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Egocentric Referring Video Object Segmentation (Ego-RVOS) aims to segment the specific object actively involved in a human action, as described by a language query, within first-person videos. This task is critical for understanding…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Haijing Liu , Zhiyuan Song , Hefeng Wu , Tao Pu , Keze Wang , Liang Lin

Large vision-language models (LVLMs) are increasingly deployed in interactive applications such as virtual and augmented reality, where a first-person (egocentric) view captured by head-mounted cameras serves as key input. While this view…

计算机视觉与模式识别 · 计算机科学 2025-10-27 Insu Lee , Wooje Park , Jaeyun Jang , Minyoung Noh , Kyuhong Shim , Byonghyo Shim

Robust 3D hand reconstruction in egocentric vision is challenging due to depth ambiguity, self-occlusion, and complex hand-object interactions. Prior methods mitigate these issues by scaling training data or adding auxiliary cues, but they…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Binzhu Xie , Shi Qiu , Sicheng Zhang , Yinqiao Wang , Hao Xu , Muzammal Naseer , Chi-Wing Fu , Pheng-Ann Heng

Enabling robots to grasp objects specified through natural language is essential for effective human-robot interaction, yet it remains a significant challenge. Existing approaches often struggle with open-form language expressions and…

机器人学 · 计算机科学 2025-09-11 Houjian Yu , Zheming Zhou , Min Sun , Omid Ghasemalizadeh , Yuyin Sun , Cheng-Hao Kuo , Arnie Sen , Changhyun Choi

Grounding 3D scene affordance aims to locate interactive regions in 3D environments, which is crucial for embodied agents to interact intelligently with their surroundings. Most existing approaches achieve this by mapping semantics to 3D…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Cuiyu Liu , Wei Zhai , Yuhang Yang , Hongchen Luo , Sen Liang , Yang Cao , Zheng-Jun Zha

In this work, we tackle the egocentric visual query localization (VQL), where a model should localize the query object in a long-form egocentric video. Frequent and abrupt viewpoint changes in egocentric videos cause significant object…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Joohyun Chang , Soyeon Hong , Hyogun Lee , Seong Jong Ha , Dongho Lee , Seong Tae Kim , Jinwoo Choi

Understanding physical transformation processes is crucial for both human cognition and artificial intelligence systems, particularly from an egocentric perspective, which serves as a key bridge between humans and machines in action…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Mengmeng Ge , Takashi Isobe , Xu Jia , Yanan Sun , Zetong Yang , Weinong Wang , Dong Zhou , Dong Li , Huchuan Lu , Emad Barsoum

While Large Multimodal Models (LMMs) have made significant progress, they remain largely text-centric, relying on language as their core reasoning modality. As a result, they are limited in their ability to handle reasoning tasks that are…

计算机视觉与模式识别 · 计算机科学 2025-12-25 Kelvin Li , Chuyi Shang , Leonid Karlinsky , Rogerio Feris , Trevor Darrell , Roei Herzig

First-person video highlights a camera-wearer's activities in the context of their persistent environment. However, current video understanding approaches reason over visual features from short video clips that are detached from the…

计算机视觉与模式识别 · 计算机科学 2023-11-13 Tushar Nagarajan , Santhosh Kumar Ramakrishnan , Ruta Desai , James Hillis , Kristen Grauman

We present the first systematic analysis of multimodal large language models (MLLMs) in personalized question-answering requiring ego-grounding - the ability to understand the camera-wearer in egocentric videos. To this end, we introduce…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Junbin Xiao , Shenglang Zhang , Pengxiang Zhu , Angela Yao

Interactive object understanding, or what we can do to objects and how is a long-standing goal of computer vision. In this paper, we tackle this problem through observation of human hands in in-the-wild egocentric videos. We demonstrate…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Mohit Goyal , Sahil Modi , Rishabh Goyal , Saurabh Gupta

Remote Sensing Visual Grounding (RSVG) aims to localize target objects in large-scale aerial imagery based on natural language descriptions. Owing to the vast spatial scale and high semantic ambiguity of remote sensing scenes, these…

计算机视觉与模式识别 · 计算机科学 2026-01-30 Shiqi Huang , Shuting He , Bihan Wen

Many artwork collections contain textual attributes that provide rich and contextualised descriptions of artworks. Visual grounding offers the potential for localising subjects within these descriptions on images, however, existing…

计算机视觉与模式识别 · 计算机科学 2024-10-17 Selina Khan , Nanne van Noord

Traditional control and planning for robotic manipulation heavily rely on precise physical models and predefined action sequences. While effective in structured environments, such approaches often fail in real-world scenarios due to…

机器人学 · 计算机科学 2025-08-08 Jin Wang , Weijie Wang , Boyuan Deng , Heng Zhang , Rui Dai , Nikos Tsagarakis

With the rising need for spatially grounded tasks such as Vision-Language Navigation/Action, allocentric perception capabilities in Vision-Language Models (VLMs) are receiving growing focus. However, VLMs remain brittle on allocentric…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Hengyi Wang , Ruiqiang Zhang , Chang Liu , Guanjie Wang , Zehua Ma , Han Fang , Weiming Zhang

Multimodal Large Language Models (MLLMs) have recently achieved remarkable progress in vision-language understanding. Yet, human perception is inherently multisensory, integrating sight, sound, and motion to reason about the world. Among…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Bingwen Zhu , Yuqian Fu , Qiaole Dong , Guolei Sun , Tianwen Qian , Yuzheng Wu , Danda Pani Paudel , Xiangyang Xue , Yanwei Fu

Object understanding in egocentric visual data is arguably a fundamental research topic in egocentric vision. However, existing object datasets are either non-egocentric or have limitations in object categories, visual content, and…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Chenchen Zhu , Fanyi Xiao , Andres Alvarado , Yasmine Babaei , Jiabo Hu , Hichem El-Mohri , Sean Chang Culatana , Roshan Sumbaly , Zhicheng Yan

Improving the effectiveness of human-robot interaction requires social robots to accurately infer human goals through robust intention understanding. This challenge is particularly critical in multimodal settings, where agents must…

人机交互 · 计算机科学 2026-04-28 Hamed Rahimi , Clemence Grislain , Adrien Jacquet Cretides , Olivier Sigaud , Mohamed Chetouani

Visual grounding is a task to ground referring expressions in images, e.g., localize "the white truck in front of the yellow one". To resolve this task fundamentally, the model should first find out the contextual objects (e.g., the…

计算机视觉与模式识别 · 计算机科学 2020-04-13 Daqing Liu , Hanwang Zhang , Zheng-Jun Zha , Meng Wang , Qianru Sun

Object-goal visual navigation requires robots to reason over semantic structure and act effectively under partial observability. Recent approaches based on object-level topological maps enable long-horizon navigation without dense geometric…

机器人学 · 计算机科学 2026-03-27 Yanmei Jiao , Anpeng Lu , Wenhan Hu , Rong Xiong , Yue Wang , Huajin Tang , Wen-an Zhang