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Recent camera-based 3D object detection is limited by the precision of transforming from image to 3D feature spaces, as well as the accuracy of object localization within the 3D space. This paper aims to address such a fundamental problem…

Computer Vision and Pattern Recognition · Computer Science 2024-02-08 Chaoqun Wang , Yiran Qin , Zijian Kang , Ningning Ma , Ruimao Zhang

In this paper, we introduce a novel unsupervised domain adaptation technique for the task of 3D keypoint prediction from a single depth scan or image. Our key idea is to utilize the fact that predictions from different views of the same or…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Xingyi Zhou , Arjun Karpur , Chuang Gan , Linjie Luo , Qixing Huang

Imaging through thick scattering media presents significant challenges, particularly for three-dimensional (3D) applications. This manuscript demonstrates a novel scheme for single-image-enabled 3D imaging through such media, treating the…

Optics · Physics 2024-10-10 Long Pan , Yunan Wang , Yijie Lou , Xiaohua Feng

In sports, such as alpine skiing, coaches would like to know the speed and various biomechanical variables of their athletes and competitors. Existing methods use either body-worn sensors, which are cumbersome to setup, or manual image…

Computer Vision and Pattern Recognition · Computer Science 2019-09-02 Roman Bachmann , Jörg Spörri , Pascal Fua , Helge Rhodin

Understanding and predicting pedestrian behavior is an important and challenging area of research for realizing safe and effective navigation strategies in automated and advanced driver assistance technologies in urban scenes. This paper…

Computer Vision and Pattern Recognition · Computer Science 2021-01-25 Jun Hayakawa , Behzad Dariush

Activity recognition in sport is an attractive field for computer vision research. Game, player and team analysis are of great interest and research topics within this field emerge with the goal of automated analysis. The very specific…

Computer Vision and Pattern Recognition · Computer Science 2014-04-28 Georg Waltner , Thomas Mauthner , Horst Bischof

Monocular estimation of 3d human pose has attracted increased attention with the availability of large ground-truth motion capture datasets. However, the diversity of training data available is limited and it is not clear to what extent…

Computer Vision and Pattern Recognition · Computer Science 2020-04-08 Zhe Wang , Daeyun Shin , Charless C. Fowlkes

Monocular 3D human pose estimation remains a challenging and ill-posed problem, particularly in real-time settings and unconstrained environments. While direct imageto-3D approaches require large annotated datasets and heavy models,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Mohamed Adjel

We present the first application of 3D Gaussian Splatting in monocular SLAM, the most fundamental but the hardest setup for Visual SLAM. Our method, which runs live at 3fps, utilises Gaussians as the only 3D representation, unifying the…

Computer Vision and Pattern Recognition · Computer Science 2024-04-16 Hidenobu Matsuki , Riku Murai , Paul H. J. Kelly , Andrew J. Davison

Accurate and robust pose estimation plays a crucial role in many robotic systems. Popular algorithms for pose estimation typically rely on high-fidelity and high-frequency signals from various sensors. Inclusion of these sensors makes the…

Computer Vision and Pattern Recognition · Computer Science 2023-11-17 Stepan Konev , Yuriy Biktairov

Single-view depth estimation refers to the ability to derive three-dimensional information per pixel from a single two-dimensional image. Single-view depth estimation is an ill-posed problem because there are multiple depth solutions that…

Computer Vision and Pattern Recognition · Computer Science 2024-06-21 Javier Rodriguez-Puigvert

This paper aims to design a 3D object detection model from 2D images taken by monocular cameras by combining the estimated bird's-eye view elevation map and the deep representation of object features. The proposed model has a pre-trained…

Computer Vision and Pattern Recognition · Computer Science 2020-11-25 Ali Babolhavaeji , Mohammad Fanaei

We propose a fully automated system that simultaneously estimates the camera intrinsics, the ground plane, and physical distances between people from a single RGB image or video captured by a camera viewing a 3-D scene from a fixed vantage…

Computer Vision and Pattern Recognition · Computer Science 2021-06-22 Xiaohan Fei , Henry Wang , Xiangyu Zeng , Lin Lee Cheong , Meng Wang , Joseph Tighe

The SoccerNet 2025 Challenges mark the fifth annual edition of the SoccerNet open benchmarking effort, dedicated to advancing computer vision research in football video understanding. This year's challenges span four vision-based tasks: (1)…

Computer Vision and Pattern Recognition · Computer Science 2025-08-27 Silvio Giancola , Anthony Cioppa , Marc Gutiérrez-Pérez , Jan Held , Carlos Hinojosa , Victor Joos , Arnaud Leduc , Floriane Magera , Karen Sanchez , Vladimir Somers , Artur Xarles , Antonio Agudo , Alexandre Alahi , Olivier Barnich , Albert Clapés , Christophe De Vleeschouwer , Sergio Escalera , Bernard Ghanem , Thomas B. Moeslund , Marc Van Droogenbroeck , Tomoki Abe , Saad Alotaibi , Faisal Altawijri , Steven Araujo , Xiang Bai , Xiaoyang Bi , Jiawang Cao , Vanyi Chao , Kamil Czarnogórski , Fabian Deuser , Mingyang Du , Tianrui Feng , Patrick Frenzel , Mirco Fuchs , Jorge García , Konrad Habel , Takaya Hashiguchi , Sadao Hirose , Xinting Hu , Yewon Hwang , Ririko Inoue , Riku Itsuji , Kazuto Iwai , Hongwei Ji , Yangguang Ji , Licheng Jiao , Yuto Kageyama , Yuta Kamikawa , Yuuki Kanasugi , Hyungjung Kim , Jinwook Kim , Takuya Kurihara , Bozheng Li , Lingling Li , Xian Li , Youxing Lian , Dingkang Liang , Hongkai Lin , Jiadong Lin , Jian Liu , Liang Liu , Shuaikun Liu , Zhaohong Liu , Yi Lu , Federico Méndez , Huadong Ma , Wenping Ma , Jacek Maksymiuk , Henry Mantilla , Ismail Mathkour , Daniel Matthes , Ayaha Motomochi , Amrulloh Robbani Muhammad , Haruto Nakayama , Joohyung Oh , Yin May Oo , Marcelo Ortega , Norbert Oswald , Rintaro Otsubo , Fabian Perez , Mengshi Qi , Cristian Rey , Abel Reyes-Angulo , Oliver Rose , Hoover Rueda-Chacón , Hideo Saito , Jose Sarmiento , Kanta Sawafuji , Atom Scott , Xi Shen , Pragyan Shrestha , Jae-Young Sim , Long Sun , Yuyang Sun , Tomohiro Suzuki , Licheng Tang , Masato Tonouchi , Ikuma Uchida , Henry O. Velesaca , Tiancheng Wang , Rio Watanabe , Jay Wu , Yongliang Wu , Shunzo Yamagishi , Di Yang , Xu Yang , Yuxin Yang , Hao Ye , Xinyu Ye , Calvin Yeung , Xuanlong Yu , Chao Zhang , Dingyuan Zhang , Kexing Zhang , Zhe Zhao , Xin Zhou , Wenbo Zhu , Julian Ziegler

Players and ball detection are among the first required steps on a football analytics platform. Until recently, the existing open datasets on which the evaluations of most models were based, were not sufficient. In this work, we point out…

Computer Vision and Pattern Recognition · Computer Science 2023-11-14 Konstantinos Moutselos , Ilias Maglogiannis

Multi-view 3D object detection (MV3D-Det) in Bird-Eye-View (BEV) has drawn extensive attention due to its low cost and high efficiency. Although new algorithms for camera-only 3D object detection have been continuously proposed, most of…

Computer Vision and Pattern Recognition · Computer Science 2023-03-06 Shuo Wang , Xinhai Zhao , Hai-Ming Xu , Zehui Chen , Dameng Yu , Jiahao Chang , Zhen Yang , Feng Zhao

In this paper, we propose a Monocular 3D Single Stage object Detector (M3DSSD) with feature alignment and asymmetric non-local attention. Current anchor-based monocular 3D object detection methods suffer from feature mismatching. To…

Computer Vision and Pattern Recognition · Computer Science 2021-03-25 Shujie Luo , Hang Dai , Ling Shao , Yong Ding

This paper proposes a novel method to estimate the global scale of a 3D reconstructed model within a Kalman filtering-based monocular SLAM algorithm. Our Bayesian framework integrates height priors over the detected objects belonging to a…

Computer Vision and Pattern Recognition · Computer Science 2017-05-30 Edgar Sucar , Jean-Bernard Hayet

High precision localization is a crucial requirement for the autonomous driving system. Traditional positioning methods have some limitations in providing stable and accurate vehicle poses, especially in an urban environment. Herein, we…

Robotics · Computer Science 2018-05-17 Zhongyang Xiao , Kun Jiang , Shichao Xie , Tuopu Wen , Chunlei Yu , Diange Yang

Accident of struck-by machines is one of the leading causes of casualties on construction sites. Monitoring workers' proximities to avoid human-machine collisions has aroused great concern in construction safety management. Existing methods…

Computer Vision and Pattern Recognition · Computer Science 2023-10-20 Yuexiong Ding , Xiaowei Luo
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