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Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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CelebA-C: Digital Corruptions

Authors: Lavanya B; Janani S;

CelebA-C: Digital Corruptions

Abstract

This dataset is part of the CelebA-C benchmark, a large-scale image corruption dataset derived from the CelebA face dataset for evaluating model robustness under distribution shift. This record contains the Digital-based corruption subset, including Contrast, Elastic_transform, JPEG_compression, Pixelate, Saturate and Spatter each generated at five severity levels on the CelebA test split. Images are stored in HDF5 format with lossless gzip compression and chunked storage to enable efficient loading and reproducible evaluation. The complete CelebA-C benchmark is released as four complementary datasets due to repository size constraints:(i) Celeba_blur.h5(ii) Celeba_noise.h5(iii) Celeba_digital.h5, and(iv) Celeba_weather.h5 (refer to the DOIs of the other three datasets in the Related Works section)Together, these four records constitute the complete CelebA-C dataset.

Keywords

benchmark dataset, CelebA-C, noise based corruptions, distribution shift, image corruptions, robustness, celeba, computer vision

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average