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Detecting and localizing objects in the real 3D space, which plays a crucial role in scene understanding, is particularly challenging given only a monocular image due to the geometric information loss during imagery projection. We propose…

计算机视觉与模式识别 · 计算机科学 2021-04-20 Zengyi Qin , Jinglu Wang , Yan Lu

Understanding the world in 3D is a critical component of urban autonomous driving. Generally, the combination of expensive LiDAR sensors and stereo RGB imaging has been paramount for successful 3D object detection algorithms, whereas…

计算机视觉与模式识别 · 计算机科学 2019-08-13 Garrick Brazil , Xiaoming Liu

Robot table tennis systems require a vision system that can track the ball position with low latency and high sampling rate. Altering the ball to simplify the tracking using for instance infrared coating changes the physics of the ball…

机器人学 · 计算机科学 2020-01-08 Sebastian Gomez-Gonzalez , Yassine Nemmour , Bernhard Schölkopf , Jan Peters

A monocular 3D object tracking system generally has only up-to-scale pose estimation results without any prior knowledge of the tracked object. In this paper, we propose a novel idea to recover the metric scale of an arbitrary dynamic…

机器人学 · 计算机科学 2018-08-22 Kejie Qiu , Tong Qin , Hongwen Xie , Shaojie Shen

Recovering a dynamic 3D scene from a long monocular video is crucial for dense geometry, camera motion, and temporal correspondence to remain consistent in a shared coordinate system. Existing methods face two key challenges: (1)…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Chenyi Xu , Yihao Wu , Liqi Yan , Chao Yang , Jianhui Zhang , Fangli Guan , Pan Li

Realizing versatile and human-like performance in high-demand sports like badminton remains a formidable challenge for humanoid robotics. Unlike standard locomotion or static manipulation, this task demands a seamless integration of…

机器人学 · 计算机科学 2026-02-10 Yeke Chen , Shihao Dong , Xiaoyu Ji , Jingkai Sun , Zeren Luo , Liu Zhao , Jiahui Zhang , Wanyue Li , Ji Ma , Bowen Xu , Yimin Han , Yudong Zhao , Peng Lu

This work proposes a new, online algorithm for estimating the local scale correction to apply to the output of a monocular SLAM system and obtain an as faithful as possible metric reconstruction of the 3D map and of the camera trajectory.…

机器人学 · 计算机科学 2017-11-09 Edgar Sucar , Jean-Bernard Hayet

3D multi-object tracking and trajectory prediction are two crucial modules in autonomous driving systems. Generally, the two tasks are handled separately in traditional paradigms and a few methods have started to explore modeling these two…

计算机视觉与模式识别 · 计算机科学 2024-07-01 Jiaheng Zhuang , Guoan Wang , Siyu Zhang , Xiyang Wang , Hangning Zhou , Ziyao Xu , Chi Zhang , Zhiheng Li

Traditional SLAM systems, which rely on bundle adjustment, struggle with highly dynamic scenes commonly found in casual videos. Such videos entangle the motion of dynamic elements, undermining the assumption of static environments required…

计算机视觉与模式识别 · 计算机科学 2025-11-07 Weirong Chen , Ganlin Zhang , Felix Wimbauer , Rui Wang , Nikita Araslanov , Andrea Vedaldi , Daniel Cremers

Self-supervised learning of depth map prediction and motion estimation from monocular video sequences is of vital importance -- since it realizes a broad range of tasks in robotics and autonomous vehicles. A large number of research efforts…

计算机视觉与模式识别 · 计算机科学 2021-03-24 Ue-Hwan Kim , Jong-Hwan Kim

Monocular 3D lane detection is essential for autonomous driving, but challenging due to the inherent lack of explicit spatial information. Multi-modal approaches rely on expensive depth sensors, while methods incorporating fully-supervised…

计算机视觉与模式识别 · 计算机科学 2025-07-21 Max van den Hoven , Kishaan Jeeveswaran , Pieter Piscaer , Thijs Wensveen , Elahe Arani , Bahram Zonooz

Multi-object tracking (MOT) is crucial for various multi-agent analyses such as evaluating team sports tactics and player movements and performance. While pedestrian tracking has advanced with Tracking-by-Detection MOT, team sports like…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Li Yin , Calvin Yeung , Qingrui Hu , Jun Ichikawa , Hirotsugu Azechi , Susumu Takahashi , Keisuke Fujii

3D single object tracking with point clouds is a critical task in 3D computer vision. Previous methods usually input the last two frames and use the predicted box to get the template point cloud in previous frame and the search area point…

计算机视觉与模式识别 · 计算机科学 2023-07-03 Yubo Cui , Zhiheng Li , Zheng Fang

Trajectory analysis is essential in many applications. In this paper, we address the problem of representing motion trajectories in a highly informative way, and consequently utilize it for analyzing trajectories. Our approach first…

计算机视觉与模式识别 · 计算机科学 2017-04-27 Weiyao Lin , Yang Zhou , Hongteng Xu , Junchi Yan , Mingliang Xu , Jianxin Wu , Zicheng Liu

We present a novel method to learn temporally consistent 3D reconstruction of clothed people from a monocular video. Recent methods for 3D human reconstruction from monocular video using volumetric, implicit or parametric human shape…

计算机视觉与模式识别 · 计算机科学 2021-04-20 Akin Caliskan , Armin Mustafa , Adrian Hilton

Object localization in 3D space is a challenging aspect in monocular 3D object detection. Recent advances in 6DoF pose estimation have shown that predicting dense 2D-3D correspondence maps between image and object 3D model and then…

计算机视觉与模式识别 · 计算机科学 2021-03-25 Hansheng Chen , Yuyao Huang , Wei Tian , Zhong Gao , Lu Xiong

Dynamic ball-interaction tasks remain challenging for robots because they require tight perception-action coupling under limited reaction time. This challenge is especially pronounced in humanoid racket sports, where successful interception…

机器人学 · 计算机科学 2026-03-17 Peng Ren , Chuan Qi , Haoyang Ge , Qiyuan Su , Xuguo He , Cong Huang , Pei Chi , Jiang Zhao , Kai Chen

3D building reconstruction from monocular remote sensing images is an important and challenging research problem that has received increasing attention in recent years, owing to its low cost of data acquisition and availability for…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Weijia Li , Haote Yang , Zhenghao Hu , Juepeng Zheng , Gui-Song Xia , Conghui He

We present a system that transforms a monocular video of a soccer game into a moving 3D reconstruction, in which the players and field can be rendered interactively with a 3D viewer or through an Augmented Reality device. At the heart of…

计算机视觉与模式识别 · 计算机科学 2018-06-05 Konstantinos Rematas , Ira Kemelmacher-Shlizerman , Brian Curless , Steve Seitz

Mapping and 3D detection are two major issues in vision-based robotics, and self-driving. While previous works only focus on each task separately, we present an innovative and efficient multi-task deep learning framework (SM3D) for…

计算机视觉与模式识别 · 计算机科学 2021-11-25 Runfa Li , Truong Nguyen