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Hand pose represents key information for action recognition in the egocentric perspective, where the user is interacting with objects. We propose to improve egocentric 3D hand pose estimation based on RGB frames only by using pseudo-depth…

计算机视觉与模式识别 · 计算机科学 2024-08-20 Wiktor Mucha , Michael Wray , Martin Kampel

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

In a wearable camera video, we see what the camera wearer sees. While this makes it easy to know roughly what he chose to look at, it does not immediately reveal when he was engaged with the environment. Specifically, at what moments did…

计算机视觉与模式识别 · 计算机科学 2016-04-05 Yu-Chuan Su , Kristen Grauman

Egocentric interaction perception is one of the essential branches in investigating human-environment interaction, which lays the basis for developing next-generation intelligent systems. However, existing egocentric interaction…

计算机视觉与模式识别 · 计算机科学 2025-04-03 Yuejiao Su , Yi Wang , Qiongyang Hu , Chuang Yang , Lap-Pui Chau

We bring together ideas from recent work on feature design for egocentric action recognition under one framework by exploring the use of deep convolutional neural networks (CNN). Recent work has shown that features such as hand appearance,…

计算机视觉与模式识别 · 计算机科学 2016-05-13 Minghuang Ma , Haoqi Fan , Kris M. Kitani

Detecting hand actions from ego-centric depth sequences is a practically challenging problem, owing mostly to the complex and dexterous nature of hand articulations as well as non-stationary camera motion. We address this problem via a…

计算机视觉与模式识别 · 计算机科学 2016-06-08 Chi Xu , Lakshmi Narasimhan Govindarajan , Li Cheng

In this paper we propose an end-to-end trainable deep neural network model for egocentric activity recognition. Our model is built on the observation that egocentric activities are highly characterized by the objects and their locations in…

计算机视觉与模式识别 · 计算机科学 2018-08-01 Swathikiran Sudhakaran , Oswald Lanz

We present Ego-1K, a large-scale collection of time-synchronized egocentric multiview videos designed to advance neural 3D video synthesis and dynamic scene understanding. The dataset contains nearly 1,000 short egocentric videos captured…

Egocentric human-object interaction (Ego-HOI) detection is crucial for intelligent agents to understand and assist human activities from a first-person perspective. However, progress has been hindered by the lack of benchmarks and methods…

计算机视觉与模式识别 · 计算机科学 2025-08-27 Kunyuan Deng , Yi Wang , Lap-Pui Chau

This study mainly explores the application of natural gesture recognition based on computer vision in human-computer interaction, aiming to improve the fluency and naturalness of human-computer interaction through gesture recognition…

计算机视觉与模式识别 · 计算机科学 2024-12-25 Fenghua Shao , Tong Zhang , Shang Gao , Qi Sun , Liuqingqing Yang

In human imitation learning, the imitator typically take the egocentric view as a benchmark, naturally transferring behaviors observed from an exocentric view to their owns, which provides inspiration for researching how robots can more…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Heqian Qiu , Zhaofeng Shi , Lanxiao Wang , Huiyu Xiong , Xiang Li , Hongliang Li

With the rapid development of wearable cameras, a massive collection of egocentric video for first-person visual perception becomes available. Using egocentric videos to predict first-person activity faces many challenges, including limited…

计算机视觉与模式识别 · 计算机科学 2024-10-18 Linfeng Xu , Qingbo Wu , Lili Pan , Fanman Meng , Hongliang Li , Chiyuan He , Hanxin Wang , Shaoxu Cheng , Yu Dai

We introduce an object-aware decoder for improving the performance of spatio-temporal representations on ego-centric videos. The key idea is to enhance object-awareness during training by tasking the model to predict hand positions, object…

计算机视觉与模式识别 · 计算机科学 2023-08-16 Chuhan Zhang , Ankush Gupta , Andrew Zisserman

The project leverages advanced machine and deep learning techniques to address the challenge of emotion recognition by focusing on non-facial cues, specifically hands, body gestures, and gestures. Traditional emotion recognition systems…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Haoyang Liu

Automatic detection of individual intake gestures during eating occasions has the potential to improve dietary monitoring and support dietary recommendations. Existing studies typically make use of on-body solutions such as inertial and…

计算机视觉与模式识别 · 计算机科学 2019-09-25 Philipp V. Rouast , Marc T. P. Adam

Recently, there has been a growing interest in wearable sensors which provides new research perspectives for 360 {\deg} video analysis. However, the lack of 360 {\deg} datasets in literature hinders the research in this field. To bridge…

计算机视觉与模式识别 · 计算机科学 2020-10-19 Keshav Bhandari , Mario A. DeLaGarza , Ziliang Zong , Hugo Latapie , Yan Yan

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…

计算机视觉与模式识别 · 计算机科学 2019-06-11 Gaurvi Goyal , Nicoletta Noceti , Francesca Odone , Alessandra Sciutti

Egocentric human motion estimation is essential for AR/VR experiences, yet remains challenging due to limited body coverage from the egocentric viewpoint, frequent occlusions, and scarce labeled data. We present EgoPoseFormer v2, a method…

Egocentric sensors such as AR/VR devices capture human-object interactions and offer the potential to provide task-assistance by recalling 3D locations of objects of interest in the surrounding environment. This capability requires instance…

计算机视觉与模式识别 · 计算机科学 2024-06-10 Yunhan Zhao , Haoyu Ma , Shu Kong , Charless Fowlkes

Accurately estimating the 3D pose of the camera wearer in egocentric video sequences is crucial to modeling human behavior in virtual and augmented reality applications. The task presents unique challenges due to the limited visibility of…

计算机视觉与模式识别 · 计算机科学 2024-11-08 Luca Scofano , Alessio Sampieri , Edoardo De Matteis , Indro Spinelli , Fabio Galasso