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The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    FileNotFoundError
Message:      [Errno 2] No such file or directory: '<datasets.utils.file_utils.FilesIterable object at 0x7f647e77a8d0>'
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 243, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 4379, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2661, in _head
                  return next(iter(self.iter(batch_size=n)))
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2839, in iter
                  for key, pa_table in ex_iterable.iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2377, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 536, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 419, 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/xml/xml.py", line 67, in _generate_tables
                  with open(file, encoding=self.config.encoding, errors=self.config.encoding_errors) as f:
                       ~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/streaming.py", line 73, in wrapper
                  return function(*args, download_config=download_config, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/file_utils.py", line 967, in xopen
                  return open(main_hop, mode, *args, **kwargs)
              FileNotFoundError: [Errno 2] No such file or directory: '<datasets.utils.file_utils.FilesIterable object at 0x7f647e77a8d0>'

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

VINS Dataset Mirror

Important: this repository is an unofficial Hugging Face mirror of the VINS dataset.

The official project is: https://github.com/sbunian/VINS
The original dataset download is hosted on Google Drive by the VINS authors. This mirror is provided to make the dataset easier for the community to download from Hugging Face.

Dataset description

VINS (Visual Search for Mobile User Interface Design) is an annotated dataset for mobile user interface design research, released with the CHI 2021 paper/repository “VINS: Visual Search for Mobile User Interface Design”.

According to the official repository, the dataset contains UI screens from two design stages:

  • abstract wireframes
  • high-fidelity fully designed interfaces

The UI screens are annotated with bounding boxes for UI component classes, including background images, sliding menus, pop-up windows, input fields, icons, images, text, switches, checked views, text buttons, and page indicators.

Files in this mirror

  • VINS.zip — original Google Drive dataset archive downloaded from the official VINS GitHub link.
  • SHA256SUMS — checksum generated for the mirrored archive.

Current mirrored archive checksum:

b572ce21b742dedb907ee46c6afa5ee124637405b7ad99db5f04647a13dbca9f  VINS.zip

Archive structure

The archive contains an All Dataset/ directory with subsets such as:

  • Wireframes/
  • Android/
  • Rico/
  • iphone/
  • uplabs/

Each subset includes:

  • Annotations/ — XML annotation files
  • JPEGImages/ — UI screen images

A local integrity check of the mirrored zip completed successfully (zipfile.testzip() -> None). The archive listing showed 19,160 zip entries, including macOS metadata files (__MACOSX/, .DS_Store) from the original package.

Download

Using huggingface_hub:

from huggingface_hub import hf_hub_download

path = hf_hub_download(
    repo_id="leosltl/VINS",
    repo_type="dataset",
    filename="VINS.zip",
)
print(path)

Using the HF CLI:

hf download leosltl/VINS VINS.zip --repo-type dataset

Original source

Citation

If you use this dataset, please cite the original VINS work and follow the terms/requirements from the official project and paper. This repository is only a mirror and does not claim ownership of the dataset.

@inproceedings{bunian2021vins,
  title = {VINS: Visual Search for Mobile User Interface Design},
  year = {2021},
  note = {Please verify the complete BibTeX metadata from the official paper or proceedings before publication.}
}

Disclaimer

This is an unofficial mirror. Dataset copyright, license, and usage permissions remain with the original authors and/or upstream data sources. If you are an author or rights holder and want this mirror changed or removed, please open an issue or contact the repository owner on Hugging Face.

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