Vision-Language Segmentation

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

7 shown of 7 papers with code (9 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.

• VLSM-Adapter: Finetuning Vision-Language Segmentation Efficiently with Lightweight Blocks
  10 May 2024 2 repositories listed
  Foundation Vision-Language Models (VLMs) trained using large-scale open-domain images and text pairs have recently been adapted to develop Vision-Language Segmentation Models (VLSMs) that allow providing text prompts…
• Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation
  5 May 2025 1 repository listed
  Thus, we have investigated the robustness of VLSMs against adversarial attacks for 2D medical images with different modalities with radiology, photography, and endoscopy.
• TuneVLSeg: Prompt Tuning Benchmark for Vision-Language Segmentation Models
  7 Oct 2024 1 repository listed
  This work presents an open-source benchmarking framework, TuneVLSeg, to integrate various unimodal and multimodal prompt tuning techniques into VLSMs, making prompt tuning usable for downstream segmentation datasets…
• Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning
  4 Dec 2023 1 repository listed
  Moreover, we confirm this observation for object detection on a novel synthetic-to-real benchmark.
• Interpretable Diffusion via Information Decomposition
  12 Oct 2023 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  For diffusion models, we show that a natural non-negative decomposition of mutual information emerges, allowing us to quantify informative relationships between words and pixels in an image.
• Synthetic Boost: Leveraging Synthetic Data for Enhanced Vision-Language Segmentation in Echocardiography
  22 Sep 2023 1 repository listed
  However, the lack of readily available data in echocardiography hampers the training of VLSMs.
• Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models
  15 Aug 2023 1 repository listed
  While VLSMs exhibit enhanced performance in handling pooled datasets with diverse modalities and show potential robustness to domain shifts compared to conventional segmentation models, our results suggest that novel…

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.