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NUS-WIDE

Introduced in NUS-WIDE: a real-world web image database from National University of Singapore1 Jan 2009 archive 2025-07-28

The NUS-WIDE dataset contains 269,648 images with a total of 5,018 tags collected from Flickr. These images are manually annotated with 81 concepts, including objects and scenes.

Source: Parallel Grid Pooling for Data Augmentation

Image Source: Li et al

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 3 leaderboards 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
Multi-label zero-shot learning NUS-WIDE MKT(CLIP) mAP 42.7 Open-Vocabulary Multi-Label Classification via... sunanhe/mkt 10 Compare
Multi-Label Classification NUS-WIDE Q2L-CvT(resolution 384, ImageNet-21K pretrained) MAP 70.1 Query2Label: A Simple Transformer Way to Multi-Label... SlongLiu/query2labels +2 9 Compare
Image Retrieval NUS-WIDE DTQ MAP 0.801 Deep Triplet Quantization thulab/DeepHash 1 Compare

Papers archive 2025-07-28

16 shown of 16 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 348. 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
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image Classification 1 1 14 Sep 2022 not harvested
Open Vocabulary Multi-Label Classification with Dual-Modal Decoder on Aligned Visual-Textual Features 0 2 19 Aug 2022 not harvested
Open-Vocabulary Multi-Label Classification via Multi-Modal Knowledge Transfer 1 2 5 Jul 2022 ran 3 of 7 samples (4 unverified)
ML-Decoder: Scalable and Versatile Classification Head 1 1 25 Nov 2021 ran 2 of 5 samples (3 unverified)
Discriminative Region-based Multi-Label Zero-Shot Learning 1 1 20 Aug 2021 ran 7 of 7 samples (0 unverified)
Query2Label: A Simple Transformer Way to Multi-Label Classification 3 3 22 Jul 2021 ran 2 of 2 samples (0 unverified)
Multi-layered Semantic Representation Network for Multi-label Image Classification 1 1 22 Jun 2021 not harvested
Semantic Diversity Learning for Zero-Shot Multi-label Classification 1 1 12 May 2021 not harvested
Generative Multi-Label Zero-Shot Learning 1 1 27 Jan 2021 not harvested
Asymmetric Loss For Multi-Label Classification 5 1 29 Sep 2020 ran 4 of 12 samples (8 unverified; 7 pointer-only for licence)
A Shared Multi-Attention Framework for Multi-Label Zero-Shot Learning 1 1 1 Jun 2020 not harvested
Cross-Modality Attention with Semantic Graph Embedding for Multi-Label Classification 0 1 17 Dec 2019 not harvested
Deep Triplet Quantization 1 1 1 Feb 2019 ran 0 of 7 samples (7 unverified)
Multi-Label Image Classification via Knowledge Distillation from Weakly-Supervised Detection 1 1 16 Sep 2018 not harvested
Learning Spatial Regularization with Image-level Supervisions for Multi-label Image Classification 2 1 20 Feb 2017 not harvested
Fast Zero-Shot Image Tagging 0 1 31 May 2016 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Image RetrievalMulti-Label ClassificationCross-Modal RetrievalMultiview ClusteringMulti-label zero-shot learning

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • NUS-WIDE

1 variant name, as the archive lists them.

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