Enhancing object detection in low-resolution images via frequency domain learning

Shuaiqiang Gao, Yunliang Chen, Ningning Cui, Wenjian Qin

Abstract: Highlights•Multi-wave upsampling uses diverse frequency cosine waves for image representation.•Strategy uses object detection loss to guide image enhancement for super-resolution.•This study validates high-frequency information’s importance in object detection.