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Generating long, coherent egocentric videos is difficult, as hand-object interactions and procedural tasks require reliable long-term memory. Existing autoregressive models suffer from content drift, where object identity and scene…

计算机视觉与模式识别 · 计算机科学 2025-12-05 Liuzhou Zhang , Jiarui Ye , Yuanlei Wang , Ming Zhong , Mingju Cao , Wanke Xia , Bowen Zeng , Zeyu Zhang , Hao Tang

Egocentric video-language pretraining is a crucial step in advancing the understanding of hand-object interactions in first-person scenarios. Despite successes on existing testbeds, we find that current EgoVLMs can be easily misled by…

计算机视觉与模式识别 · 计算机科学 2025-02-21 Boshen Xu , Ziheng Wang , Yang Du , Zhinan Song , Sipeng Zheng , Qin Jin

Egocentric, or first-person vision which became popular in recent years with an emerge in wearable technology, is different than exocentric (third-person) vision in some distinguishable ways, one of which being that the camera wearer is…

计算机视觉与模式识别 · 计算机科学 2016-10-11 Jessica Finocchiaro , Aisha Urooj Khan , Ali Borji

Mobile robots are reaching unprecedented speeds, with platforms like Unitree B2, and Fraunhofer O3dyn achieving maximum speeds between 5 and 10 m/s. However, effectively utilizing such speeds remains a challenge due to the limitations of…

计算机视觉与模式识别 · 计算机科学 2025-06-04 Shrutarv Awasthi , Anas Gouda , Sven Franke , Jérôme Rutinowski , Frank Hoffmann , Moritz Roidl

Micro-expression analysis has applications in domains such as Human-Robot Interaction and Driver Monitoring Systems. Accurately capturing subtle and fast facial movements remains difficult when relying solely on RGB cameras, due to…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Nicolas Mastropasqua , Ignacio Bugueno-Cordova , Rodrigo Verschae , Daniel Acevedo , Pablo Negri , Maria E. Buemi

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

Egocentric hand-object motion generation is crucial for immersive AR/VR and robotic imitation but remains challenging due to unstable viewpoints, self-occlusions, perspective distortion, and noisy ego-motion. Existing methods rely on…

计算机视觉与模式识别 · 计算机科学 2025-05-23 Bohan Zhou , Yi Zhan , Zhongbin Zhang , Zongqing Lu

Event cameras attract researchers' attention due to their low power consumption, high dynamic range, and extremely high temporal resolution. Learning models on event-based object classification have recently achieved massive success by…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Yongjian Deng , Hao Chen , Hai Liu , Youfu Li

Event cameras offer low-latency and data compression for visual applications, through event-driven operation, that can be exploited for edge processing in tiny autonomous agents. Robust, accurate and low latency extraction of highly…

图像与视频处理 · 电气工程与系统科学 2024-01-19 Pao-Sheng Vincent Sun , Arren Glover , Chiara Bartolozzi , Arindam Basu

Accurately identifying hands in images is a key sub-task for human activity understanding with wearable first-person point-of-view cameras. Traditional hand segmentation approaches rely on a large corpus of manually labeled data to generate…

计算机视觉与模式识别 · 计算机科学 2018-06-18 Yubo Zhang , Vishnu Naresh Boddeti , Kris M. Kitani

Event cameras have emerged as a promising sensing modality for autonomous navigation systems, owing to their high temporal resolution, high dynamic range and negligible motion blur. To process the asynchronous temporal event streams from…

机器学习 · 计算机科学 2024-03-26 Shrihari Sridharan , Surya Selvam , Kaushik Roy , Anand Raghunathan

Event-based cameras (EBCs) have emerged as a bio-inspired alternative to traditional cameras, offering advantages in power efficiency, temporal resolution, and high dynamic range. However, the development of image analysis methods for EBCs…

计算机视觉与模式识别 · 计算机科学 2025-08-06 Dmitrii Torbunov , Yihui Ren , Animesh Ghose , Odera Dim , Yonggang Cui

Understanding human movement and city dynamics has always been challenging. From traditional methods of manually observing the city's inhabitant, to using cameras, to now using sensors and more complex technology, the field of urban…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Jack Brady , Andrew Dailey , Kristen Schang , Zo Vic Shong

We present Ego3DPose, a highly accurate binocular egocentric 3D pose reconstruction system. The binocular egocentric setup offers practicality and usefulness in various applications, however, it remains largely under-explored. It has been…

计算机视觉与模式识别 · 计算机科学 2023-09-22 Taeho Kang , Kyungjin Lee , Jinrui Zhang , Youngki Lee

This paper presents RPEP, the first pre-training method for event-based 3D hand pose estimation using labeled RGB images and unpaired, unlabeled event data. Event data offer significant benefits such as high temporal resolution and low…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Ruicong Liu , Takehiko Ohkawa , Tze Ho Elden Tse , Mingfang Zhang , Angela Yao , Yoichi Sato

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

The broad scope of obstacle avoidance has led to many kinds of computer vision-based approaches. Despite its popularity, it is not a solved problem. Traditional computer vision techniques using cameras and depth sensors often focus on…

计算机视觉与模式识别 · 计算机科学 2022-12-06 Celyn Walters , Simon Hadfield

Continuous video monitoring in surveillance, robotics, and wearable systems faces a fundamental power constraint: conventional RGB cameras consume substantial energy through fixed-rate capture. Event cameras offer sparse, motion-driven…

计算机视觉与模式识别 · 计算机科学 2025-12-08 Dmitrii Torbunov , Onur Okuducu , Yi Huang , Odera Dim , Rebecca Coles , Yonggang Cui , Yihui Ren

Event camera has recently received much attention for low-light image enhancement (LIE) thanks to their distinct advantages, such as high dynamic range. However, current research is prohibitively restricted by the lack of large-scale,…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Guoqiang Liang , Kanghao Chen , Hangyu Li , Yunfan Lu , Lin Wang

Event cameras are bio-inspired vision sensors that naturally capture the dynamics of a scene, filtering out redundant information. This paper presents a deep neural network approach that unlocks the potential of event cameras on a…

计算机视觉与模式识别 · 计算机科学 2019-01-21 Ana I. Maqueda , Antonio Loquercio , Guillermo Gallego , Narciso Garcia , Davide Scaramuzza