Semantic Image-Text Similarity

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

3 shown of 3 papers with code (4 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models
  5 Jun 2024 1 repository listed Syntology ran 8 of 13 samples · 5 unverified
  The local visual areas are then cross-aligned with the finer descriptions by creating a similarity matrix using the pre-trained VLM.
• Linguistic-Aware Patch Slimming Framework for Fine-grained Cross-Modal Alignment
  1 Jan 2024 1 repository listed
  We propose a novel Linguistic-Aware Patch Slimming (LAPS) framework for fine-grained alignment which explicitly identifies redundant visual patches with language supervision and rectifies their semantic and spatial…
• Learning the Best Pooling Strategy for Visual Semantic Embedding
  9 Nov 2020 1 repository listed
  Visual Semantic Embedding (VSE) is a dominant approach for vision-language retrieval, which aims at learning a deep embedding space such that visual data are embedded close to their semantic text labels or descriptions.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.