To improve the effectiveness of laser image restoration, a laser image visual communication restoration technology is designed in complex environments. Firstly, design a concave word segmentation noise suppression algorithm and implement laser image denoising processing. Then, in response to the complex imaging environment of laser images, a single pixel observation model of the laser image is constructed after denoising to perform reconstruction processing on the laser image, thereby achieving better visual communication and repair effects. Finally, a visual communication restoration model is designed based on RSM-Net to achieve image restoration function. The test results show that the repair effect of the fracture area and the light spot area of the design technology is very excellent, with a repair satisfaction rate of over 94.2%, which is superior to the comparison method. It can achieve complete repair of the fracture area, with overall clarity and no noise, and the application effect is good.