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The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    ArrowInvalid
Message:      Column 1 named masks expected length 3 but got length 1
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 149, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                File "/src/services/worker/src/worker/utils.py", line 129, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 544, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 3052, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2559, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2584, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 558, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 440, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 83, in _generate_tables
                  pa_table = _recursive_load_arrays(h5, self.info.features, start, end)
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 277, in _recursive_load_arrays
                  return pa.Table.from_pydict(batch_dict)
                         ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
                File "pyarrow/table.pxi", line 1980, in pyarrow.lib._Tabular.from_pydict
                File "pyarrow/table.pxi", line 6350, in pyarrow.lib._from_pydict
                  return cls.from_arrays(arrays, names, metadata=metadata)
                File "pyarrow/table.pxi", line 4885, in pyarrow.lib.Table.from_arrays
                  result.validate()
                File "pyarrow/table.pxi", line 4237, in pyarrow.lib.Table.validate
                  check_status(self.table.Validate())
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Column 1 named masks expected length 3 but got length 1

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REBlur

REBlur dataset is a real blur-sharp image datasets with corresponding events. it includes 12 kinds of linear and nonlinear motions for 3 different moving patterns and for the camera itself. The dataset consists of 36 sequences and 1469 groups of blurry-sharp image pairs with associated events, where 486 pairs are used for training and 983 for testing. We also include an additional set of 4 sequences including extreme blur, without ground truth.

Download

REBlur can be downloaded through the associated website.

Dataset Structure

The directory structure of REBlur is as follows:

REBlur/split/xxx.h5`
  • split 'train', 'test', or 'addition'.

H5 file Structure

  • images/image{:09d} The blurry images
  • sharp_images/image{:09d} The ground truth sharp images
  • voxels/voxel{:09d} The events in the format of SCER (refer to the paper).

Citation

If you use REBlur in your work, please cite our publication.

@inproceedings{sun2022event,
      author = {Sun, Lei and Sakaridis, Christos and Liang, Jingyun and Jiang, Qi and Yang, Kailun and Sun, Peng and Ye, Yaozu and Wang, Kaiwei and Van Gool, Luc},
      title = {Event-Based Fusion for Motion Deblurring with Cross-modal Attention},
      booktitle = {European Conference on Computer Vision (ECCV)},
      year = 2022
      }

License

REBlur dataset is released under CC BY 4.0 license.

Contact

Please feel free to contact us with any questions or comments:

Lei Sun, leo_sun [at] zju.edu.cn

Project website

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