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Referring expression comprehension (REC) aims to localize a text-related region in a given image by a referring expression in natural language. Existing methods focus on how to build convincing visual and language representations…

计算机视觉与模式识别 · 计算机科学 2020-03-23 Shuai Wang , Fan Lyu , Wei Feng , Song Wang

Reference expression comprehension (REC) aims to find the location that the phrase refer to in a given image. Proposal generation and proposal representation are two effective techniques in many two-stage REC methods. However, most of the…

计算机视觉与模式识别 · 计算机科学 2020-12-22 Chao Yang , Guoqing Wang , Dongsheng Li , Huawei Shen , Su Feng , Bin Jiang

Grammatical Error Correction (GEC) should not focus only on high accuracy of corrections but also on interpretability for language learning. However, existing neural-based GEC models mainly aim at improving accuracy, and their…

计算与语言 · 计算机科学 2022-03-15 Masahiro Kaneko , Sho Takase , Ayana Niwa , Naoaki Okazaki

Humans are undoubtedly the most important participants in computer vision, and the ability to detect any individual given a natural language description, a task we define as referring to any person, holds substantial practical value.…

计算机视觉与模式识别 · 计算机科学 2025-05-13 Qing Jiang , Lin Wu , Zhaoyang Zeng , Tianhe Ren , Yuda Xiong , Yihao Chen , Qin Liu , Lei Zhang

Existing visual grounding benchmarks primarily evaluate alignment between image regions and literal referring expressions, where models can often succeed by matching a prominent named category. We explore a complementary and more…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Ruozhen He , Nisarg A. Shah , Qihua Dong , Zilin Xiao , Jaywon Koo , Vicente Ordonez

Grounding textual expressions on scene objects from first-person views is a truly demanding capability in developing agents that are aware of their surroundings and behave following intuitive text instructions. Such capability is of…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Shuhei Kurita , Naoki Katsura , Eri Onami

We propose an approach to referring expression generation (REG) in visually grounded dialogue that is meant to produce referring expressions (REs) that are both discriminative and discourse-appropriate. Our method constitutes a two-stage…

计算与语言 · 计算机科学 2024-09-10 Bram Willemsen , Gabriel Skantze

Referring image segmentation aims at segmenting the foreground masks of the entities that can well match the description given in the natural language expression. Previous approaches tackle this problem using implicit feature interaction…

计算机视觉与模式识别 · 计算机科学 2020-10-02 Shaofei Huang , Tianrui Hui , Si Liu , Guanbin Li , Yunchao Wei , Jizhong Han , Luoqi Liu , Bo Li

REC (REGULAR EXPRESSION COMPILER) is a programming language of simple structure developed originally for the PDP-8 computer of the Digital Equipment, Corporation, but readily adaptable to any other general purpose computer. It has been used…

编程语言 · 计算机科学 2011-07-15 Harold V. McIntosh

We consider generation and comprehension of natural language referring expression for objects in an image. Unlike generic "image captioning" which lacks natural standard evaluation criteria, quality of a referring expression may be measured…

计算机视觉与模式识别 · 计算机科学 2017-01-13 Ruotian Luo , Gregory Shakhnarovich

Humans refer to objects in their environments all the time, especially in dialogue with other people. We explore generating and comprehending natural language referring expressions for objects in images. In particular, we focus on…

计算机视觉与模式识别 · 计算机科学 2016-08-11 Licheng Yu , Patrick Poirson , Shan Yang , Alexander C. Berg , Tamara L. Berg

Emotion Recognition in Conversations (ERC) is a key step towards successful human-machine interaction. While the field has seen tremendous advancement in the last few years, new applications and implementation scenarios present novel…

计算与语言 · 计算机科学 2024-10-22 Patrícia Pereira , Helena Moniz , Joao Paulo Carvalho

Referring Expression Segmentation (RES) is an emerging task in computer vision, which segments the target instances in images based on text descriptions. However, its development is plagued by the expensive segmentation labels. To address…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Minglang Huang , Yiyi Zhou , Gen Luo , Guannan Jiang , Weilin Zhuang , Xiaoshuai Sun

Referring image segmentation (RIS) aims to segment objects in an image conditioning on free-from text descriptions. Despite the overwhelming progress, it still remains challenging for current approaches to perform well on cases with various…

计算机视觉与模式识别 · 计算机科学 2023-12-04 Yajie Liu , Pu Ge , Haoxiang Ma , Shichao Fan , Qingjie Liu , Di Huang , Yunhong Wang

Given a natural language expression and an image/video, the goal of referring segmentation is to produce the pixel-level masks of the entities described by the subject of the expression. Previous approaches tackle this problem by implicit…

计算机视觉与模式识别 · 计算机科学 2021-05-18 Si Liu , Tianrui Hui , Shaofei Huang , Yunchao Wei , Bo Li , Guanbin Li

The task in referring expression comprehension is to localise the object instance in an image described by a referring expression phrased in natural language. As a language-to-vision matching task, the key to this problem is to learn a…

计算机视觉与模式识别 · 计算机科学 2018-12-13 Peng Wang , Qi Wu , Jiewei Cao , Chunhua Shen , Lianli Gao , Anton van den Hengel

Referring expressions are natural language constructions used to identify particular objects within a scene. In this paper, we propose a unified framework for the tasks of referring expression comprehension and generation. Our model is…

计算机视觉与模式识别 · 计算机科学 2017-04-19 Licheng Yu , Hao Tan , Mohit Bansal , Tamara L. Berg

Referring expression comprehension aims to locate the object instance described by a natural language referring expression in an image. This task is compositional and inherently requires visual reasoning on top of the relationships among…

计算机视觉与模式识别 · 计算机科学 2019-09-19 Sibei Yang , Guanbin Li , Yizhou Yu

Textual Question Answering (QA) aims to provide precise answers to user's questions in natural language using unstructured data. One of the most popular approaches to this goal is machine reading comprehension(MRC). In recent years, many…

计算与语言 · 计算机科学 2022-02-07 Yang Bai , Daisy Zhe Wang

Referring Expression Comprehension (REC) has become one of the most important tasks in visual reasoning, since it is an essential step for many vision-and-language tasks such as visual question answering. However, it has not been widely…

计算机视觉与模式识别 · 计算机科学 2021-05-06 Wei Suo , Mengyang Sun , Peng Wang , Qi Wu