Denoising
Denoising is a task in image processing and computer vision that aims to remove or reduce noise from an image. Noise can be introduced into an image due to various reasons, such as camera sensor limitations, lighting conditions, and compression artifacts. The goal of denoising is to recover the original image, which is considered to be noise-free, from a noisy observation.
( Image credit: Beyond a Gaussian Denoiser )
Papers
Showing 2251–2275 of 7282 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SINDy | PSNR | 81 | — | Unverified |
| 2 | Pixel-shuffling Downsampling | PSNR | 38.4 | — | Unverified |
| 3 | TWSC | PSNR | 37.93 | — | Unverified |
| 4 | CBDNet(Syn) | PSNR | 37.57 | — | Unverified |
| 5 | MCWNNM | PSNR | 37.38 | — | Unverified |
| 6 | Han et al | PSNR | 35.95 | — | Unverified |
| 7 | FFDNet | PSNR | 34.4 | — | Unverified |
| 8 | TNRD | PSNR | 33.65 | — | Unverified |
| 9 | CDnCNN-B | PSNR | 32.43 | — | Unverified |
| 10 | NLRN | PSNR | 30.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DRUnet_Poisson_0.01 | Average PSNR (dB) | 33.92 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DRANet | Average PSNR | 39.64 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PCNN+RL+HME | Average | 84.61 | — | Unverified |