Research on the Infrared and Visible Image Fusion Based on Residual Swin Transformer Module
Based on residual Swin Transformer module,a fusion model of infrared and visible images,namely STB Fusion model,is proposed to address the issue of unclear texture and less sharp result in fused images due to the loss of image contextual information and details during image feature extraction.The fusion of infrared and visible images can not only provide rich texture details and structural information of visible images,but also retain prominent infrared targets for more effective application in subsequent tasks.The experimental results show that the fused images generated by STB Fusion model can more effectively preserve the rich texture details of visible light images and the prominent thermal radiation information of infrared images,achieving good results in both subjective vision and objective evaluation.
image fusionSwin Transformerfeature fusioninfrared and visible images