Recent works on Convolutional Neural Network (CNN) in object detection and identification
show its superior performance over other systems. It is being used on several machine …

Make and Model recognition of cars (MMR) has become an important element of automatic
vision based systems. Nowadays, MMR utility is commonly added to traffic monitoring (eg …

Car make and model recognition (CMMR) has become an important part of intelligent
transport systems. Information provided by CMMR can be utilized when license plate …

Vehicle type recognition (VTR) is a quite common requirement and one of the key
challenges in real surveillance scenarios, such as intelligent traffic and unmanned driving …

At present, deep learning has been widely applied in object detection, such as vehicle
detection. In this paper, the deep learning EfficientDet model was analyzed, and its …

Currently, deep learning has been widely applied in the field of object detection, and some
relevant scholars have applied it to vehicle detection. In this paper, the deep learning …

摘要针对深度学**EfficientDet 模型的车辆检测性能进行分析, 基于训练过程中容易陷入局部最
优进行优化改进, 构建分阶段自适应的训练模型, 利用该训练模型对短距离和远距离车辆进行 …

This paper presents a robust system for automatic car make recognition in real-traffic images
of car front, featuring low contrast and compression-based distortions. The system is …

The goal of the research was to demonstrate the full data science lifecycle through a use
case of the MobileNetv2 model for vehicle image Classification task using various validation …

Rampant cloned vehicle offenses have caused great damage to transportation management
as well as public safety and even the world economy. It necessitates an efficient detection …