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Recently, there has been a growing interest in wearable sensors which provides new research perspectives for 360 {\deg} video analysis. However, the lack of 360 {\deg} datasets in literature hinders the research in this field. To bridge…

计算机视觉与模式识别 · 计算机科学 2020-10-19 Keshav Bhandari , Mario A. DeLaGarza , Ziliang Zong , Hugo Latapie , Yan Yan

Despite extensive efforts on egocentric video datasets and benchmarks, understanding users' internal states, which is crucial for enabling seamless AI assistant experiences, remains largely overlooked. In this work, we introduce…

In Composed Video Retrieval, a video and a textual description which modifies the video content are provided as inputs to the model. The aim is to retrieve the relevant video with the modified content from a database of videos. In this…

计算机视觉与模式识别 · 计算机科学 2024-07-24 Thomas Hummel , Shyamgopal Karthik , Mariana-Iuliana Georgescu , Zeynep Akata

We present Ego-Exo4D, a diverse, large-scale multimodal multiview video dataset and benchmark challenge. Ego-Exo4D centers around simultaneously-captured egocentric and exocentric video of skilled human activities (e.g., sports, music,…

计算机视觉与模式识别 · 计算机科学 2024-09-27 Kristen Grauman , Andrew Westbury , Lorenzo Torresani , Kris Kitani , Jitendra Malik , Triantafyllos Afouras , Kumar Ashutosh , Vijay Baiyya , Siddhant Bansal , Bikram Boote , Eugene Byrne , Zach Chavis , Joya Chen , Feng Cheng , Fu-Jen Chu , Sean Crane , Avijit Dasgupta , Jing Dong , Maria Escobar , Cristhian Forigua , Abrham Gebreselasie , Sanjay Haresh , Jing Huang , Md Mohaiminul Islam , Suyog Jain , Rawal Khirodkar , Devansh Kukreja , Kevin J Liang , Jia-Wei Liu , Sagnik Majumder , Yongsen Mao , Miguel Martin , Effrosyni Mavroudi , Tushar Nagarajan , Francesco Ragusa , Santhosh Kumar Ramakrishnan , Luigi Seminara , Arjun Somayazulu , Yale Song , Shan Su , Zihui Xue , Edward Zhang , Jinxu Zhang , Angela Castillo , Changan Chen , Xinzhu Fu , Ryosuke Furuta , Cristina Gonzalez , Prince Gupta , Jiabo Hu , Yifei Huang , Yiming Huang , Weslie Khoo , Anush Kumar , Robert Kuo , Sach Lakhavani , Miao Liu , Mi Luo , Zhengyi Luo , Brighid Meredith , Austin Miller , Oluwatumininu Oguntola , Xiaqing Pan , Penny Peng , Shraman Pramanick , Merey Ramazanova , Fiona Ryan , Wei Shan , Kiran Somasundaram , Chenan Song , Audrey Southerland , Masatoshi Tateno , Huiyu Wang , Yuchen Wang , Takuma Yagi , Mingfei Yan , Xitong Yang , Zecheng Yu , Shengxin Cindy Zha , Chen Zhao , Ziwei Zhao , Zhifan Zhu , Jeff Zhuo , Pablo Arbelaez , Gedas Bertasius , David Crandall , Dima Damen , Jakob Engel , Giovanni Maria Farinella , Antonino Furnari , Bernard Ghanem , Judy Hoffman , C. V. Jawahar , Richard Newcombe , Hyun Soo Park , James M. Rehg , Yoichi Sato , Manolis Savva , Jianbo Shi , Mike Zheng Shou , Michael Wray

Multi-view egocentric dynamic scene reconstruction holds significant research value for applications in holographic documentation of social interactions. However, existing reconstruction datasets focus on static multi-view or…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Bate Li , Houqiang Zhong , Zhengxue Cheng , Qiang Hu , Qiang Wang , Li Song , Wenjun Zhang

In recent years, we have seen the performance of video-based person Re-Identification (ReID) methods have improved considerably. However, most of the work in this area has dealt with videos acquired by fixed cameras with wider field of…

计算机视觉与模式识别 · 计算机科学 2019-09-10 Emrah Basaran , Yonatan Tariku Tesfaye , Mubarak Shah

We introduce an approach for pre-training egocentric video models using large-scale third-person video datasets. Learning from purely egocentric data is limited by low dataset scale and diversity, while using purely exocentric…

计算机视觉与模式识别 · 计算机科学 2021-04-19 Yanghao Li , Tushar Nagarajan , Bo Xiong , Kristen Grauman

With the rapid development of artificial intelligence technologies and wearable devices, egocentric vision understanding has emerged as a new and challenging research direction, gradually attracting widespread attention from both academia…

计算机视觉与模式识别 · 计算机科学 2025-09-25 Xiang Li , Heqian Qiu , Lanxiao Wang , Hanwen Zhang , Chenghao Qi , Linfeng Han , Huiyu Xiong , Hongliang Li

We envision a future time when wearable cameras are worn by the masses and recording first-person point-of-view videos of everyday life. While these cameras can enable new assistive technologies and novel research challenges, they also…

计算机视觉与模式识别 · 计算机科学 2017-11-30 Ryo Yonetani , Kris M. Kitani , Yoichi Sato

This paper introduces EgoMAGIC (Medical Assistance, Guidance, Instruction, and Correction), an egocentric medical activity dataset collected as part of DARPA's Perceptually-enabled Task Guidance (PTG) program. This dataset comprises 3,355…

Wearable cameras allow to collect images and videos of humans interacting with the world. While human-object interactions have been thoroughly investigated in third person vision, the problem has been understudied in egocentric settings and…

计算机视觉与模式识别 · 计算机科学 2020-10-13 Francesco Ragusa , Antonino Furnari , Salvatore Livatino , Giovanni Maria Farinella

In a wearable camera video, we see what the camera wearer sees. While this makes it easy to know roughly what he chose to look at, it does not immediately reveal when he was engaged with the environment. Specifically, at what moments did…

计算机视觉与模式识别 · 计算机科学 2016-04-05 Yu-Chuan Su , Kristen Grauman

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

We address the challenge of predicting human visual attention during real-world navigation by measuring and modeling egocentric pedestrian eye gaze in an outdoor campus setting. We introduce the EgoCampus dataset, which spans 25 unique…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Ronan John , Aditya Kesari , Vincenzo DiMatteo , Kristin Dana

Being able to map the activities of others into one's own point of view is one fundamental human skill even from a very early age. Taking a step toward understanding this human ability, we introduce EgoExoLearn, a large-scale dataset that…

计算机视觉与模式识别 · 计算机科学 2025-03-07 Yifei Huang , Guo Chen , Jilan Xu , Mingfang Zhang , Lijin Yang , Baoqi Pei , Hongjie Zhang , Lu Dong , Yali Wang , Limin Wang , Yu Qiao

Egocentric human videos provide scalable demonstrations for imitation learning, but existing corpora often lack either fine-grained, temporally localized action descriptions or dexterous hand annotations. We introduce OpenEgo, a multimodal…

计算机视觉与模式识别 · 计算机科学 2025-09-09 Ahad Jawaid , Yu Xiang

Research on egocentric tasks in computer vision has mostly focused on head-mounted cameras, such as fisheye cameras or embedded cameras inside immersive headsets. We argue that the increasing miniaturization of optical sensors will lead to…

计算机视觉与模式识别 · 计算机科学 2025-02-26 Dominik Hollidt , Paul Streli , Jiaxi Jiang , Yasaman Haghighi , Changlin Qian , Xintong Liu , Christian Holz

Collecting large-scale egocentric video datasets with dense spatial and temporal annotations is costly, slow, and often constrained by environmental biases, privacy constraints, and limited coverage of interaction patterns. While synthetic…

计算机视觉与模式识别 · 计算机科学 2026-05-25 Rosario Leonardi , Francesco Ragusa , Daniele Materia , Alessandro Passanisi , James Fort , Jakob Engel , Giovanni Maria Farinella

Understanding affect is central to anticipating human behavior, yet current egocentric vision benchmarks largely ignore the person's emotional states that shape their decisions and actions. Existing tasks in egocentric perception focus on…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Matthias Jammot , Björn Braun , Paul Streli , Rafael Wampfler , Christian Holz

Egocentric vision captures the scene from the point of view of the camera wearer, while exocentric vision captures the overall scene context. Jointly modeling ego and exo views is crucial to developing next-generation AI agents. The…

计算机视觉与模式识别 · 计算机科学 2025-05-12 Anirudh Thatipelli , Shao-Yuan Lo , Amit K. Roy-Chowdhury