Datasets › OVEN

OVEN (Open-domain Visual Entity Recognition)

Introduced by Hexiang Hu et al. in Open-domain Visual Entity Recognition: Towards Recognizing Millions of Wikipedia Entities22 Feb 2023 archive 2025-07-28

In this project, we formally present the task of Open-domain Visual Entity recognitioN (OVEN), where a model need to link an image onto a Wikipedia entity with respect to a text query. We construct OVEN-Wiki by re-purposing 14 existing datasets with all labels grounded onto one single label space: Wikipedia entities. OVEN challenges models to select among six million possible Wikipedia entities, making it a general visual recognition benchmark with the largest number of labels.

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
Fine-Grained Image Recognition OVEN PaLI-X Accuracy 23.1 PaLI-X: On Scaling up a Multilingual Vision and Language Model kyegomez/PALI +1 5 Compare

Papers archive 2025-07-28

3 shown of 3 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 19. 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
Retrieval-Enhanced Contrastive Vision-Text Models 0 1 12 Jun 2023 not harvested
PaLI-X: On Scaling up a Multilingual Vision and Language Model 2 1 29 May 2023 ran 6 of 7 samples (1 unverified)
Open-domain Visual Entity Recognition: Towards Recognizing Millions of Wikipedia Entities 2 3 22 Feb 2023 ran 1 of 4 samples (3 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Apache-2.0

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • OVEN

1 variant name, as the archive lists them.

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