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We investigate exocentric-to-egocentric cross-view translation, which aims to generate a first-person (egocentric) view of an actor based on a video recording that captures the actor from a third-person (exocentric) perspective. To this…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Mi Luo , Zihui Xue , Alex Dimakis , 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

Cross-view video synthesis task seeks to generate video sequences of one view from another dramatically different view. In this paper, we investigate the exocentric (third-person) view to egocentric (first-person) view video generation…

计算机视觉与模式识别 · 计算机科学 2021-07-08 Gaowen Liu , Hao Tang , Hugo Latapie , Jason Corso , Yan Yan

Video diffusion models have recently achieved remarkable progress in realism and controllability. However, achieving seamless video translation across different perspectives, such as first-person (egocentric) and third-person (exocentric),…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Quanjian Song , Yiren Song , Kelly Peng , Yuan Gao , Mike Zheng Shou

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

Exo-to-Ego video generation aims to synthesize a first-person video from a synchronized third-person view and corresponding camera poses. While paired supervision is available, synchronized exo-ego data inherently introduces substantial…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Mohammad Mahdi , Nedko Savov , Danda Pani Paudel , Luc Van Gool

Imitation learning based visuomotor policies have achieved strong performance in robotic manipulation, yet they often remain sensitive to egocentric viewpoint shifts. Unlike third-person viewpoint changes that only move the camera,…

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

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

Generating videos in the first-person perspective has broad application prospects in the field of augmented reality and embodied intelligence. In this work, we explore the cross-view video prediction task, where given an exo-centric video,…

计算机视觉与模式识别 · 计算机科学 2025-04-17 Jilan Xu , Yifei Huang , Baoqi Pei , Junlin Hou , Qingqiu Li , Guo Chen , Yuejie Zhang , Rui Feng , Weidi Xie

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

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 memory is widely used in embodied intelligence, but it may be insufficient for comprehensive spatial-temporal reasoning. Inspired by human recall from both field and observer perspectives, we introduce EgoExoMem, the first…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Ruiping Liu , Junwei Zheng , Yufan Chen , Di Wen , Shaofang Quan , Chengzhi Wu , Jiaming Zhang , Kailun Yang , Kunyu Peng , Rainer Stiefelhagen

The egocentric and exocentric viewpoints of a human activity look dramatically different, yet invariant representations to link them are essential for many potential applications in robotics and augmented reality. Prior work is limited to…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Zihui Xue , Kristen Grauman

We propose a novel benchmark for cross-view knowledge transfer of dense video captioning, adapting models from web instructional videos with exocentric views to an egocentric view. While dense video captioning (predicting time segments and…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Takehiko Ohkawa , Takuma Yagi , Taichi Nishimura , Ryosuke Furuta , Atsushi Hashimoto , Yoshitaka Ushiku , Yoichi Sato

Egocentric video generation with fine-grained control through body motion is a key requirement towards embodied AI agents that can simulate, predict, and plan actions. In this work, we propose EgoControl, a pose-controllable video diffusion…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Enrico Pallotta , Sina Mokhtarzadeh Azar , Lars Doorenbos , Serdar Ozsoy , Umar Iqbal , Juergen Gall

Egocentric vision is essential for both human and machine visual understanding, particularly in capturing the detailed hand-object interactions needed for manipulation tasks. Translating third-person views into first-person views…

计算机视觉与模式识别 · 计算机科学 2026-03-05 Junho Park , Andrew Sangwoo Ye , Taein Kwon

Controllable and physically grounded egocentric video generation is essential for embodied agents to reason about how their own and others' actions manifest and change the world. Compared to generic video synthesis, egocentric generation is…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Qiao Gu , Lingni Ma , Adam W Harley , Richard Newcombe , Florian Shkurti , Julian Straub

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

We introduce EgoSim, a closed-loop egocentric world simulator that generates spatially consistent interaction videos and persistently updates the underlying 3D scene state for continuous simulation. Existing egocentric simulators either…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Jinkun Hao , Mingda Jia , Ruiyan Wang , Xihui Liu , Ran Yi , Lizhuang Ma , Jiangmiao Pang , Xudong Xu
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