2024年5月13日 · This work provides a comprehensive review of existing vehicle detection algorithms and discusses their practical applications in the field of autonomous driving. First, we provide a brief description of the tasks, evaluation metrics, and datasets for vehicle detection.

2022年1月5日 · This article presents a comprehensive review of vehicle detection approaches and their applications in intelligent vehicle systems to analyze the development of vehicle detection, with a specific focus on sensor types and algorithm classification.

Vehicle detection refers to the task of robustly and efficiently identifying vehicles in monocular vision using computer vision techniques and video image data.

Efficient vehicle detection and tracking in images and videos. Accurate vehicle speed estimation in kilometers per hour (KM/H). Precise determination of the direction of each detected vehicle. Vehicle color estimation. Easy integration into your computer vision projects.

2024年10月30日 · Accurate vehicle detection is essential for the development of intelligent transportation systems, autonomous driving, and traffic monitoring. This paper presents a detailed analysis of YOLO11, the latest advancement in the YOLO series of deep learning models, focusing exclusively on vehicle detection tasks.

In simpler terms, vehicle detection technology refers to the broader task of detecting the presence and location of vehicles within an image or a video frame. For that purpose, it uses a combination of sensors and software to identify the presence, location, and sometimes classification of …

2023年5月17日 · Advancing the efficiency of vehicle detection and classification accuracy, precision, and robustness through DL techniques, such as DCNNs, RCNNs, and DNNs, improves the robustness of schemes in detecting and classifying vehicles from images or video frames.

Efficient and accurate vehicle detection is one of the essential tasks in the environment perception of an autonomous vehicle. Therefore, numerous algorithms for vehicle detection have been developed. However, their strengths in terms of performance have not been deeply assessed or …

2023年2月27日 · Traffic surveillance system detector should be fast, accurate, and reliable enough to detect vehicles in real-time. In the areas of traffic managing systems or surveillance technology, there have been numerous advancements.

2021年6月1日 · The current study provides a synopsis of state-of-the-art vehicle detection techniques, which are categorized according to motion and appearance-based techniques starting with frame...