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Datasets › ANIMAL

ANIMAL (ANIMAL-10N)

archive 2025-07-28

10 classes with 50, 000 training and 5, 000 testing images. Please note that, in ANIMAL10N, noisy labels were injected naturally by human mistakes, where its noise rate was estimated at 8%.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Learning with noisy labels ANIMAL Jigsaw-ViT Accuracy 89.0 Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer yingyichen-cyy/JigsawViT 19 Compare

Papers archive 2025-07-28

15 shown of 15 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 15. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
PSSCL: A progressive sample selection framework with contrastive loss designed for noisy labels 1 1 18 Dec 2024 not harvested
CLIPCleaner: Cleaning Noisy Labels with CLIP 1 1 19 Aug 2024 not harvested
Cross-to-merge training with class balance strategy for learning with noisy labels 1 1 1 Apr 2024 not harvested
SURE: SUrvey REcipes for building reliable and robust deep networks 1 1 1 Mar 2024 ran 5 of 6 samples (1 unverified; 6 pointer-only for licence)
Partial Label Supervision for Agnostic Generative Noisy Label Learning 1 1 2 Aug 2023 not harvested
Dynamic Loss For Robust Learning 1 1 22 Nov 2022 not harvested
Bootstrapping the Relationship Between Images and Their Clean and Noisy Labels 1 1 17 Oct 2022 not harvested
Instance-Dependent Noisy Label Learning via Graphical Modelling 1 3 2 Sep 2022 not harvested
Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer 1 1 25 Jul 2022 not harvested
Compressing Features for Learning with Noisy Labels 1 1 27 Jun 2022 not harvested
Scalable Penalized Regression for Noise Detection in Learning with Noisy Labels 1 1 15 Mar 2022 ran 1 of 3 samples (2 unverified; 3 pointer-only for licence)
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise 1 1 22 Nov 2021 not harvested
Boosting Co-teaching with Compression Regularization for Label Noise 1 2 28 Apr 2021 ran 2 of 14 samples (12 unverified)
Learning with Feature-Dependent Label Noise: A Progressive Approach 1 2 13 Mar 2021 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
SELFIE: Refurbishing Unclean Samples for Robust Deep Learning 1 1 15 Jun 2019 not harvested

Dataset loaders archive 2025-07-28

docs.activeloop.ai/datasets/animal-animal10n-datasetactiveloopai/Hubtfpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Learning with noisy labels

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ANIMAL

1 variant name, as the archive lists them.

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