International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD2023)

74 / 2023-09-01 18:43:05

Research on Real-Time Pedestrian Detection Based on Infrared-Visible Image Fusion

Multispectral Image,Image Fusion,Pedestrian Detection,Deep Learning

Special Sessions > SS16 - Multi-Physical Sensors-Based Detection & Diagnosis Solution Empowered by AI Technology

With the advancement of AI technology and hardware, intelligent surveillance systems are becoming increasingly widespread, bringing more and more complex application scene. Pedestrian detection, as one of the tasks within such systems, faces more challenges consequently. Current pedestrian detection methods primarily rely on visible-light modality, limiting their performance and robustness. Introducing an additional modality, such as infrared, to improve performance imposes higher demands on platforms and resources. Therefore, multi-spectral image fusion emerges as a promising technique to enhance pedestrian detection. This paper proposes a pedestrian detection framework based on infrared-visible light image fusion. Additionally, three fusion methods are employed and compared against single-spectral results using existing detection model, which validate the potential for improving pedestrian detection performance.