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SotA/Methodology/3D/MSU Super-Resolution for Video Compression

3D on MSU Super-Resolution for Video Compression

Metric: BSQ-rate over LPIPS (lower is better)

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#Model↕BSQ-rate over LPIPS▲AugmentationsPaperDate↕Code
1SwinIR + x2640.559NoSwinIR: Image Restoration Using Swin Transformer2021-08-23Code
2RealSR + x2640.591No--Code
3ahq-11 + x2640.656No---
4Real-ESRGAN + x2640.733NoReal-ESRGAN: Training Real-World Blind Super-Res...2021-07-22Code
5amq-12 + x2640.767No---
6ahq-11 + vvenc0.981No---
7COMISR + x2641.118NoCOMISR: Compression-Informed Video Super-Resolut...2021-05-04Code
8RealSR + uavs3e1.149No--Code
9RealSR + x2651.206No--Code
10amq-12 + vvenc1.219No---
11EGVSR + x2641.226NoReal-Time Super-Resolution System of 4K-Video Ba...2021-07-12Code
12VRT + x2641.259NoVRT: A Video Restoration Transformer2022-01-28Code
13SOF-VSR-BI + x2641.26NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
14SOF-VSR-BD + x2641.262NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
15BasicVSR + x2641.289NoBasicVSR: The Search for Essential Components in...2020-12-03Code
16DBVSR + x2641.293NoDeep Blind Video Super-resolution2020-03-10Code
17LGFN + x2641.324No--Code
18RBPN + x2641.335NoRecurrent Back-Projection Network for Video Supe...2019-03-25Code
19ahq-11 + uavs3e1.365No---
20ahq-11 + aomenc1.368No---
21TMNet + x2641.377NoTemporal Modulation Network for Controllable Spa...2021-04-21Code
22ahq-11 + x2651.388No---
23SwinIR + x2651.474NoSwinIR: Image Restoration Using Swin Transformer2021-08-23Code
24SwinIR + vvenc1.552NoSwinIR: Image Restoration Using Swin Transformer2021-08-23Code
25SwinIR + uavs3e1.671NoSwinIR: Image Restoration Using Swin Transformer2021-08-23Code
26amq-12 + uavs3e1.742No---
27amq-12 + aomenc1.843No---
28Real-ESRGAN + uavs3e2.633NoReal-ESRGAN: Training Real-World Blind Super-Res...2021-07-22Code
29COMISR + uavs3e3.851NoCOMISR: Compression-Informed Video Super-Resolut...2021-05-04Code
30EGVSR + uavs3e4NoReal-Time Super-Resolution System of 4K-Video Ba...2021-07-12Code
31VRT + uavs3e4.003NoVRT: A Video Restoration Transformer2022-01-28Code
32SOF-VSR-BD + uavs3e4.007NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
33SOF-VSR-BD + aomenc4.034NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
34SOF-VSR-BI + uavs3e4.23NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
35DBVSR + uavs3e4.371NoDeep Blind Video Super-resolution2020-03-10Code
36BasicVSR + uavs3e4.383NoBasicVSR: The Search for Essential Components in...2020-12-03Code
37VRT + aomenc4.429NoVRT: A Video Restoration Transformer2022-01-28Code
38LGFN + uavs3e4.504No--Code
39SwinIR + aomenc4.566NoSwinIR: Image Restoration Using Swin Transformer2021-08-23Code
40COMISR + aomenc4.801NoCOMISR: Compression-Informed Video Super-Resolut...2021-05-04Code
41SOF-VSR-BI + aomenc4.82NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
42RBPN + uavs3e4.859NoRecurrent Back-Projection Network for Video Supe...2019-03-25Code
43RSDN + vvenc4.866NoVideo Super-Resolution with Recurrent Structure-...2020-08-02Code
44DBVSR + aomenc4.916NoDeep Blind Video Super-resolution2020-03-10Code
45BasicVSR + aomenc4.938NoBasicVSR: The Search for Essential Components in...2020-12-03Code
46TMNet + uavs3e5.015NoTemporal Modulation Network for Controllable Spa...2021-04-21Code
47LGFN + aomenc5.536No--Code
48EGVSR + aomenc5.67NoReal-Time Super-Resolution System of 4K-Video Ba...2021-07-12Code
49RBPN + aomenc5.821NoRecurrent Back-Projection Network for Video Supe...2019-03-25Code
50TMNet + aomenc6.276NoTemporal Modulation Network for Controllable Spa...2021-04-21Code
51amq-12 + x26510.639No---
52EGVSR + vvenc10.643NoReal-Time Super-Resolution System of 4K-Video Ba...2021-07-12Code
53EGVSR + x26510.748NoReal-Time Super-Resolution System of 4K-Video Ba...2021-07-12Code
54RSDN + x26410.775NoVideo Super-Resolution with Recurrent Structure-...2020-08-02Code
55RealSR + aomenc10.915No--Code
56bicubic + x26410.965No---
57COMISR + vvenc11.026NoCOMISR: Compression-Informed Video Super-Resolut...2021-05-04Code
58SOF-VSR-BI + x26511.236NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
59SOF-VSR-BI + vvenc11.273NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
60VRT + x26511.329NoVRT: A Video Restoration Transformer2022-01-28Code
61LGFN + x26511.399No--Code
62DBVSR + vvenc11.435NoDeep Blind Video Super-resolution2020-03-10Code
63VRT + vvenc11.496NoVRT: A Video Restoration Transformer2022-01-28Code
64BasicVSR + vvenc11.561NoBasicVSR: The Search for Essential Components in...2020-12-03Code
65LGFN + vvenc11.759No--Code
66RBPN + vvenc11.777NoRecurrent Back-Projection Network for Video Supe...2019-03-25Code
67Real-ESRGAN + aomenc11.957NoReal-ESRGAN: Training Real-World Blind Super-Res...2021-07-22Code
68Real-ESRGAN + x26512.689NoReal-ESRGAN: Training Real-World Blind Super-Res...2021-07-22Code
69Real-ESRGAN + vvenc12.744NoReal-ESRGAN: Training Real-World Blind Super-Res...2021-07-22Code
70COMISR + x26512.998NoCOMISR: Compression-Informed Video Super-Resolut...2021-05-04Code
71SOF-VSR-BD + x26513.141NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
72BasicVSR + x26513.198NoBasicVSR: The Search for Essential Components in...2020-12-03Code
73DBVSR + x26513.211NoDeep Blind Video Super-resolution2020-03-10Code
74RSDN + x26513.232NoVideo Super-Resolution with Recurrent Structure-...2020-08-02Code
75RBPN + x26513.237NoRecurrent Back-Projection Network for Video Supe...2019-03-25Code
76TMNet + x26513.485NoTemporal Modulation Network for Controllable Spa...2021-04-21Code
77SOF-VSR-BD + vvenc13.494NoDeep Video Super-Resolution using HR Optical Flo...2020-01-06Code
78RSDN + uavs3e13.844NoVideo Super-Resolution with Recurrent Structure-...2020-08-02Code
79TMNet + vvenc13.988NoTemporal Modulation Network for Controllable Spa...2021-04-21Code
80RSDN + aomenc14.574NoVideo Super-Resolution with Recurrent Structure-...2020-08-02Code
81bicubic + x26515.363No---
82bicubic + vvenc16.894No---
83bicubic + aomenc17.458No---
84bicubic + uavs3e18.057No---
85RealSR + vvenc18.344No--Code