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Due to the high complexity and occlusion, insufficient perception in the crowded urban intersection can be a serious safety risk for both human drivers and autonomous algorithms, whereas CVIS (Cooperative Vehicle Infrastructure System) is a…

计算机视觉与模式识别 · 计算机科学 2021-06-08 Huanan Wang , Xinyu Zhang , Jun Li , Zhiwei Li , Lei Yang , Shuyue Pan , Yongqiang Deng

3D perception is a critical problem in autonomous driving. Recently, the Bird-Eye-View (BEV) approach has attracted extensive attention, due to low-cost deployment and desirable vision detection capacity. However, the existing models ignore…

计算机视觉与模式识别 · 计算机科学 2023-12-20 Siran Chen , Yue Ma , Yu Qiao , Yali Wang

Understanding the surrounding environment of the vehicle is still one of the challenges for autonomous driving. This paper addresses 360-degree road scene semantic segmentation using surround view cameras, which are widely equipped in…

计算机视觉与模式识别 · 计算机科学 2019-09-17 Liuyuan Deng , Ming Yang , Hao Li , Tianyi Li , Bing Hu , Chunxiang Wang

Awareness of the road scene is an essential component for both autonomous vehicles and Advances Driver Assistance Systems and is gaining importance both for the academia and car companies. This paper presents a way to learn a semantic-aware…

计算机视觉与模式识别 · 计算机科学 2017-06-27 Andrea Palazzi , Guido Borghi , Davide Abati , Simone Calderara , Rita Cucchiara

Vehicle detection in aerial videos often requires post-processing to eliminate false detections. This paper presents a spatio-temporal processing scheme to improve automatic vehicle detection performance by replacing the thresholding step…

图像与视频处理 · 电气工程与系统科学 2020-10-28 Xin Gao , Jeno Szep , Pratik Satam , Salim Hariri , Sundaresh Ram , Jeffrey J. Rodriguez

Recently, the pure camera-based Bird's-Eye-View (BEV) perception removes expensive Lidar sensors, making it a feasible solution for economical autonomous driving. However, most existing BEV solutions either suffer from modest performance or…

计算机视觉与模式识别 · 计算机科学 2023-01-20 Bin Huang , Yangguang Li , Enze Xie , Feng Liang , Luya Wang , Mingzhu Shen , Fenggang Liu , Tianqi Wang , Ping Luo , Jing Shao

Safe highway autonomy for heavy trucks remains an open and unsolved challenge: due to long braking distances, scene understanding of hundreds of meters is required for anticipatory planning and to allow safe braking margins. However,…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Filippo Ghilotti , Edoardo Palladin , Samuel Brucker , Adam Sigal , Mario Bijelic , Felix Heide

Fisheye cameras suffer from image distortion while having a large field of view(LFOV). And this fact leads to poor performance on some fisheye vision tasks. One of the solutions is to optimize the current vision algorithm for fisheye…

计算机视觉与模式识别 · 计算机科学 2023-03-28 Dianyi Yang , Jiadong Tang , Yu Gao , Yi Yang , Mengyin Fu

Multi-Camera Multi-Target Tracking (MCMT) is a computer vision technique that involves tracking multiple targets simultaneously across multiple cameras. MCMT in urban traffic visual analysis faces great challenges due to the complex and…

计算机视觉与模式识别 · 计算机科学 2023-07-07 Jincheng Lu , Xipeng Yang , Jin Ye , Yifu Zhang , Zhikang Zou , Wei Zhang , Xiao Tan

Achieving reliable and safe autonomous driving in off-road environments requires accurate and efficient terrain traversability analysis. However, this task faces several challenges, including the scarcity of large-scale datasets tailored…

机器人学 · 计算机科学 2025-04-17 Yafeng Bu , Zhenping Sun , Xiaohui Li , Jun Zeng , Xin Zhang , Hui Shen

Vision foundation models (VFMs) and Bird's Eye View (BEV) representation have advanced visual perception substantially, yet their internal spatial representations assume the rectilinear geometry of pinhole cameras. Fisheye cameras, widely…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Rahul Ahuja , Mudit Jain , Bala Murali Manoghar Sai Sudhakar , Venkatraman Narayanan , Pratik Likhar , Varun Ravi Kumar , Senthil Yogamani

We propose a robust method for estimating road curb 3D parameters (size, location, orientation) using a calibrated monocular camera equipped with a fisheye lens. Automatic curb detection and localization is particularly important in the…

计算机视觉与模式识别 · 计算机科学 2020-03-02 Stanislav Panev , Francisco Vicente , Fernando De la Torre , Véronique Prinet

Bird's eye view (BEV) semantic segmentation plays a crucial role in spatial sensing for autonomous driving. Although recent literature has made significant progress on BEV map understanding, they are all based on single-agent camera-based…

计算机视觉与模式识别 · 计算机科学 2022-09-27 Runsheng Xu , Zhengzhong Tu , Hao Xiang , Wei Shao , Bolei Zhou , Jiaqi Ma

Building facade parsing, which predicts pixel-level labels for building facades, has applications in computer vision perception for autonomous vehicle (AV) driving. However, instead of a frontal view, an on-board camera of an AV captures a…

计算机视觉与模式识别 · 计算机科学 2022-05-13 Sijie Wang , Qiyu Kang , Rui She , Wee Peng Tay , Diego Navarro Navarro , Andreas Hartmannsgruber

We aim for accurate and efficient line landmark detection for valet parking, which is a long-standing yet unsolved problem in autonomous driving. To this end, we present a deep line landmark detection system where we carefully design the…

计算机视觉与模式识别 · 计算机科学 2023-09-26 Zizhang Wu , Yuanzhu Gan , Tianhao Xu , Rui Tang , Jian Pu

Smart-parking solutions use sensors, cameras, and data analysis to improve parking efficiency and reduce traffic congestion. Computer vision-based methods have been used extensively in recent years to tackle the problem of parking lot…

This paper presents a novel solution to automatically count vehicles in a parking lot using images captured by smart cameras. Unlike most of the literature on this task, which focuses on the analysis of single images, this paper proposes…

计算机视觉与模式识别 · 计算机科学 2021-06-08 Luca Ciampi , Claudio Gennaro , Fabio Carrara , Fabrizio Falchi , Claudio Vairo , Giuseppe Amato

3D semantic occupancy prediction aims to forecast detailed geometric and semantic information of the surrounding environment for autonomous vehicles (AVs) using onboard surround-view cameras. Existing methods primarily focus on intricate…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Zhenxing Ming , Julie Stephany Berrio , Mao Shan , Stewart Worrall

Bird's-Eye-View (BEV) perception has become a foundational paradigm in autonomous driving, enabling unified spatial representations that support robust multi-sensor fusion and multi-agent collaboration. As autonomous vehicles transition…

Autonomous driving systems require many images for analyzing the surrounding environment. However, there is fewer data protection for private information among these captured images, such as pedestrian faces or vehicle license plates, which…

计算机视觉与模式识别 · 计算机科学 2023-08-17 Zizhang Wu , Chenxin Yuan , Hongyang Wei , Fan Song , Tianhao Xu