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Referring Expression Comprehension (REC) is a popular multimodal task that aims to accurately detect target objects within a single image based on a given textual expression. However, due to the limitations of earlier models, traditional…

机器学习 · 计算机科学 2025-08-21 Guanghao Jin , Jingpei Wu , Tianpei Guo , Yiyi Niu , Weidong Zhou , Guoyang Liu

Referring Expression Comprehension (REC) is a foundational cross-modal task that evaluates the interplay of language understanding, image comprehension, and language-to-image grounding. It serves as an essential testing ground for…

计算机视觉与模式识别 · 计算机科学 2025-06-16 Xuzheng Yang , Junzhuo Liu , Peng Wang , Guoqing Wang , Yang Yang , Heng Tao Shen

Referring expression comprehension (REC) aims to localize a target object in an image described by a referring expression phrased in natural language. Different from the object detection task that queried object labels have been…

计算机视觉与模式识别 · 计算机科学 2020-12-08 Yanyuan Qiao , Chaorui Deng , Qi Wu

Referring Expression Comprehension (REC) requires models to localize objects in images based on natural language descriptions. Research on the area remains predominantly English-centric, despite increasing global deployment demands. This…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Francisco Nogueira , Alexandre Bernardino , Bruno Martins

Referring Expression Comprehension (REC) is a crucial cross-modal task that objectively evaluates the capabilities of language understanding, image comprehension, and language-to-image grounding. Consequently, it serves as an ideal testing…

计算机视觉与模式识别 · 计算机科学 2025-01-14 Junzhuo Liu , Xuzheng Yang , Weiwei Li , Peng Wang

Video Referring Expression Comprehension (REC) aims to localize a target object in video frames referred by the natural language expression. Recently, the Transformerbased methods have greatly boosted the performance limit. However, we…

计算机视觉与模式识别 · 计算机科学 2022-10-07 Ji Jiang , Meng Cao , Tengtao Song , Yuexian Zou

Referring Expression Comprehension (REC) is a vision-language task that localizes a specific image region based on a textual description. Existing REC benchmarks primarily evaluate perceptual capabilities and lack interpretable scoring…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Tianyi Gao , Hao Li , Han Fang , Xin Wei , Xiaodong Dong , Hongbo Sun , Ye Yuan , Zhongjiang He , Jinglin Xu , Jingmin Xin , Hao Sun

Referring expression comprehension (REC) aims to localize a target object within an image based on a given expression. Although recent advances in vision-language models have led to substantial improvements in REC tasks, current REC…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Zongjian Wu , Lei Zhang

Referring expression comprehension (REF) aims at identifying a particular object in a scene by a natural language expression. It requires joint reasoning over the textual and visual domains to solve the problem. Some popular referring…

计算机视觉与模式识别 · 计算机科学 2020-03-03 Zhenfang Chen , Peng Wang , Lin Ma , Kwan-Yee K. Wong , Qi Wu

Referring Expression Comprehension (REC) aims to identify a particular object in a scene by a natural language expression, and is an important topic in visual language understanding. State-of-the-art methods for this task are based on deep…

计算机视觉与模式识别 · 计算机科学 2024-11-25 Luca Parolari , Elena Izzo , Lamberto Ballan

Referring expression comprehension (REC) aims to localize the target object described by a natural language expression. Recent advances in vision-language learning have led to significant performance improvements in REC tasks. However,…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Kanoko Goto , Takumi Hirose , Mahiro Ukai , Shuhei Kurita , Nakamasa Inoue

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 object. Existing…

计算机视觉与模式识别 · 计算机科学 2026-01-09 Henghui Ding , Chang Liu , Shuting He , Xudong Jiang , Yu-Gang Jiang

Different from universal object detection, referring expression comprehension (REC) aims to locate specific objects referred to by natural language expressions. The expression provides high-level concepts of relevant visual and contextual…

计算机视觉与模式识别 · 计算机科学 2023-06-08 Wei Su , Peihan Miao , Huanzhang Dou , Yongjian Fu , Xi Li

Video Referring Expression Comprehension (REC) aims to localize a target object in videos based on the queried natural language. Recent improvements in video REC have been made using Transformer-based methods with learnable queries.…

计算机视觉与模式识别 · 计算机科学 2023-10-26 Ji Jiang , Meng Cao , Tengtao Song , Long Chen , Yi Wang , Yuexian Zou

Referring expression comprehension (REC) aims at achieving object localization based on natural language descriptions. However, existing REC approaches are constrained by object category descriptions and single-attribute intention…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Hao Guo , Jianfei Zhu , Wei Fan , Chunzhi Yi , Feng Jiang

Referring Expression Comprehension (REC) is one of the most important tasks in visual reasoning that requires a model to detect the target object referred by a natural language expression. Among the proposed pipelines, the one-stage…

计算机视觉与模式识别 · 计算机科学 2022-10-28 Zhipeng Zhang , Zhimin Wei , Zhongzhen Huang , Rui Niu , Peng Wang

Referring Expression Comprehension (REC) aims to localize the target objects specified by free-form natural language descriptions in images. While state-of-the-art methods achieve impressive performance, they perform a dense perception of…

计算机视觉与模式识别 · 计算机科学 2024-06-27 Wei Su , Peihan Miao , Huanzhang Dou , Xi Li

Referring Expression Generation (REG) aims to generate unambiguous Referring Expressions (REs) for objects in a visual scene, with a dual task of Referring Expression Comprehension (REC) to locate the referred object. Existing methods…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Fulong Ye , Yuxing Long , Fangxiang Feng , Xiaojie Wang

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 described in…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Seonghoon Yu , Junbeom Hong , Joonseok Lee , Jeany Son

Referring Expression Comprehension (REC) aims to localize an image region of a given object described by a natural-language expression. While promising performance has been demonstrated, existing REC algorithms make a strong assumption that…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Heng Tao Shen , Cheng Chen , Peng Wang , Lianli Gao , Meng Wang , Jingkuan Song
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