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Generalized Referring Expression Segmentation

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Papers

GREx: Generalized Referring Expression Segmentation, Comprehension, and Generation

2026-01-08 · Henghui Ding, Chang Liu, Shuting He, Xudong Jiang 외 arxiv

Referring Expression Segmentation (RES) and Comprehension (REC) respectively segment and detect the object described by an expression, while Referring Expression Generation (REG) generates an expression for the selected …

Generalized Referring Expression SegmentationReferring expression generation

Generalized Referring Expression Segmentation on Aerial Photos

2025-12-08 · Luís Marnoto, Alexandre Bernardino, Bruno Martins arxiv

Referring expression segmentation is a fundamental task in computer vision that integrates natural language understanding with precise visual localization of target regions. Considering aerial imagery (e.g., modern aeria…

Generalized Referring Expression SegmentationNatural Language UnderstandingSemantic SegmentationVisual Localization

Latent Expression Generation for Referring Image Segmentation and Grounding

2025-08-07 · Seonghoon Yu, Junbeom Hong, Joonseok Lee, Jeany Son arxiv

Visual grounding tasks, such as referring image segmentation (RIS) and referring expression comprehension (REC), aim to localize a target object based on a given textual description. The target object in an image can be …

Generalized Referring Expression SegmentationContrastive LearningImage SegmentationVisual Grounding

DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy

2025-07-02 · Ming Dai, Wenxuan Cheng, Jiang-Jiang Liu, Sen yang 외

Referring Image Segmentation (RIS) is a challenging task that aims to segment objects in an image based on natural language expressions. While prior studies have predominantly concentrated on improving vision-language in…

Data AugmentationGeneralized Referring Expression SegmentationImage SegmentationReading Comprehension+2

Refer to Anything with Vision-Language Prompts

2025-06-05 · Shengcao Cao, Zijun Wei, Jason Kuen, Kangning Liu 외

Recent image segmentation models have advanced to segment images into high-quality masks for visual entities, and yet they cannot provide comprehensive semantic understanding for complex queries based on both language an…

BenchmarkingGeneralized Referring Expression SegmentationImage SegmentationReferring Expression+3

Hierarchical Alignment-enhanced Adaptive Grounding Network for Generalized Referring Expression Comprehension

2025-01-02 · Yaxian Wang, Henghui Ding, Shuting He, Xudong Jiang 외

In this work, we address the challenging task of Generalized Referring Expression Comprehension (GREC). Compared to the classic Referring Expression Comprehension (REC) that focuses on single-target expressions, GREC ext…

Generalized Referring Expression ComprehensionGeneralized Referring Expression SegmentationObject CountingPhrase Grounding+3

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