Non-paired infrared image stripe removing method based on multistage wavelet cyclic generative adversarial

• Main Authors: YANG SHIQI, YANG QIN, QIN HANLIN, TIAN CHAOSHI, LI JULIU, YUAN SHUAI, NOBUTAKE, WU CHAOHUI, LIAO XINYUAN
• Format: Patent
• Language: Chinese; English
• Published: 27.10.2023
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; IMAGE DATA PROCESSING OR GENERATION, IN GENERAL; PHYSICS

The invention discloses a non-paired infrared image stripe-removing method based on multistage wavelet cyclic generative adversarial, and the method comprises the steps: inputting an original infrared image with stripe noise into a trained infrared image stripe-removing model, and obtaining a stripe-free infrared image; the infrared image stripe removing model is trained according to a real infrared image under the constraint of a total loss function determined by an output result of the multistage wavelet guide reconstruction module. According to the method provided by the invention, the infrared image is input to the real stripe infrared image and the real stripe-free infrared image for cyclic generation, so that the real non-uniform noise of the infrared image is learned; a stripe-free infrared image is obtained through an infrared image stripe-removing model trained under the constraint of a total loss function determined by the output result of the multistage wavelet guided reconstruction module; noise i