CutClean balanced datasets (ICPR 2026)

README.md

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+---
+license: other
+license_name: mixed-see-provenance
+license_link: https://doi.org/10.1007/978-3-032-31452-9_30
+task_categories:
+  - image-classification
+tags:
+  - privacy
+  - pruning
+  - debiasing
+  - fairness
+pretty_name: CutClean balanced datasets
+---
+
+# CutClean: balanced datasets
+
+Data accompanying:
+
+> Leonardo Magliolo, Vito Paolo Pastore, Giuseppe Valenzise, Enzo Tartaglione.
+> **CutClean: Neural Network Pruning for Privacy-Preserving Inference.**
+> *Pattern Recognition* — Proceedings of the 28th International Conference on Pattern
+> Recognition (ICPR 2026), Lyon, France. Lecture Notes in Computer Science, Springer
+> Nature Switzerland, pp. 450–465.
+> [doi:10.1007/978-3-032-31452-9_30](https://doi.org/10.1007/978-3-032-31452-9_30)
+
+Code: https://github.com/<user>/CutClean
+
+The datasets commonly used to benchmark model debiasing are built with a strong
+correlation between the target and the private attribute. CutClean studies privacy leakage
+that arises *independently* of such spurious correlations, so every dataset here is a custom
+version balanced with respect to both the target and the private attribute.
+
+## Contents
+
+| File | Size | Content |
+| --- | --- | --- |
+| `corrupted_cifar10_unbiased.tar.gz` | 25 MB | 12,700 images, ten target classes, ten corruption types as private attribute |
+| `waterbirds_unbiased.tar.gz` | 283 MB | 3,324 images, waterbird/landbird target, background as private attribute |
+| `celeba_manifests/*.csv` | 1 MB | split manifests for the two CelebA configurations |
+| `SHA256SUMS` | | checksums of the archives |
+
+Both archives expand to one directory per split, containing one folder per target class.
+The label and the private attribute are encoded in each file name as
+`..._lbl<TARGET>_bias<PRIVATE>.png`.
+
+```
+corrupted_cifar_unbiased/{train,valid,test}/<class>/img_XXXXXX_lbl<Y>_bias<B>.png
+waterbirds_unbiased/{train,val,test}/<class>/img_XXXXXX_id<N>_lbl<Y>_bias<B>.png
+```
+
+Split sizes follow the paper: 8,900 / 2,500 / 1,300 for Corrupted-CIFAR10 and
+2,328 / 664 / 332 for Waterbirds.
+
+## CelebA is not redistributed
+
+The CelebA images are covered by a licence that restricts redistribution, so only the
+manifests are published here. Each CSV lists, for seeds 0, 1 and 2, the exact balanced
+subset used in the experiments:
+
+| column | meaning |
+| --- | --- |
+| `seed` | seed of the balanced subsampling |
+| `split` | `train`, `valid` or `test` |
+| `image_id` | file name inside `img_align_celeba/` |
+| `target` | target attribute (`Blond_Hair` or `Heavy_Makeup`) |
+| `bias` | private attribute, gender |
+
+Subset sizes match the paper: 5,548 / 728 / 720 for the blond-hair configuration and
+812 / 36 / 88 for heavy make-up. The training code reproduces these subsets on its own from
+the official CelebA release, which it downloads on first use; the manifests are provided so
+the exact selection can be audited or pinned independently of the pandas version.
+
+## Usage
+
+```python
+from huggingface_hub import snapshot_download
+snapshot_download(repo_id="imDalton/cutclean-datasets", repo_type="dataset",
+                  local_dir="data")
+```
+
+The reference implementation does this for you:
+
+```bash
+python src/data_setup.py --root ./data
+```
+
+## Provenance and licensing
+
+These are derived datasets. The terms of the original sources apply, and each of them must
+be consulted before use:
+
+- **Corrupted-CIFAR10** is built from CIFAR-10 (Krizhevsky, 2009) by applying the corruption
+  functions of Hendrycks and Dietterich, *Benchmarking Neural Network Robustness to Common
+  Corruptions and Perturbations*, ICLR 2019 (Apache-2.0), following the protocol of Nam et
+  al., *Learning from Failure*, NeurIPS 2020.
+- **Waterbirds** is built from CUB-200-2011 (Wah et al., 2011) and Places (Zhou et al.,
+  2017), following Sagawa et al., *Distributionally Robust Neural Networks*, ICLR 2020.
+  CUB-200-2011 is made available for non-commercial research purposes only, and that
+  restriction carries over to this derivative.
+- **CelebA** (Liu et al., ICCV 2015) is available for non-commercial research purposes only.
+  No CelebA image is redistributed here.
+
+Redistribution is limited to non-commercial research use. If you are a rights holder and
+consider that any material here should not be redistributed, please open a discussion on
+this repository and it will be removed.
+
+## Citation
+
+```bibtex
+@inproceedings{magliolo2026cutclean,
+  author    = {Magliolo, Leonardo and Pastore, Vito Paolo and Valenzise, Giuseppe and Tartaglione, Enzo},
+  title     = {CutClean: Neural Network Pruning for Privacy-Preserving Inference},
+  booktitle = {Pattern Recognition -- 28th International Conference on Pattern Recognition, {ICPR} 2026, Lyon, France, August 17--22, 2026, Proceedings},
+  series    = {Lecture Notes in Computer Science},
+  publisher = {Springer Nature Switzerland},
+  year      = {2026},
+  pages     = {450--465},
+  doi       = {10.1007/978-3-032-31452-9_30}
+}
+```

SHA256SUMS

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+91c8e0e29e38f6e98d9a3429872050a06d54a2acacefe7300f8bb7d80303e9ce  corrupted_cifar10_unbiased.tar.gz
+53f930e31466ca1141818208595ed758f94f54c9653cee832a87cb74c557c691  waterbirds_unbiased.tar.gz

celeba_manifests/celeba-Heavy_Makeup-Male.csv

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