Real-World Super-Resolution via Kernel Estimation and Noise Injection | ✓ Link | 0.196 | 0.77 | 0.775 | 0.675 | 0.487 | 0.591 | RealSR + x264 | 2020-06-19 |
[]() | | 0.271 | 0.883 | 0.753 | 0.873 | 0.719 | 0.656 | ahq-11 + x264 | |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 0.304 | 0.76 | 0.642 | 6.268 | 0.736 | 0.559 | SwinIR + x264 | 2021-08-23 |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.335 | 5.58 | 0.698 | 7.874 | 0.881 | 0.733 | Real-ESRGAN + x264 | 2021-07-22 |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 0.346 | 1.575 | 1.304 | 8.13 | 4.641 | 1.474 | SwinIR + x265 | 2021-08-23 |
COMISR: Compression-Informed Video Super-Resolution | ✓ Link | 0.367 | 0.969 | 1.302 | 6.081 | 0.672 | 1.118 | COMISR + x264 | 2021-05-04 |
Real-World Super-Resolution via Kernel Estimation and Noise Injection | ✓ Link | 0.502 | 1.622 | 1.617 | 1.064 | 1.033 | 1.206 | RealSR + x265 | 2020-06-19 |
Real-World Super-Resolution via Kernel Estimation and Noise Injection | ✓ Link | 0.639 | 1.943 | 2.253 | 14.741 | 1.441 | 1.149 | RealSR + uavs3e | 2020-06-19 |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 0.639 | 6.803 | 1.848 | 15.144 | 4.411 | 1.671 | SwinIR + uavs3e | 2021-08-23 |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 0.64 | 6.328 | 1.464 | 8.113 | 5.393 | 12.689 | Real-ESRGAN + x265 | 2021-07-22 |
COMISR: Compression-Informed Video Super-Resolution | ✓ Link | 0.701 | 13.246 | 8.105 | 11.497 | 6.024 | 11.026 | COMISR + vvenc | 2021-05-04 |
[]() | | 0.724 | 1.917 | 1.503 | 1.725 | 1.594 | 1.388 | ahq-11 + x265 | |
COMISR: Compression-Informed Video Super-Resolution | ✓ Link | 0.741 | 8.139 | 6.363 | 10.678 | 4.793 | 12.998 | COMISR + x265 | 2021-05-04 |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 0.835 | 10.854 | 3.32 | 15.144 | 7.105 | 4.566 | SwinIR + aomenc | 2021-08-23 |
Real-World Super-Resolution via Kernel Estimation and Noise Injection | ✓ Link | 0.843 | 6.762 | 4.283 | 15.144 | 5.463 | 10.915 | RealSR + aomenc | 2020-06-19 |
COMISR: Compression-Informed Video Super-Resolution | ✓ Link | 1.229 | 3.427 | 9.47 | 5.761 | 7.711 | 3.851 | COMISR + uavs3e | 2021-05-04 |
VRT: A Video Restoration Transformer | ✓ Link | 1.245 | 1.578 | 0.7 | 1.09 | 0.662 | 1.259 | VRT + x264 | 2022-01-28 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | 1.273 | 4.981 | 1.083 | 6.058 | 0.764 | 1.26 | SOF-VSR-BI + x264 | 2020-01-06 |
[]() | | 1.291 | 2.675 | 0.917 | 5.761 | 1.575 | 0.981 | ahq-11 + vvenc | |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 1.35 | 6.624 | 0.887 | 8.971 | 5.758 | 1.552 | SwinIR + vvenc | 2021-08-23 |
[]() | | 1.376 | 3.37 | 2.249 | 5.761 | 3.166 | 1.365 | ahq-11 + uavs3e | |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 1.398 | 11.584 | 2.712 | 15.144 | 6.857 | 11.957 | Real-ESRGAN + aomenc | 2021-07-22 |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | 1.417 | 7.225 | 2.122 | 15.144 | 4.612 | 2.633 | Real-ESRGAN + uavs3e | 2021-07-22 |
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond | ✓ Link | 1.49 | 1.659 | 0.714 | 1.212 | 0.751 | 1.289 | BasicVSR + x264 | 2020-12-03 |
Recurrent Back-Projection Network for Video Super-Resolution | ✓ Link | 1.498 | 1.599 | 0.733 | 1.127 | 0.729 | 1.335 | RBPN + x264 | 2019-03-25 |
COMISR: Compression-Informed Video Super-Resolution | ✓ Link | 1.943 | 11.177 | 10.67 | 15.144 | 11.303 | 4.801 | COMISR + aomenc | 2021-05-04 |
[]() | | 1.95 | 4.799 | 2.808 | 12.542 | 5.999 | 1.368 | ahq-11 + aomenc | |
VRT: A Video Restoration Transformer | ✓ Link | 2.023 | 8.92 | 1.217 | 6.634 | 1.257 | 11.329 | VRT + x265 | 2022-01-28 |
VRT: A Video Restoration Transformer | ✓ Link | 2.235 | 18.333 | 0.652 | 5.777 | 0.836 | 11.496 | VRT + vvenc | 2022-01-28 |
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond | ✓ Link | 2.238 | 8.921 | 1.272 | 1.906 | 1.48 | 13.198 | BasicVSR + x265 | 2020-12-03 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | 2.244 | 18.545 | 3.565 | 9.07 | 4.558 | 11.236 | SOF-VSR-BI + x265 | 2020-01-06 |
Recurrent Back-Projection Network for Video Super-Resolution | ✓ Link | 2.282 | 13.185 | 1.324 | 1.89 | 1.438 | 13.237 | RBPN + x265 | 2019-03-25 |
VRT: A Video Restoration Transformer | ✓ Link | 2.511 | 6.619 | 1.425 | 5.862 | 1.982 | 4.003 | VRT + uavs3e | 2022-01-28 |
VRT: A Video Restoration Transformer | ✓ Link | 2.631 | 12.289 | 1.733 | 10.075 | 2.797 | 4.429 | VRT + aomenc | 2022-01-28 |
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond | ✓ Link | 2.659 | 18.333 | 0.676 | 5.781 | 0.919 | 11.561 | BasicVSR + vvenc | 2020-12-03 |
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond | ✓ Link | 2.673 | 14.568 | 1.857 | 11.428 | 4.128 | 4.938 | BasicVSR + aomenc | 2020-12-03 |
Recurrent Back-Projection Network for Video Super-Resolution | ✓ Link | 2.7 | 13.572 | 1.996 | 10.89 | 3.089 | 5.821 | RBPN + aomenc | 2019-03-25 |
Recurrent Back-Projection Network for Video Super-Resolution | ✓ Link | 2.719 | 18.314 | 0.689 | 5.783 | 0.884 | 11.777 | RBPN + vvenc | 2019-03-25 |
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond | ✓ Link | 2.724 | 8.251 | 1.523 | 6.833 | 2.261 | 4.383 | BasicVSR + uavs3e | 2020-12-03 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | 2.822 | 18.844 | 4.527 | 9.245 | 4.882 | 11.273 | SOF-VSR-BI + vvenc | 2020-01-06 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | 2.84 | 12.808 | 5.398 | 11.314 | 6.833 | 4.82 | SOF-VSR-BI + aomenc | 2020-01-06 |
Deep Blind Video Super-resolution | ✓ Link | 2.842 | 15.988 | 0.698 | 5.765 | 0.898 | 11.435 | DBVSR + vvenc | 2020-03-10 |
Recurrent Back-Projection Network for Video Super-Resolution | ✓ Link | 2.944 | 7.133 | 0.702 | 6.301 | 2.263 | 4.859 | RBPN + uavs3e | 2019-03-25 |
Local-Global Fusion Network for Video Super-Resolution | ✓ Link | 2.944 | 18.342 | 1.626 | 5.768 | 0.889 | 11.759 | LGFN + vvenc | 2020-09-22 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | 3.196 | 5.299 | 5.361 | 10.917 | 6.82 | 4.23 | SOF-VSR-BI + uavs3e | 2020-01-06 |
[]() | | | 0.922 | | 0.813 | 0.643 | 0.767 | amq-12 + x264 | |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | | 1.544 | 1.213 | 2.763 | 0.843 | 1.262 | SOF-VSR-BD + x264 | 2020-01-06 |
Deep Blind Video Super-resolution | ✓ Link | | 1.606 | 0.75 | 1.082 | 0.714 | 1.293 | DBVSR + x264 | 2020-03-10 |
Local-Global Fusion Network for Video Super-Resolution | ✓ Link | | 1.704 | 0.744 | 1.151 | 0.77 | 1.324 | LGFN + x264 | 2020-09-22 |
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution | ✓ Link | | 1.879 | 1.061 | 1.481 | 0.844 | 1.377 | TMNet + x264 | 2021-04-21 |
[]() | | | 1.996 | 1.525 | 1.629 | 1.462 | 10.639 | amq-12 + x265 | |
[]() | | | 2.182 | 1.338 | 0.91 | 0.699 | 10.965 | bicubic + x264 | |
[]() | | | 3.679 | 2.308 | 6.547 | 2.861 | 1.742 | amq-12 + uavs3e | |
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning | ✓ Link | | 6.029 | 1.519 | 10.595 | 1.196 | 1.226 | EGVSR + x264 | 2021-07-12 |
Video Super-Resolution with Recurrent Structure-Detail Network | ✓ Link | | 6.58 | 1.5 | 13.348 | 1.023 | 10.775 | RSDN + x264 | 2020-08-02 |
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data | ✓ Link | | 6.712 | 3.8 | 14.561 | 5.95 | 12.744 | Real-ESRGAN + vvenc | 2021-07-22 |
Deep Blind Video Super-resolution | ✓ Link | | 7.0 | 1.83 | 5.845 | 2.396 | 4.371 | DBVSR + uavs3e | 2020-03-10 |
Local-Global Fusion Network for Video Super-Resolution | ✓ Link | | 9.279 | 1.625 | 5.503 | 2.427 | 4.504 | LGFN + uavs3e | 2020-09-22 |
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning | ✓ Link | | 10.1 | 10.337 | 15.144 | 8.194 | 4.0 | EGVSR + uavs3e | 2021-07-12 |
[]() | | | 10.388 | 2.874 | 11.079 | 5.883 | 1.843 | amq-12 + aomenc | |
[]() | | | 11.064 | 0.898 | 5.718 | 1.371 | 1.219 | amq-12 + vvenc | |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | | 11.458 | 6.596 | 8.658 | 3.566 | 4.007 | SOF-VSR-BD + uavs3e | 2020-01-06 |
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning | ✓ Link | | 12.917 | 6.497 | 10.701 | 5.548 | 10.748 | EGVSR + x265 | 2021-07-12 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | | 13.098 | 4.346 | 3.274 | 1.825 | 13.141 | SOF-VSR-BD + x265 | 2020-01-06 |
Deep Blind Video Super-resolution | ✓ Link | | 13.145 | 1.383 | 6.607 | 1.438 | 13.211 | DBVSR + x265 | 2020-03-10 |
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution | ✓ Link | | 13.187 | 3.487 | 15.144 | 4.317 | 5.015 | TMNet + uavs3e | 2021-04-21 |
Local-Global Fusion Network for Video Super-Resolution | ✓ Link | | 13.213 | 1.341 | 6.646 | 1.533 | 11.399 | LGFN + x265 | 2020-09-22 |
Video Super-Resolution with Recurrent Structure-Detail Network | ✓ Link | | 13.416 | 6.467 | 13.403 | 5.682 | 13.232 | RSDN + x265 | 2020-08-02 |
Deep Blind Video Super-resolution | ✓ Link | | 13.476 | 2.093 | 10.296 | 3.886 | 4.916 | DBVSR + aomenc | 2020-03-10 |
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution | ✓ Link | | 13.577 | 2.009 | 7.046 | 1.735 | 13.485 | TMNet + x265 | 2021-04-21 |
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning | ✓ Link | | 13.684 | 10.163 | 11.543 | 6.209 | 10.643 | EGVSR + vvenc | 2021-07-12 |
Local-Global Fusion Network for Video Super-Resolution | ✓ Link | | 14.631 | 1.99 | 9.79 | 4.321 | 5.536 | LGFN + aomenc | 2020-09-22 |
Video Super-Resolution with Recurrent Structure-Detail Network | ✓ Link | | 14.95 | 10.145 | 14.061 | 9.138 | 4.866 | RSDN + vvenc | 2020-08-02 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | | 15.11 | 7.464 | 13.076 | 7.546 | 4.034 | SOF-VSR-BD + aomenc | 2020-01-06 |
Deep Video Super-Resolution using HR Optical Flow Estimation | ✓ Link | | 15.958 | 6.41 | 8.027 | 2.112 | 13.494 | SOF-VSR-BD + vvenc | 2020-01-06 |
[]() | | | 16.014 | 6.469 | 6.473 | 4.563 | 15.363 | bicubic + x265 | |
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning | ✓ Link | | 16.733 | 10.67 | 15.144 | 11.643 | 5.67 | EGVSR + aomenc | 2021-07-12 |
Video Super-Resolution with Recurrent Structure-Detail Network | ✓ Link | | 18.327 | 9.796 | 15.144 | 11.643 | 13.844 | RSDN + uavs3e | 2020-08-02 |
Video Super-Resolution with Recurrent Structure-Detail Network | ✓ Link | | 20.617 | 10.67 | 15.144 | 11.643 | 14.574 | RSDN + aomenc | 2020-08-02 |
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution | ✓ Link | | 21.303 | 1.795 | 9.43 | 1.813 | 13.988 | TMNet + vvenc | 2021-04-21 |
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution | ✓ Link | | 21.798 | 4.667 | 15.144 | 10.322 | 6.276 | TMNet + aomenc | 2021-04-21 |
[]() | | | 21.965 | 6.797 | 8.395 | 2.888 | 17.458 | bicubic + aomenc | |
[]() | | | 21.965 | 7.026 | 7.372 | 5.068 | 18.057 | bicubic + uavs3e | |
[]() | | | 21.965 | 8.635 | 12.787 | 5.735 | 16.894 | bicubic + vvenc | |
Real-World Super-Resolution via Kernel Estimation and Noise Injection | ✓ Link | | 21.965 | 10.67 | 15.144 | 11.643 | 18.344 | RealSR + vvenc | 2020-06-19 |