GradProm gates the auxiliary recognition gradient by cosine similarity with the enhancement gradient, reporting improved PSNR, SSIM, and downstream accuracy on four medical image datasets.
Exploring simple and transferable recognition-aware image processing,
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Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion
GradProm gates the auxiliary recognition gradient by cosine similarity with the enhancement gradient, reporting improved PSNR, SSIM, and downstream accuracy on four medical image datasets.