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Egocentric action anticipation consists in understanding which objects the camera wearer will interact with in the near future and which actions they will perform. We tackle the problem proposing an architecture able to anticipate actions…

Computer Vision and Pattern Recognition · Computer Science 2019-08-07 Antonino Furnari , Giovanni Maria Farinella

Egocentric perception enables humans to experience and understand the world directly from their own point of view. Translating exocentric (third-person) videos into egocentric (first-person) videos opens up new possibilities for immersive…

Computer Vision and Pattern Recognition · Computer Science 2025-12-10 Taewoong Kang , Kinam Kim , Dohyeon Kim , Minho Park , Junha Hyung , Jaegul Choo

Understanding and answering questions based on a user's pointing gesture is essential for next-generation egocentric AI assistants. However, current Multimodal Large Language Models (MLLMs) struggle with such tasks due to the lack of…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Yura Choi , Roy Miles , Rolandos Alexandros Potamias , Ismail Elezi , Jiankang Deng , Stefanos Zafeiriou

Traditional video captioning requests a holistic description of the video, yet the detailed descriptions of the specific objects may not be available. Without associating the moving trajectories, these image-based data-driven methods cannot…

Computer Vision and Pattern Recognition · Computer Science 2020-07-15 Fangyi Zhu , Jenq-Neng Hwang , Zhanyu Ma , Guang Chen , Jun Guo

Ego-to-exo video generation refers to generating the corresponding exocentric video according to the egocentric video, providing valuable applications in AR/VR and embodied AI. Benefiting from advancements in diffusion model techniques,…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Hongchen Luo , Kai Zhu , Wei Zhai , Yang Cao

Analysis and interpretation of egocentric video data is becoming more and more important with the increasing availability and use of wearable cameras. Exploring and fully understanding affinities and differences between ego and allo (or…

Computer Vision and Pattern Recognition · Computer Science 2019-06-11 Gaurvi Goyal , Nicoletta Noceti , Francesca Odone , Alessandra Sciutti

For efficient human-agent interaction, an agent should proactively recognize their target user and prepare for upcoming interactions. We formulate this challenging problem as the novel task of jointly forecasting a person's intent to…

Computer Vision and Pattern Recognition · Computer Science 2025-05-09 Tongfei Bian , Yiming Ma , Mathieu Chollet , Victor Sanchez , Tanaya Guha

Wearable cameras capture a first-person view of the daily activities of the camera wearer, offering a visual diary of the user behaviour. Detection of the appearance of people the camera user interacts with for social interactions analysis…

Computer Vision and Pattern Recognition · Computer Science 2019-05-13 Estefania Talavera , Alexandre Cola , Nicolai Petkov , Petia Radeva

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…

Computer Vision and Pattern Recognition · Computer Science 2017-11-30 Ryo Yonetani , Kris M. Kitani , Yoichi Sato

To enable intelligent automated driving systems, a promising strategy is to understand how human drives and interacts with road users in complicated driving situations. In this paper, we propose a 3D-aware egocentric spatial-temporal…

Computer Vision and Pattern Recognition · Computer Science 2020-03-03 Chengxi Li , Yue Meng , Stanley H. Chan , Yi-Ting Chen

Egocentric human videos provide a scalable source of manipulation demonstrations; however, deploying them on robots requires active viewpoint control to maintain task-critical visibility, which human viewpoint imitation often fails to…

Robotics · Computer Science 2026-02-27 Daesol Cho , Youngseok Jang , Danfei Xu , Sehoon Ha

Analyzing instructional interactions between an instructor and a learner who are co-present in the same physical space is a critical problem for educational support and skill transfer. Yet such face-to-face instructional scenes have not…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Yuki Sakai , Ryosuke Furuta , Juichun Yen , Yoichi Sato

While exocentric video synthesis has achieved great progress, egocentric video generation remains largely underexplored, which requires modeling first-person view content along with camera motion patterns induced by the wearer's body…

Computer Vision and Pattern Recognition · Computer Science 2025-08-19 Jingqiao Xiu , Fangzhou Hong , Yicong Li , Mengze Li , Wentao Wang , Sirui Han , Liang Pan , Ziwei Liu

First-person video naturally brings the use of a physical environment to the forefront, since it shows the camera wearer interacting fluidly in a space based on his intentions. However, current methods largely separate the observed actions…

Computer Vision and Pattern Recognition · Computer Science 2020-03-31 Tushar Nagarajan , Yanghao Li , Christoph Feichtenhofer , Kristen Grauman

Egocentric video-language pretraining has significantly advanced video representation learning. Humans perceive and interact with a fully 3D world, developing spatial awareness that extends beyond text-based understanding. However, most…

Computer Vision and Pattern Recognition · Computer Science 2025-12-05 Boshen Xu , Yuting Mei , Xinbi Liu , Sipeng Zheng , Qin Jin

Human actions involving hand manipulations are structured according to the making and breaking of hand-object contact, and human visual understanding of action is reliant on anticipation of contact as is demonstrated by pioneering work in…

Computer Vision and Pattern Recognition · Computer Science 2021-02-02 Eadom Dessalene , Chinmaya Devaraj , Michael Maynord , Cornelia Fermuller , Yiannis Aloimonos

The advent of always-on personal AI assistants, enabled by all-day wearable devices such as smart glasses, demands a new level of contextual understanding, one that goes beyond short, isolated events to encompass the continuous,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Aniket Rege , Arka Sadhu , Yuliang Li , Kejie Li , Ramya Korlakai Vinayak , Yuning Chai , Yong Jae Lee , Hyo Jin Kim

Given a video captured from a first person perspective and the environment context of where the video is recorded, can we recognize what the person is doing and identify where the action occurs in the 3D space? We address this challenging…

Computer Vision and Pattern Recognition · Computer Science 2022-08-16 Miao Liu , Lingni Ma , Kiran Somasundaram , Yin Li , Kristen Grauman , James M. Rehg , Chao Li

Dialog systems need to understand dynamic visual scenes in order to have conversations with users about the objects and events around them. Scene-aware dialog systems for real-world applications could be developed by integrating…

We introduce a video framework for modeling the association between verbal and non-verbal communication during dyadic conversation. Given the input speech of a speaker, our approach retrieves a video of a listener, who has facial…

Computer Vision and Pattern Recognition · Computer Science 2023-01-27 Scott Geng , Revant Teotia , Purva Tendulkar , Sachit Menon , Carl Vondrick