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GeneCIS

Introduced by Sagar Vaze et al. in GeneCIS: A Benchmark for General Conditional Image Similarity13 Jun 2023 archive 2025-07-28

GeneCIS benchmark is designed for measuring models’ ability to adapt to a range of similarity conditions, which is zero-shot evaluation only.

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
Zero-Shot Composed Image Retrieval (ZS-CIR) GeneCIS OSrCIR (CLIP G/14) A-R@1 19.6 Reason-before-Retrieve: One-Stage Reflective... Pter61/osrcir 11 Compare

Papers archive 2025-07-28

5 shown of 5 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 16. 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
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 1 3 15 Dec 2024 not harvested
Language-only Efficient Training of Zero-shot Composed Image Retrieval 1 2 4 Dec 2023 ran 3 of 8 samples (5 unverified; 8 pointer-only for licence)
Vision-by-Language for Training-Free Compositional Image Retrieval 1 3 13 Oct 2023 ran 4 of 8 samples (4 unverified)
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval 1 1 28 Sep 2023 ran 1 of 1 samples (0 unverified)
Zero-Shot Composed Image Retrieval with Textual Inversion 2 2 27 Mar 2023 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

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

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • GeneCIS

1 variant name, as the archive lists them.

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