For questions about the Learned Perceptual Image Patch Similarity (LPIPS) metric. See the paper "The Unreasonable Effectiveness of Deep Features as a Perceptual Metric" (2018) by Richard Zhang et al. for more info.
Questions tagged [lpips]
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To assess the quality of the reconstructed images, which metric is more reliable: PSNR or LPIPS?
I am training a model for image reconstruction. I used several metrics to assess the quality of the reconstructed images. LPIPS is decreasing, which is good. PSNR goes up and down, but the L1 loss and SSIM loss are increasing.
So, which metric…
Yousef
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