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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…

计算机视觉与模式识别 · 计算机科学 2025-12-10 Taewoong Kang , Kinam Kim , Dohyeon Kim , Minho Park , Junha Hyung , Jaegul Choo

In egocentric action recognition a single population model is typically trained and subsequently embodied on a head-mounted device, such as an augmented reality headset. While this model remains static for new users and environments, we…

计算机视觉与模式识别 · 计算机科学 2023-07-13 Matthias De Lange , Hamid Eghbalzadeh , Reuben Tan , Michael Iuzzolino , Franziska Meier , Karl Ridgeway

Intelligent assistance involves not only understanding but also action. Existing ego-centric video datasets contain rich annotations of the videos, but not of actions that an intelligent assistant could perform in the moment. To address…

计算机视觉与模式识别 · 计算机科学 2024-07-26 Steven Abreu , Tiffany D. Do , Karan Ahuja , Eric J. Gonzalez , Lee Payne , Daniel McDuff , Mar Gonzalez-Franco

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

With the surge in attention to Egocentric Hand-Object Interaction (Ego-HOI), large-scale datasets such as Ego4D and EPIC-KITCHENS have been proposed. However, most current research is built on resources derived from third-person video…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Yue Xu , Yong-Lu Li , Zhemin Huang , Michael Xu Liu , Cewu Lu , Yu-Wing Tai , Chi-Keung Tang

The integration of brain-computer interfaces (BCIs), in particular electroencephalography (EEG), with artificial intelligence (AI) has shown tremendous promise in decoding human cognition and behavior from neural signals. In particular, the…

人工智能 · 计算机科学 2025-10-15 Nie Lin , Yansen Wang , Dongqi Han , Weibang Jiang , Jingyuan Li , Ryosuke Furuta , Yoichi Sato , Dongsheng Li

Long-form egocentric video understanding provides rich contextual information and unique insights into long-term human behaviors, holding significant potential for applications in embodied intelligence, long-term activity analysis, and…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Wenqi Zhou , Kai Cao , Hao Zheng , Yunze Liu , Xinyi Zheng , Miao Liu , Per Ola Kristensson , Walterio Mayol-Cuevas , Fan Zhang , Weizhe Lin , Junxiao Shen

Mistake action detection is crucial for developing intelligent archives that detect workers' errors and provide feedback. Existing studies have focused on visually apparent mistakes in free-style activities, resulting in video-only…

Understanding the world in first-person view is fundamental in Augmented Reality (AR). This immersive perspective brings dramatic visual changes and unique challenges compared to third-person views. Synthetic data has empowered…

计算机视觉与模式识别 · 计算机科学 2024-04-12 Gen Li , Kaifeng Zhao , Siwei Zhang , Xiaozhong Lyu , Mihai Dusmanu , Yan Zhang , Marc Pollefeys , Siyu Tang

Emergency Medical Services (EMS) are critical to patient survival in emergencies, but first responders often face intense cognitive demands in high-stakes situations. AI cognitive assistants, acting as virtual partners, have the potential…

Egocentric videos can bring a lot of information about how humans perceive the world and interact with the environment, which can be beneficial for the analysis of human behaviour. The research in egocentric video analysis is developing…

计算机视觉与模式识别 · 计算机科学 2021-07-29 Ivan Rodin , Antonino Furnari , Dimitrios Mavroedis , Giovanni Maria Farinella

Ultra-long egocentric videos spanning multiple days present significant challenges for video understanding. Existing approaches still rely on fragmented local processing and limited temporal modeling, restricting their ability to reason…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Shitong Sun , Ke Han , Yukai Huang , Weitong Cai , Jifei Song

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,…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Hongchen Luo , Kai Zhu , Wei Zhai , Yang Cao

Wearable collaborative robots stand to assist human wearers who need fall prevention assistance or wear exoskeletons. Such a robot needs to be able to constantly adapt to the surrounding scene based on egocentric vision, and predict the ego…

计算机视觉与模式识别 · 计算机科学 2024-08-08 Weizhuo Wang , C. Karen Liu , Monroe Kennedy

In Actor and Observer we introduced a dataset linking the first and third-person video understanding domains, the Charades-Ego Dataset. In this paper we describe the egocentric aspect of the dataset and present annotations for Charades-Ego…

计算机视觉与模式识别 · 计算机科学 2018-05-01 Gunnar A. Sigurdsson , Abhinav Gupta , Cordelia Schmid , Ali Farhadi , Karteek Alahari

Egocentric world models present a promising direction for enabling agents to predict and plan, but their performance is constrained by the limited availability of egocentric training data and its inherent partial observability of humans'…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Danny Tran , Roberto Martín-Martín , Kristen Grauman

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…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Jingqiao Xiu , Fangzhou Hong , Yicong Li , Mengze Li , Wentao Wang , Sirui Han , Liang Pan , Ziwei Liu

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

The scale and diversity of demonstration data required for imitation learning is a significant challenge. We present EgoMimic, a full-stack framework which scales manipulation via human embodiment data, specifically egocentric human videos…

机器人学 · 计算机科学 2024-11-01 Simar Kareer , Dhruv Patel , Ryan Punamiya , Pranay Mathur , Shuo Cheng , Chen Wang , Judy Hoffman , Danfei Xu

Predicting future human behavior from egocentric videos is a challenging but critical task for human intention understanding. Existing methods for forecasting 2D hand positions rely on visual representations and mainly focus on hand-object…

计算机视觉与模式识别 · 计算机科学 2024-08-26 Masashi Hatano , Ryo Hachiuma , Hideo Saito