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Datasets › COCO-Noisy

COCO-Noisy (Microsoft Common Objects in Context with 20% of Noisy Correspondence and 1K test data)

Introduced by Zhenyu Huang et al. in Learning with Noisy Correspondence for Cross-modal Matching1 Dec 2021 archive 2025-07-28

This dataset is based on MS COCO that have 20% of data randomly shuffled to simulate noisy correspondence.

BenchmarksPapers 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
Cross-modal retrieval with noisy correspondence COCO-Noisy ReCon R-Sum 528.6 ReCon: Enhancing True Correspondence Discrimination... qxzha/ReCon 17 Compare

Papers archive 2025-07-28

17 shown of 17 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 17. 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
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning 1 1 27 Feb 2025 ran 3 of 5 samples (2 unverified)
UGNCL: Uncertainty-Guided Noisy Correspondence Learning for Efficient Cross-Modal Matching 1 1 11 Jul 2024 not harvested
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning 1 1 27 May 2024 ran 4 of 6 samples (2 unverified; 6 pointer-only for licence)
Learning with Noisy Correspondence 0 1 13 Apr 2024 not harvested
Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining 1 1 25 Mar 2024 not harvested
NAC: Mitigating Noisy Correspondence in Cross-Modal Matching Via Neighbor Auxiliary Corrector 0 1 18 Mar 2024 not harvested
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence 0 1 13 Mar 2024 not harvested
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval 1 1 8 Mar 2024 ran 8 of 10 samples (2 unverified; 10 pointer-only for licence)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation 0 1 27 Dec 2023 not harvested
Cross-modal Active Complementary Learning with Self-refining Correspondence 1 1 26 Oct 2023 ran 23 of 28 samples (5 unverified; 28 pointer-only for licence)
Learning From Noisy Correspondence With Tri-Partition for Cross-Modal Matching 0 1 22 Sep 2023 not harvested
Noisy Correspondence Learning with Meta Similarity Correction 1 1 13 Apr 2023 ran 2 of 2 samples (0 unverified)
Integrating Language Guidance Into Image-Text Matching for Correcting False Negatives 1 1 24 Mar 2023 not harvested
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency 1 1 22 Mar 2023 ran 9 of 11 samples (2 unverified; 11 pointer-only for licence)
Cross-Modal Retrieval with Partially Mismatched Pairs 1 1 22 Feb 2023 not harvested
Deep Evidential Learning with Noisy Correspondence for Cross-Modal Retrieval 1 1 10 Oct 2022 not harvested
Learning with Noisy Correspondence for Cross-modal Matching 1 1 1 Dec 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Cross-modal retrieval with noisy correspondence

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

ImagesTexts

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • COCO-Noisy

1 variant name, as the archive lists them.

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