# Image Deblurring on NTIRE Image Deblurring Challenge Track 2 (JPEG Artifacts) 2021 (test) Source: [Image Deblurring on NTIRE Image Deblurring Challenge Track 2 (JPEG Artifacts) 2021 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:35.653Z Evaluation of Image Deblurring performance on the test split of the NTIRE 2021 Image Deblurring Challenge Track 2 dataset (focusing on JPEG artifacts), measured using PSNR, SSIM, and rank. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Image Deblurring | | Dataset (including any stated split) | NTIRE Image Deblurring Challenge Track 2 (JPEG Artifacts) 2021 (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. - [Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | HINet | 29.7 | Not recorded | 68fa6c7d1e209131cea34489 | | Noah\_CVLab | 29.62 | Not recorded | 68fa6c7d1e209131cea34489 | | CAPP\_OB | 29.6 | Not recorded | 68fa6c7d1e209131cea34489 | | Baidu | 29.59 | Not recorded | 68fa6c7d1e209131cea34489 | | SRC-B | 29.56 | Not recorded | 68fa6c7d1e209131cea34489 | | Mier | 29.34 | Not recorded | 68fa6c7d1e209131cea34489 | | VIDAR | 29.33 | Not recorded | 68fa6c7d1e209131cea34489 | | DuLang | 29.17 | Not recorded | 68fa6c7d1e209131cea34489 | | TeamInception | 29.11 | Not recorded | 68fa6c7d1e209131cea34489 | | Giantpandacv | 29.07 | Not recorded | 68fa6c7d1e209131cea34489 | | Maradona | 28.96 | Not recorded | 68fa6c7d1e209131cea34489 | | LAB FHD | 28.92 | Not recorded | 68fa6c7d1e209131cea34489 | | SYJ | 28.81 | Not recorded | 68fa6c7d1e209131cea34489 | | Dseny | 28.26 | Not recorded | 68fa6c7d1e209131cea34489 | | IPCV IITM | 27.91 | Not recorded | 68fa6c7d1e209131cea34489 | | DMLAB | 27.84 | Not recorded | 68fa6c7d1e209131cea34489 | | Blur Attack | 27.41 | Not recorded | 68fa6c7d1e209131cea34489 | ### HINet PSNR: 29.7. Result ID: 698f1a953a6c314849f5d750. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ensemble":"3 models","Test Time Augmentation":"flip and rotation","Patch Count":"1000"}. This record does not assert independent reproduction. ### Noah\_CVLab PSNR: 29.62. Result ID: 698f1a953a6c314849f5d751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### CAPP\_OB PSNR: 29.6. Result ID: 698f1a953a6c314849f5d752. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### Baidu PSNR: 29.59. Result ID: 698f1a953a6c314849f5d753. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### SRC-B PSNR: 29.56. Result ID: 698f1a953a6c314849f5d754. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### Mier PSNR: 29.34. Result ID: 698f1a953a6c314849f5d755. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### VIDAR PSNR: 29.33. Result ID: 698f1a953a6c314849f5d756. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### DuLang PSNR: 29.17. Result ID: 698f1a953a6c314849f5d757. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### TeamInception PSNR: 29.11. Result ID: 698f1a953a6c314849f5d758. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### Giantpandacv PSNR: 29.07. Result ID: 698f1a953a6c314849f5d759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### Maradona PSNR: 28.96. Result ID: 698f1a953a6c314849f5d75a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### LAB FHD PSNR: 28.92. Result ID: 698f1a953a6c314849f5d75b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### SYJ PSNR: 28.81. Result ID: 698f1a953a6c314849f5d75c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### Dseny PSNR: 28.26. Result ID: 698f1a953a6c314849f5d75d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### IPCV IITM PSNR: 27.91. Result ID: 698f1a953a6c314849f5d75e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### DMLAB PSNR: 27.84. Result ID: 698f1a953a6c314849f5d75f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. ### Blur Attack PSNR: 27.41. Result ID: 698f1a953a6c314849f5d760. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Patch Count":"1000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.