Designing a Practical Degradation Model for Deep Blind Image Super-Resolution | ✓ Link | 0.177 | 0.836 | 29.27 | | BSRGAN | 2021-03-25 |
[]() | | 0.178 | 0.879 | 31.28 | | VEAI-AHQ-12 | |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.181 | 0.855 | 29.14 | | RealEsrgan | 2021-07-22 |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 0.183 | 0.830 | 28.86 | | SwinIR-Real-B | 2021-08-23 |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.185 | 0.850 | 28.82 | | RealEsrgan-F | 2021-07-22 |
[]() | | 0.188 | 0.888 | 31.14 | | VEAI-AMQ-13 | |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 0.189 | 0.845 | 28.55 | | SwinIR-Real-S | 2021-08-23 |
[]() | | 0.195 | 0.898 | 31.15 | | VEAI-AD-2 | |
Investigating Tradeoffs in Real-World Video Super-Resolution | ✓ Link | 0.201 | 0.838 | 29.54 | | RealBasicVSR | 2021-11-24 |
[]() | | 0.206 | 0.890 | 31.00 | | VEAI-ALQ-13 | |
[]() | | 0.210 | 0.869 | 30.55 | | VEAI-GHQ-5 | |
[]() | | 0.212 | 0.822 | 29.01 | | GP-Lines | |
[]() | | 0.218 | 0.868 | 30.55 | | VEAI-ASD-2 | |
[]() | | 0.219 | 0.836 | 30.65 | | GP-LowRes | |
Real-World Super-Resolution via Kernel Estimation and Noise Injection | ✓ Link | 0.220 | 0.900 | 30.64 | | RealSR | 2020-06-19 |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.244 | 0.830 | 28.71 | | RealEsrgan-A | 2021-07-22 |
[]() | | 0.244 | 0.851 | 30.50 | | GP-Art | |
[]() | | 0.249 | 0.825 | 29.48 | | GP-Std | |
[]() | | 0.278 | 0.838 | 30.76 | | VEAI-AAM-10 | |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.280 | 0.868 | 30.01 | | RealEsrnet-F | 2021-07-22 |
COMISR: Compression-Informed Video Super-Resolution | ✓ Link | 0.291 | 0.871 | 30.97 | | COMISR | 2021-05-04 |
[]() | | 0.292 | 0.859 | 31.01 | | VEAI-GCG-5 | |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.296 | 0.878 | 30.52 | | RealEsrnet | 2021-07-22 |
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution | ✓ Link | 0.301 | 0.859 | 30.19 | | BSRNET | 2021-03-25 |
[]() | | 0.313 | 0.853 | 31.12 | | Adobe SupRes | |
[]() | | 0.316 | 0.886 | 30.13 | | GP-Comp | |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.333 | 0.795 | 25.52 | | RealEsrgan-V | 2021-07-22 |
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment | ✓ Link | 0.334 | 0.881 | 30.98 | | BasicVsr++RD | 2021-04-27 |
VRT: A Video Restoration Transformer | ✓ Link | 0.343 | 0.869 | 31.01 | | VRT-Reds-L | 2022-01-28 |
[]() | | 0.349 | 0.838 | 27.44 | | Real-CUGAN | |
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations | ✓ Link | 0.349 | 0.852 | 30.96 | | SRMD | 2017-12-17 |
[]() | | 0.369 | 0.854 | 30.10 | | Davinci SupScl | |
[]() | | 0.423 | 0.833 | 30.75 | | Input (Bicubic) | |
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution | ✓ Link | | 0.916 | 26.12 | 56.86 | DynaVSR | 2020-11-09 |
Accurate Image Super-Resolution Using Very Deep Convolutional Networks | ✓ Link | | 0.917 | 25.89 | 36.46 | VDSR | 2015-11-14 |
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network | ✓ Link | | 0.926 | 26.25 | 47.19 | ESPCN | 2016-09-16 |
Image Super-Resolution Using Deep Convolutional Networks | ✓ Link | | 0.929 | 26.68 | 51.21 | SRCNN | 2014-12-31 |
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning | ✓ Link | | 0.929 | 26.33 | 60.39 | EGVSR | 2021-07-12 |
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation | | | 0.932 | 26.92 | 53.96 | VESPCN | 2016-11-16 |
Detail-revealing Deep Video Super-resolution | ✓ Link | | 0.933 | 26.99 | 51.96 | SPMC | 2017-04-10 |
Image Super-Resolution via Deep Recursive Residual Network | ✓ Link | | 0.933 | 26.97 | 55.45 | DRRN | 2017-07-01 |
Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation | ✓ Link | | 0.933 | 26.60 | 61.20 | TecoGAN | 2018-11-23 |
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks | ✓ Link | | 0.936 | 27.29 | 56.69 | ESRGAN | 2018-09-01 |
Frame-Recurrent Video Super-Resolution | | | 0.936 | 27.23 | 57.14 | FRVSR | 2018-01-14 |
Deep Blind Video Super-resolution | ✓ Link | | 0.937 | 27.28 | 57.39 | DBVSR | 2020-03-10 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | | 0.937 | 27.14 | 56.45 | SOF-VSR | 2020-01-06 |
iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks | ✓ Link | | 0.939 | 27.42 | 57.91 | iSeeBetter | 2020-06-21 |
Local-Global Fusion Network for Video Super-Resolution | ✓ Link | | 0.939 | 27.42 | 57.79 | LGFN | 2020-09-22 |