes,  919 frames
test:   50 scenes,  868 frames

License and Access

The dataset license and access policy will be finalized before the public release. Until then, this repository should be treated as a controlled academic preview for paper review and reproducibility preparation.

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