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RGB-D object tracking has attracted considerable attention recently, achieving promising performance thanks to the symbiosis between visual and depth channels. However, given a limited amount of annotated RGB-D tracking data, most…

Computer Vision and Pattern Recognition · Computer Science 2023-01-03 Xue-Feng Zhu , Tianyang Xu , Zhangyong Tang , Zucheng Wu , Haodong Liu , Xiao Yang , Xiao-Jun Wu , Josef Kittler

Image segmentation is a vital task for providing human assistance and enhancing autonomy in our daily lives. In particular, RGB-D segmentation-leveraging both visual and depth cues-has attracted increasing attention as it promises richer…

Computer Vision and Pattern Recognition · Computer Science 2025-01-06 Aecheon Jung , Soyun Choi , Junhong Min , Sungeun Hong

The recent pandemic emergency raised many challenges regarding the countermeasures aimed at containing the virus spread, and constraining the minimum distance between people resulted in one of the most effective strategies. Thus, the…

Computer Vision and Pattern Recognition · Computer Science 2022-05-02 Alessio Mingozzi , Andrea Conti , Filippo Aleotti , Matteo Poggi , Stefano Mattoccia

In video-based action recognition, viewpoint variations often pose major challenges because the same actions can appear different from different views. We use the complementary RGB and Depth information from the RGB-D cameras to address…

Computer Vision and Pattern Recognition · Computer Science 2018-01-16 Jian Liu , Naveed Akhtar , Ajmal Mian

Technological development aims to produce generations of increasingly efficient robots able to perform complex tasks. This requires considerable efforts, from the scientific community, to find new algorithms that solve computer vision…

Computer Vision and Pattern Recognition · Computer Science 2018-09-06 Mirco Planamente , Mohammad Reza Loghmani , Barbara Caputo

In the research area of human-robot interactions, the automatic estimation of the mass of a container manipulated by a person leveraging only visual information is a challenging task. The main challenges consist of occlusions, different…

Computer Vision and Pattern Recognition · Computer Science 2025-05-12 Tommaso Apicella , Giulia Slavic , Edoardo Ragusa , Paolo Gastaldo , Lucio Marcenaro

Event cameras are biologically-inspired sensors that gather the temporal evolution of the scene. They capture pixel-wise brightness variations and output a corresponding stream of asynchronous events. Despite having multiple advantages with…

Computer Vision and Pattern Recognition · Computer Science 2019-12-11 Stefano Pini , Guido Borghi , Roberto Vezzani

We address the problem of people detection in RGB-D data where we leverage depth information to develop a region-of-interest (ROI) selection method that provides proposals to two color and depth CNNs. To combine the detections produced by…

Computer Vision and Pattern Recognition · Computer Science 2022-07-19 Kaiyang Zhou , Adeline Paiement , Majid Mirmehdi

We propose a method for human activity recognition from RGB data that does not rely on any pose information during test time and does not explicitly calculate pose information internally. Instead, a visual attention module learns to predict…

Computer Vision and Pattern Recognition · Computer Science 2018-08-22 Fabien Baradel , Christian Wolf , Julien Mille , Graham W. Taylor

This paper presents a novel approach for automatic recognition of human activities for video surveillance applications. We propose to represent an activity by a combination of category components, and demonstrate that this approach offers…

Computer Vision and Pattern Recognition · Computer Science 2015-03-03 Weiyao Lin , Ming-Ting Sun , Radha Poovendran , Zhengyou Zhang

In the last decade, the computer vision field has seen significant progress in multimodal data fusion and learning, where multiple sensors, including depth, infrared, and visual, are used to capture the environment across diverse spectral…

Computer Vision and Pattern Recognition · Computer Science 2023-08-08 Martin Brenner , Napoleon H. Reyes , Teo Susnjak , Andre L. C. Barczak

Elderly care is one of the many applications supported by real-time activity recognition systems. Traditional approaches use cameras, body sensor networks, or radio patterns from various sources for activity recognition. However, these…

Other Computer Science · Computer Science 2020-03-18 Liang Wang , Tao Gu , Xianping Tao , Jian Lu

Datasets for object detection often do not account for enough variety of glasses, due to their transparent and reflective properties. Specifically, open-vocabulary object detectors, widely used in embodied robotic agents, fail to…

Comprehensive perception of human beings is the prerequisite to ensure the safety of human-robot interaction. Currently, prevailing visual sensing approach typically involves a single static camera, resulting in a restricted and occluded…

Robotics · Computer Science 2024-03-20 Yuanjiong Ying , Xian Huang , Wei Dong

Nowadays, almost all the online orders were placed through screened devices such as mobile phones, tablets, and computers. With the rapid development of the Internet of Things (IoT) and smart appliances, more and more screenless smart…

Computer Vision and Pattern Recognition · Computer Science 2019-05-21 Yongshun Gong , Jinfeng Yi , Dongdong Chen , Jian Zhang , Jiayu Zhou , Zhihua Zhou

The automated analysis of human behaviour provides many opportunities for the creation of interactive systems and the post-experiment investigations for user studies. Commodity depth cameras offer reasonable body tracking accuracy at a low…

Human-Computer Interaction · Computer Science 2025-06-25 Adrien Coppens , Valérie Maquil

Assistive solutions for a better shopping experience can improve the quality of life of people, in particular also of visually impaired shoppers. We present a system that visually recognizes the fine-grained product classes of items on a…

Computer Vision and Pattern Recognition · Computer Science 2015-10-15 Marian George , Dejan Mircic , Gábor Sörös , Christian Floerkemeier , Friedemann Mattern

We present a robotic system that watches a human using a Kinect v2 RGB-D sensor, detects what he forgot to do while performing an activity, and if necessary reminds the person using a laser pointer to point out the related object. Our…

Robotics · Computer Science 2015-12-15 Chenxia Wu , Jiemi Zhang , Bart Selman , Silvio Savarese , Ashutosh Saxena

Automated product recognition in retail stores is an important real-world application in the domain of Computer Vision and Pattern Recognition. In this paper, we consider the problem of automatically identifying the classes of the products…

Computer Vision and Pattern Recognition · Computer Science 2022-03-01 Ankit Sinha , Soham Banerjee , Pratik Chattopadhyay

Pedestrian detection in RGB images is a key task in pedestrian safety, as the most common sensor in autonomous vehicles and advanced driver assistance systems is the RGB camera. A challenge in RGB pedestrian detection, that does not appear…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Dimitrios Bouzoulas , Eerik Alamikkotervo , Risto Ojala
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