Deblurring
Deblurring is a computer vision task that involves removing the blurring artifacts from images or videos to restore the original, sharp content. Blurring can be caused by various factors such as camera shake, fast motion, and out-of-focus objects, and can result in a loss of detail and quality in the captured images. The goal of deblurring is to produce a clear, high-quality image that accurately represents the original scene.
( Image credit: Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks )
Papers
Showing 41–50 of 999 papers
All datasetsGoProHIDE (trained on GOPRO)RealBlur-R (trained on GoPro)RealBlur-JRealBlur-RRealBlur-J (trained on GoPro)RSBlurMSU BASEDDVDBeam-Splitter Deblurring (BSD)BASEDREDS
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BSSTNet | PSNR | 35.98 | — | Unverified |
| 2 | GShift-Net | PSNR | 35.88 | — | Unverified |
| 3 | DLEFNet | PSNR | 35.61 | — | Unverified |
| 4 | EFNet | PSNR | 35.46 | — | Unverified |
| 5 | NIRE | PSNR | 35.03 | — | Unverified |
| 6 | VRT | PSNR | 34.81 | — | Unverified |
| 7 | AdaRevD | PSNR | 34.6 | — | Unverified |
| 8 | Turtle | PSNR | 34.5 | — | Unverified |
| 9 | ID-Blau (FFTformer) | PSNR | 34.36 | — | Unverified |
| 10 | XYScanNet | PSNR | 33.91 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MAXIM | PSNR (sRGB) | 32.83 | — | Unverified |
| 2 | AdaRevD | PSNR (sRGB) | 32.35 | — | Unverified |
| 3 | ID-Blau (FFTformer) | PSNR (sRGB) | 31.94 | — | Unverified |
| 4 | LoFormer | PSNR (sRGB) | 31.86 | — | Unverified |
| 5 | CAPTNet | PSNR (sRGB) | 31.86 | — | Unverified |
| 6 | XYScanNet | PSNR (sRGB) | 31.74 | — | Unverified |
| 7 | DeepRFT+ | PSNR (sRGB) | 31.66 | — | Unverified |
| 8 | ID-Blau (Restormer) | PSNR (sRGB) | 31.66 | — | Unverified |
| 9 | FFTformer | PSNR (sRGB) | 31.62 | — | Unverified |
| 10 | LaKDNet | PSNR (sRGB) | 31.58 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AdaRevD | PSNR (sRGB) | 36.53 | — | Unverified |
| 2 | ALGNet | PSNR (sRGB) | 36.35 | — | Unverified |
| 3 | Uformer-B | PSNR (sRGB) | 36.22 | — | Unverified |
| 4 | Restormer | PSNR (sRGB) | 36.19 | — | Unverified |
| 5 | DeepRFT | PSNR (sRGB) | 36.11 | — | Unverified |
| 6 | DeblurDiNAT-L | PSNR (sRGB) | 36.09 | — | Unverified |
| 7 | LaKDNet | PSNR (sRGB) | 36.08 | — | Unverified |
| 8 | MPRNet | PSNR (sRGB) | 35.99 | — | Unverified |
| 9 | MSSNet | PSNR (sRGB) | 35.93 | — | Unverified |
| 10 | MAXIM | PSNR (sRGB) | 35.78 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AdaRevD | PSNR (sRGB) | 33.96 | — | Unverified |
| 2 | MLWNet | PSNR (sRGB) | 33.84 | — | Unverified |
| 3 | ID-Blau (Stripformer) | PSNR (sRGB) | 33.77 | — | Unverified |
| 4 | ID-Blau (Restormer) | PSNR (sRGB) | 33.11 | — | Unverified |
| 5 | ALGNet | PSNR (sRGB) | 32.94 | — | Unverified |
| 6 | LoFormer | PSNR (sRGB) | 32.9 | — | Unverified |
| 7 | ID-Blau (FFTformer) | PSNR (sRGB) | 32.88 | — | Unverified |
| 8 | MAXIM | PSNR (sRGB) | 32.84 | — | Unverified |
| 9 | DeepRFT+ | PSNR (sRGB) | 32.63 | — | Unverified |
| 10 | FFTformer | PSNR (sRGB) | 32.62 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AdaRevD | PSNR (sRGB) | 41.19 | — | Unverified |
| 2 | ALGNet | PSNR (sRGB) | 41.16 | — | Unverified |
| 3 | ID-Blau (Stripformer) | PSNR (sRGB) | 41.06 | — | Unverified |
| 4 | MLWNet | PSNR (sRGB) | 40.69 | — | Unverified |
| 5 | ID-Blau (FFTformer) | PSNR (sRGB) | 40.45 | — | Unverified |
| 6 | ID-Blau (Restormer) | PSNR (sRGB) | 40.31 | — | Unverified |
| 7 | LoFormer | PSNR (sRGB) | 40.23 | — | Unverified |
| 8 | FFTformer | PSNR (sRGB) | 40.11 | — | Unverified |
| 9 | DeepRFT+ | PSNR (sRGB) | 40.01 | — | Unverified |
| 10 | Stripformer | PSNR (sRGB) | 39.84 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AdaRevD | PSNR (sRGB) | 30.12 | — | Unverified |
| 2 | UFPNet | PSNR (sRGB) | 29.87 | — | Unverified |
| 3 | ALGNet | PSNR (sRGB) | 29.12 | — | Unverified |
| 4 | Uformer-B | PSNR (sRGB) | 29.06 | — | Unverified |
| 5 | DeblurDiNAT-L | PSNR (sRGB) | 28.98 | — | Unverified |
| 6 | Restormer | PSNR (sRGB) | 28.96 | — | Unverified |
| 7 | DeepRFT+ | PSNR (sRGB) | 28.88 | — | Unverified |
| 8 | MAXIM | PSNR (sRGB) | 28.83 | — | Unverified |
| 9 | MSSNet | PSNR (sRGB) | 28.79 | — | Unverified |
| 10 | MPRNet | PSNR (sRGB) | 28.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MLWNet | Average PSNR | 34.94 | — | Unverified |
| 2 | SegDeblur | Average PSNR | 34.63 | — | Unverified |
| 3 | SFNet | Average PSNR | 34.35 | — | Unverified |
| 4 | FSNet | Average PSNR | 34.31 | — | Unverified |
| 5 | IRNext | Average PSNR | 34.08 | — | Unverified |
| 6 | ConvIR | Average PSNR | 34.06 | — | Unverified |
| 7 | Uformer-B | Average PSNR | 33.98 | — | Unverified |
| 8 | Restormer | Average PSNR | 33.69 | — | Unverified |
| 9 | MPRNet | Average PSNR | 33.61 | — | Unverified |
| 10 | MIMO-UNet+ | Average PSNR | 33.37 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | NAFNet (REDS) | Subjective | 2.84 | — | Unverified |
| 2 | VRT (GoPro) | Subjective | 2.39 | — | Unverified |
| 3 | VRT (REDS) | Subjective | 1.57 | — | Unverified |
| 4 | DeblurGAN Inception | Subjective | 1.04 | — | Unverified |
| 5 | MAXIM (REDS) | Subjective | 1.01 | — | Unverified |
| 6 | Deeprft (GoPro) | Subjective | 0.54 | — | Unverified |
| 7 | Deeprft (REDS) | Subjective | 0.46 | — | Unverified |
| 8 | MPR local | Subjective | 0.44 | — | Unverified |
| 9 | MAXIM (GoPro) | Subjective | 0.21 | — | Unverified |
| 10 | Restormer local | Subjective | 0.12 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | VRT (GoPro) | PSNR | 31.43 | — | Unverified |
| 2 | DeblurGAN Inception | PSNR | 31.17 | — | Unverified |
| 3 | VRT (REDS) | PSNR | 30.98 | — | Unverified |
| 4 | MAXIM (REDS) | PSNR | 30.66 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | VRT | Average PSNR | 36.79 | — | Unverified |
| 2 | EDVR_Deblur | Average PSNR | 34.8 | — | Unverified |
| 3 | DeblurGAN | Average PSNR | 24.09 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MIMO-UNet + Realistic blur | Average PSNR | 32.08 | — | Unverified |
| 2 | SRN-Deblur + Realistic blur | Average PSNR | 32.06 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 1 | 10 Images, 4*4 Stitching, Exact Accuracy | 2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MAXIM-3S | PSNR | 32.83 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Ours | MAE | 0.04 | — | Unverified |