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相关论文: First Person Action-Object Detection with EgoNet

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This paper focuses on building object-centric representations for long-term action anticipation in videos. Our key motivation is that objects provide important cues to recognize and predict human-object interactions, especially when the…

计算机视觉与模式识别 · 计算机科学 2023-11-02 Ce Zhang , Changcheng Fu , Shijie Wang , Nakul Agarwal , Kwonjoon Lee , Chiho Choi , Chen Sun

Human actions involving hand manipulations are structured according to the making and breaking of hand-object contact, and human visual understanding of action is reliant on anticipation of contact as is demonstrated by pioneering work in…

计算机视觉与模式识别 · 计算机科学 2021-02-02 Eadom Dessalene , Chinmaya Devaraj , Michael Maynord , Cornelia Fermuller , Yiannis Aloimonos

Human actions often involve complex interactions across several inter-related objects in the scene. However, existing approaches to fine-grained video understanding or visual relationship detection often rely on single object representation…

计算机视觉与模式识别 · 计算机科学 2018-03-22 Chih-Yao Ma , Asim Kadav , Iain Melvin , Zsolt Kira , Ghassan AlRegib , Hans Peter Graf

Several theories in cognitive neuroscience suggest that when people interact with the world, or simulate interactions, they do so from a first-person egocentric perspective, and seamlessly transfer knowledge between third-person (observer)…

计算机视觉与模式识别 · 计算机科学 2018-04-26 Gunnar A. Sigurdsson , Abhinav Gupta , Cordelia Schmid , Ali Farhadi , Karteek Alahari

Despite the notable progress made in action recognition tasks, not much work has been done in action recognition specifically for human-robot interaction. In this paper, we deeply explore the characteristics of the action recognition task…

计算机视觉与模式识别 · 计算机科学 2020-07-03 Ziyang Song , Ziyi Yin , Zejian Yuan , Chong Zhang , Wanchao Chi , Yonggen Ling , Shenghao Zhang

Wearable cameras allow to acquire images and videos from the user's perspective. These data can be processed to understand humans behavior. Despite human behavior analysis has been thoroughly investigated in third person vision, it is still…

计算机视觉与模式识别 · 计算机科学 2023-07-06 Francesco Ragusa , Antonino Furnari , Giovanni Maria Farinella

Wearable cameras are becoming more and more popular in several applications, increasing the interest of the research community in developing approaches for recognizing actions from the first-person point of view. An open challenge in…

计算机视觉与模式识别 · 计算机科学 2020-12-08 Mirco Planamente , Andrea Bottino , Barbara Caputo

Short-term action anticipation (STA) in first-person videos is a challenging task that involves understanding the next active object interactions and predicting future actions. Existing action anticipation methods have primarily focused on…

计算机视觉与模式识别 · 计算机科学 2023-06-26 Sanket Thakur , Cigdem Beyan , Pietro Morerio , Vittorio Murino , Alessio Del Bue

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

We present a technique that uses images, videos and sensor data taken from first-person point-of-view devices to perform egocentric field-of-view (FOV) localization. We define egocentric FOV localization as capturing the visual information…

计算机视觉与模式识别 · 计算机科学 2016-11-17 Vinay Bettadapura , Irfan Essa , Caroline Pantofaru

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

The interactions between human and objects are important for recognizing object-centric actions. Existing methods usually adopt a two-stage pipeline, where object proposals are first detected using a pretrained detector, and then are fed to…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Xunsong Li , Pengzhan Sun , Yangcen Liu , Lixin Duan , Wen Li

Egocentric videos present unique challenges for 3D scene understanding due to rapid camera motion, frequent object occlusions, and limited object visibility. This paper introduces a novel approach to instance segmentation and tracking in…

计算机视觉与模式识别 · 计算机科学 2024-11-21 Yash Bhalgat , Vadim Tschernezki , Iro Laina , João F. Henriques , Andrea Vedaldi , Andrew Zisserman

First-person interaction recognition is a challenging task because of unstable video conditions resulting from the camera wearer's movement. For human interaction recognition from a first-person viewpoint, this paper proposes a three-stream…

计算机视觉与模式识别 · 计算机科学 2020-02-20 Ye-Ji Kim , Dong-Gyu Lee , Seong-Whan Lee

The body pose of a person wearing a camera is of great interest for applications in augmented reality, healthcare, and robotics, yet much of the person's body is out of view for a typical wearable camera. We propose a learning-based…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Evonne Ng , Donglai Xiang , Hanbyul Joo , Kristen Grauman

Learning how to interact with objects is an important step towards embodied visual intelligence, but existing techniques suffer from heavy supervision or sensing requirements. We propose an approach to learn human-object interaction…

计算机视觉与模式识别 · 计算机科学 2019-04-04 Tushar Nagarajan , Christoph Feichtenhofer , Kristen Grauman

In this paper, we propose a method to jointly determine the status of hand-object interaction. This is crucial for egocentric human activity understanding and interaction. From a computer vision perspective, we believe that determining…

计算机视觉与模式识别 · 计算机科学 2022-11-17 Yao Lu , Yanan Liu

For efficient human-agent interaction, an agent should proactively recognize their target user and prepare for upcoming interactions. We formulate this challenging problem as the novel task of jointly forecasting a person's intent to…

计算机视觉与模式识别 · 计算机科学 2025-05-09 Tongfei Bian , Yiming Ma , Mathieu Chollet , Victor Sanchez , Tanaya Guha

We present a comprehensive framework for egocentric interaction recognition using markerless 3D annotations of two hands manipulating objects. To this end, we propose a method to create a unified dataset for egocentric 3D interaction…

计算机视觉与模式识别 · 计算机科学 2021-08-25 Taein Kwon , Bugra Tekin , Jan Stuhmer , Federica Bogo , Marc Pollefeys

Mirror neurons have been observed in the primary motor cortex of primate species, in particular in humans and monkeys. A mirror neuron fires when a person performs a certain action, and also when he observes the same action being performed…

计算机视觉与模式识别 · 计算机科学 2016-12-20 Shervin Ardeshir , Krishna Regmi , Ali Borji