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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

In this paper, we address the challenge of understanding human activities from an egocentric perspective. Traditional activity recognition techniques face unique challenges in egocentric videos due to the highly dynamic nature of the head…

计算机视觉与模式识别 · 计算机科学 2025-06-03 Zachary Chavis , Stephen J. Guy , Hyun Soo Park

We present EgoCOL, an egocentric camera pose estimation method for open-world 3D object localization. Our method leverages sparse camera pose reconstructions in a two-fold manner, video and scan independently, to estimate the camera pose of…

计算机视觉与模式识别 · 计算机科学 2023-06-30 Cristhian Forigua , Maria Escobar , Jordi Pont-Tuset , Kevis-Kokitsi Maninis , Pablo Arbeláez

Detecting and matching robust viewpoint-invariant keypoints is critical for visual SLAM and Structure-from-Motion. State-of-the-art learning-based methods generate training samples via homography adaptation to create 2D synthetic views with…

计算机视觉与模式识别 · 计算机科学 2020-11-19 Jiexiong Tang , Rares Ambrus , Vitor Guizilini , Sudeep Pillai , Hanme Kim , Patric Jensfelt , Adrien Gaidon

Contrastive video-language pretraining has demonstrated great success in learning rich and robust video representations. However, deploying such video encoders on compute-constrained edge devices remains challenging due to their high…

计算机视觉与模式识别 · 计算机科学 2025-04-18 Chaitanya Patel , Juan Carlos Niebles , Ehsan Adeli

Our interaction with the world is an inherently multimodal experience. However, the understanding of human-to-object interactions has historically been addressed focusing on a single modality. In particular, a limited number of works have…

计算机视觉与模式识别 · 计算机科学 2019-10-16 Alejandro Cartas , Jordi Luque , Petia Radeva , Carlos Segura , Mariella Dimiccoli

Humans excel at spatial-temporal reasoning, effortlessly interpreting dynamic visual events from an egocentric viewpoint. However, whether multimodal large language models (MLLMs) can similarly understand the 4D world remains uncertain.…

计算机视觉与模式识别 · 计算机科学 2025-04-24 Peiran Wu , Yunze Liu , Miao Liu , Junxiao Shen

Driven by recent advances in vision-language models (VLMs) and egocentric perception research, the emerging topic of an egocentric procedural AI assistant (EgoProceAssist) is introduced to step-by-step support daily procedural tasks in a…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Junlong Li , Huaiyuan Xu , Sijie Cheng , Kejun Wu , Kim-Hui Yap , Lap-Pui Chau , Yi Wang

Most existing benchmarks for understanding egocentric vision focus primarily on daytime scenarios, overlooking the low-light conditions that are inevitable in real-world applications. To investigate this gap, we present EgoNight, the first…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Deheng Zhang , Yuqian Fu , Runyi Yang , Yang Miao , Tianwen Qian , Xu Zheng , Guolei Sun , Ajad Chhatkuli , Xuanjing Huang , Yu-Gang Jiang , Luc Van Gool , Danda Pani Paudel

Accurately estimating and forecasting human body pose is important for enhancing the user's sense of immersion in Augmented Reality. Addressing this need, our paper introduces EgoCast, a bimodal method for 3D human pose forecasting using…

计算机视觉与模式识别 · 计算机科学 2024-12-05 Maria Escobar , Juanita Puentes , Cristhian Forigua , Jordi Pont-Tuset , Kevis-Kokitsi Maninis , Pablo Arbelaez

Egocentric 3D hand pose estimation and gesture recognition are essential for immersive augmented/virtual reality, human-computer interaction, and robotics. However, conventional frame-based cameras suffer from motion blur and limited…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Luming Wang , Hao Shi , Jiajun Zhai , Kailun Yang , Kaiwei Wang

We present Ego-EXTRA, a video-language Egocentric Dataset for EXpert-TRAinee assistance. Ego-EXTRA features 50 hours of unscripted egocentric videos of subjects performing procedural activities (the trainees) while guided by real-world…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Francesco Ragusa , Michele Mazzamuto , Rosario Forte , Irene D'Ambra , James Fort , Jakob Engel , Antonino Furnari , Giovanni Maria Farinella

We present a new pre-training strategy called M$^{3}$3D ($\underline{M}$ulti-$\underline{M}$odal $\underline{M}$asked $\underline{3D}$) built based on Multi-modal masked autoencoders that can leverage 3D priors and learned cross-modal…

计算机视觉与模式识别 · 计算机科学 2023-09-28 Muhammad Abdullah Jamal , Omid Mohareri

The recently released Ego4D dataset and benchmark significantly scales and diversifies the first-person visual perception data. In Ego4D, the Visual Queries 2D Localization task aims to retrieve objects appeared in the past from the…

计算机视觉与模式识别 · 计算机科学 2022-08-04 Mengmeng Xu , Cheng-Yang Fu , Yanghao Li , Bernard Ghanem , Juan-Manuel Perez-Rua , Tao Xiang

Driven by the increasing demand for applications in augmented and virtual reality, egocentric action recognition has emerged as a prominent research area. It is typically divided into two subtasks: recognizing the performed behavior (i.e.,…

计算机视觉与模式识别 · 计算机科学 2025-08-08 Huaihai Lyu , Chaofan Chen , Yuheng Ji , Changsheng Xu

Spatial memory, or the ability to remember and recall specific locations and objects, is central to autonomous agents' ability to carry out tasks in real environments. However, most existing artificial memory modules are not very adept at…

机器人学 · 计算机科学 2021-02-18 Daniel Lenton , Stephen James , Ronald Clark , Andrew J. Davison

Face performance capture and reenactment techniques use multiple cameras and sensors, positioned at a distance from the face or mounted on heavy wearable devices. This limits their applications in mobile and outdoor environments. We present…

计算机视觉与模式识别 · 计算机科学 2019-05-28 Mohamed Elgharib , Mallikarjun BR , Ayush Tewari , Hyeongwoo Kim , Wentao Liu , Hans-Peter Seidel , Christian Theobalt

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 propose a novel self-supervised embedding to learn how actions sound from narrated in-the-wild egocentric videos. Whereas existing methods rely on curated data with known audio-visual correspondence, our multimodal contrastive-consensus…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Changan Chen , Kumar Ashutosh , Rohit Girdhar , David Harwath , Kristen Grauman

Visual queries 3D localization (VQ3D) is a task in the Ego4D Episodic Memory Benchmark. Given an egocentric video, the goal is to answer queries of the form "Where did I last see object X?", where the query object X is specified as a static…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Jinjie Mai , Chen Zhao , Abdullah Hamdi , Silvio Giancola , Bernard Ghanem
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