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We introduce a new dataset for image-based parking space occupancy classification: ACPDS. Unlike in prior datasets, each image is taken from a unique view, systematically annotated, and the parking lots in the train, validation, and test…

计算机视觉与模式识别 · 计算机科学 2021-07-27 Martin Marek

Current parking area perception algorithms primarily focus on detecting vacant slots within a limited range, relying on error-prone homographic projection for both labeling and inference. However, recent advancements in Advanced Driver…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Antonyo Musabini , Ivan Novikov , Sana Soula , Christel Leonet , Lihao Wang , Rachid Benmokhtar , Fabian Burger , Thomas Boulay , Xavier Perrotton

For vehicles equipped with the automatic parking system, the accuracy and speed of the parking slot detection are crucial. But the high accuracy is obtained at the price of low speed or expensive computation equipment, which are sensitive…

计算机视觉与模式识别 · 计算机科学 2020-05-20 Zhuoping Yu , Zhong Gao , Hansheng Chen , Yuyao Huang

Parking is a critical task for autonomous driving systems (ADS), with unique challenges in crowded parking slots and GPS-denied environments. However, existing works focus on 2D parking slot perception, mapping, and localization, 3D…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Xiaobao Wei , Zhangjie Ye , Yuxiang Gu , Zunjie Zhu , Yunfei Guo , Yingying Shen , Shan Zhao , Ming Lu , Haiyang Sun , Bing Wang , Guang Chen , Rongfeng Lu , Hangjun Ye

One of the main factors that contributed to the large advances in autonomous driving is the advent of deep learning. For safer self-driving vehicles, one of the problems that has yet to be solved completely is lane detection. Since methods…

计算机视觉与模式识别 · 计算机科学 2020-07-15 Lucas Tabelini , Rodrigo Berriel , Thiago M. Paixão , Claudine Badue , Alberto F. De Souza , Thiago Oliveira-Santos

We present YOLO, a new approach to object detection. Prior work on object detection repurposes classifiers to perform detection. Instead, we frame object detection as a regression problem to spatially separated bounding boxes and associated…

计算机视觉与模式识别 · 计算机科学 2016-05-11 Joseph Redmon , Santosh Divvala , Ross Girshick , Ali Farhadi

Precise localization is of great importance for autonomous parking task since it provides service for the downstream planning and control modules, which significantly affects the system performance. For parking scenarios, dynamic lighting,…

机器人学 · 计算机科学 2024-07-09 Xuefeng Jiang , Fangyuan Wang , Rongzhang Zheng , Han Liu , Yixiong Huo , Jinzhang Peng , Lu Tian , Emad Barsoum

With the number of vehicles continuously increasing, parking monitoring and analysis are becoming a substantial feature of modern cities. In this study, we present a methodology to monitor car parking areas and to analyze their occupancy in…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Bilel Benjdira , Anis Koubaa , Wadii Boulila , Adel Ammar

This paper aims to develop a robust and flexible algorithm for vacant parking space detections using the image processing capabilities of OpenCV. It removes the need for independent sensors to detect a car and instead, uses real-time images…

图像与视频处理 · 电气工程与系统科学 2018-07-09 Chetan Sai Tutika , Charan Vallapaneni , Karthikeyan B

Safety helmets play a crucial role in protecting workers from head injuries in construction sites, where potential hazards are prevalent. However, currently, there is no approach that can simultaneously achieve both model accuracy and…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Shuqi Shen , Junjie Yang

This paper proposes an efficient autonomous valet parking system utilizing only cameras which are the most widely used sensor. To capture more information instantaneously and respond rapidly to changes in the surrounding environment,…

计算机视觉与模式识别 · 计算机科学 2021-04-28 Young Gon Jo , Seok Hyeon Hong , Sung Soo Hwang , Jeong Mok Ha

Video Panoptic Segmentation (VPS) aims at assigning a class label to each pixel, uniquely segmenting and identifying all object instances consistently across all frames. Classic solutions usually decompose the VPS task into several…

计算机视觉与模式识别 · 计算机科学 2021-12-17 Yi Zhou , Hui Zhang , Hana Lee , Shuyang Sun , Pingjun Li , Yangguang Zhu , ByungIn Yoo , Xiaojuan Qi , Jae-Joon Han

Automated Parking is a low speed manoeuvring scenario which is quite unstructured and complex, requiring full 360{\deg} near-field sensing around the vehicle. In this paper, we discuss the design and implementation of an automated parking…

Autonomous valet parking is a specific application for autonomous vehicles. In this task, vehicles need to navigate in narrow, crowded and GPS-denied parking lots. Accurate localization ability is of great importance. Traditional…

机器人学 · 计算机科学 2020-07-09 Tong Qin , Tongqing Chen , Yilun Chen , Qing Su

Parking management systems, and vacancy-indication services in particular, can play a valuable role in reducing traffic and energy waste in large cities. Visual detection methods represent a cost-effective option, since they can take…

计算机视觉与模式识别 · 计算机科学 2016-07-01 Sepehr Valipour , Mennatullah Siam , Eleni Stroulia , Martin Jagersand

We propose DOPS, a fast single-stage 3D object detection method for LIDAR data. Previous methods often make domain-specific design decisions, for example projecting points into a bird-eye view image in autonomous driving scenarios. In…

计算机视觉与模式识别 · 计算机科学 2020-04-08 Mahyar Najibi , Guangda Lai , Abhijit Kundu , Zhichao Lu , Vivek Rathod , Thomas Funkhouser , Caroline Pantofaru , David Ross , Larry S. Davis , Alireza Fathi

This paper presents a lightweight, end-to-end highway lane detection architecture that jointly captures spatial and temporal information for robust performance in real-world driving scenarios. Building on the strengths of 3D convolutional…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Sorna Shanmuga Raja , Abdelhafid Zenati

Few-shot video object segmentation (FSVOS) aims to segment dynamic objects of unseen classes by resorting to a small set of support images that contain pixel-level object annotations. Existing methods have demonstrated that the domain…

计算机视觉与模式识别 · 计算机科学 2023-07-18 Yin Tang , Tao Chen , Xiruo Jiang , Yazhou Yao , Guo-Sen Xie , Heng-Tao Shen

The robotic autonomous luggage trolley collection system employs robots to gather and transport scattered luggage trolleys at airports. However, existing methods for detecting and locating these luggage trolleys often fail when they are not…

机器人学 · 计算机科学 2024-05-10 Zhirui Sun , Zhe Zhang , Jieting Zhao , Hanjing Ye , Jiankun Wang

In this paper, we present an accurate approach to estimate vehicles' pose and shape from off-board multiview images. The images are taken by monocular cameras and have small overlaps. We utilize state-of-the-art convolutional neural…

计算机视觉与模式识别 · 计算机科学 2018-11-13 Wenhao Ding , Shuaijun Li , Guilin Zhang , Xiangyu Lei , Huihuan Qian