This article presents a model for detecting and recognizing traffic signs based on the YOLO (You Only Look Once) algorithm. Our system can detect traffic signs in real-world scenarios, including prohibitory, stop, no entry, speed limit, regulatory, and hazardous signs. However, there are still some cases where successful recognition is not achieved. Experiments were conducted on a dataset of 29,632 images, yielding % recognition accuracy of 86.8%. The system performs well in practical environments with relatively high accuracy, yet some errors persist during detection.
Tác giả
Dat Tien Nguyen
Ho Chi Minh City Open University, Ho Chi Minh City
Quan Minh Vu
Ho Chi Minh City Open University, Ho Chi Minh City
Thanh Hoang Nguyen
Ho Chi Minh City Open University, Ho Chi Minh City
Khai Quang Ho
Ho Chi Minh City Open University, Ho Chi Minh City
Phuong Quang Luu
Ho Chi Minh City Open University, Ho Chi Minh City