3D on MSU Super-Resolution for Video Compression

Metric: BSQ-rate over VMAF (higher is better)

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#	Model↕	BSQ-rate over VMAF▼	Augmentations	Paper	Date↕	Code
1	COMISR + aomenc	10.67	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
2	EGVSR + aomenc	10.67	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
3	RSDN + aomenc	10.67	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
4	RealSR + vvenc	10.67	No	-	-	Code
5	EGVSR + uavs3e	10.337	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
6	EGVSR + vvenc	10.163	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
7	RSDN + vvenc	10.145	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
8	RSDN + uavs3e	9.796	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
9	COMISR + uavs3e	9.47	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
10	bicubic + vvenc	8.635	No	-	-	-
11	COMISR + vvenc	8.105	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
12	SOF-VSR-BD + aomenc	7.464	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
13	bicubic + uavs3e	7.026	No	-	-	-
14	bicubic + aomenc	6.797	No	-	-	-
15	SOF-VSR-BD + uavs3e	6.596	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
16	EGVSR + x265	6.497	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
17	bicubic + x265	6.469	No	-	-	-
18	RSDN + x265	6.467	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
19	SOF-VSR-BD + vvenc	6.41	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
20	COMISR + x265	6.363	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
21	SOF-VSR-BI + aomenc	5.398	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
22	SOF-VSR-BI + uavs3e	5.361	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
23	TMNet + aomenc	4.667	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
24	SOF-VSR-BI + vvenc	4.527	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
25	SOF-VSR-BD + x265	4.346	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
26	RealSR + aomenc	4.283	No	-	-	Code
27	Real-ESRGAN + vvenc	3.8	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
28	SOF-VSR-BI + x265	3.565	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
29	TMNet + uavs3e	3.487	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
30	SwinIR + aomenc	3.32	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
31	amq-12 + aomenc	2.874	No	-	-	-
32	ahq-11 + aomenc	2.808	No	-	-	-
33	Real-ESRGAN + aomenc	2.712	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
34	amq-12 + uavs3e	2.308	No	-	-	-
35	RealSR + uavs3e	2.253	No	-	-	Code
36	ahq-11 + uavs3e	2.249	No	-	-	-
37	Real-ESRGAN + uavs3e	2.122	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
38	DBVSR + aomenc	2.093	No	Deep Blind Video Super-resolution	2020-03-10	Code
39	TMNet + x265	2.009	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
40	RBPN + aomenc	1.996	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
41	LGFN + aomenc	1.99	No	-	-	Code
42	BasicVSR + aomenc	1.857	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
43	SwinIR + uavs3e	1.848	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
44	DBVSR + uavs3e	1.83	No	Deep Blind Video Super-resolution	2020-03-10	Code
45	TMNet + vvenc	1.795	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
46	VRT + aomenc	1.733	No	VRT: A Video Restoration Transformer	2022-01-28	Code
47	LGFN + vvenc	1.626	No	-	-	Code
48	LGFN + uavs3e	1.625	No	-	-	Code
49	RealSR + x265	1.617	No	-	-	Code
50	amq-12 + x265	1.525	No	-	-	-
51	BasicVSR + uavs3e	1.523	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
52	EGVSR + x264	1.519	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
53	ahq-11 + x265	1.503	No	-	-	-
54	RSDN + x264	1.5	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
55	Real-ESRGAN + x265	1.464	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
56	VRT + uavs3e	1.425	No	VRT: A Video Restoration Transformer	2022-01-28	Code
57	DBVSR + x265	1.383	No	Deep Blind Video Super-resolution	2020-03-10	Code
58	LGFN + x265	1.341	No	-	-	Code
59	bicubic + x264	1.338	No	-	-	-
60	RBPN + x265	1.324	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
61	SwinIR + x265	1.304	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
62	COMISR + x264	1.302	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
63	BasicVSR + x265	1.272	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
64	VRT + x265	1.217	No	VRT: A Video Restoration Transformer	2022-01-28	Code
65	SOF-VSR-BD + x264	1.213	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
66	SOF-VSR-BI + x264	1.083	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
67	TMNet + x264	1.061	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
68	ahq-11 + vvenc	0.917	No	-	-	-
69	amq-12 + vvenc	0.898	No	-	-	-
70	SwinIR + vvenc	0.887	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
71	RealSR + x264	0.775	No	-	-	Code
72	ahq-11 + x264	0.753	No	-	-	-
73	DBVSR + x264	0.75	No	Deep Blind Video Super-resolution	2020-03-10	Code
74	LGFN + x264	0.744	No	-	-	Code
75	RBPN + x264	0.733	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
76	BasicVSR + x264	0.714	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
77	RBPN + uavs3e	0.702	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
78	VRT + x264	0.7	No	VRT: A Video Restoration Transformer	2022-01-28	Code
79	Real-ESRGAN + x264	0.698	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
80	DBVSR + vvenc	0.698	No	Deep Blind Video Super-resolution	2020-03-10	Code
81	RBPN + vvenc	0.689	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
82	BasicVSR + vvenc	0.676	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
83	VRT + vvenc	0.652	No	VRT: A Video Restoration Transformer	2022-01-28	Code
84	SwinIR + x264	0.642	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code

#1COMISR + aomenc
10.67
BSQ-rate over VMAF· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#2EGVSR + aomenc
10.67
BSQ-rate over VMAF· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#3RSDN + aomencSOTA
10.67
BSQ-rate over VMAF· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#4RealSR + vvenc
10.67
BSQ-rate over VMAF
No paperCode
#5EGVSR + uavs3e
10.337
BSQ-rate over VMAF· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#6EGVSR + vvenc
10.163
BSQ-rate over VMAF· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#7RSDN + vvenc
10.145
BSQ-rate over VMAF· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#8RSDN + uavs3e
9.796
BSQ-rate over VMAF· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#9COMISR + uavs3e
9.47
BSQ-rate over VMAF· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#10bicubic + vvenc
8.635
BSQ-rate over VMAF
No paper
#11COMISR + vvenc
8.105
BSQ-rate over VMAF· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#12SOF-VSR-BD + aomencSOTA
7.464
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#13bicubic + uavs3e
7.026
BSQ-rate over VMAF
No paper
#14bicubic + aomenc
6.797
BSQ-rate over VMAF
No paper
#15SOF-VSR-BD + uavs3e
6.596
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#16EGVSR + x265
6.497
BSQ-rate over VMAF· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#17bicubic + x265
6.469
BSQ-rate over VMAF
No paper
#18RSDN + x265
6.467
BSQ-rate over VMAF· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#19SOF-VSR-BD + vvenc
6.41
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#20COMISR + x265
6.363
BSQ-rate over VMAF· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#21SOF-VSR-BI + aomenc
5.398
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#22SOF-VSR-BI + uavs3e
5.361
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#23TMNet + aomenc
4.667
BSQ-rate over VMAF· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#24SOF-VSR-BI + vvenc
4.527
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#25SOF-VSR-BD + x265
4.346
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#26RealSR + aomenc
4.283
BSQ-rate over VMAF
No paperCode
#27Real-ESRGAN + vvenc
3.8
BSQ-rate over VMAF· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#28SOF-VSR-BI + x265
3.565
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#29TMNet + uavs3e
3.487
BSQ-rate over VMAF· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#30SwinIR + aomenc
3.32
BSQ-rate over VMAF· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#31amq-12 + aomenc
2.874
BSQ-rate over VMAF
No paper
#32ahq-11 + aomenc
2.808
BSQ-rate over VMAF
No paper
#33Real-ESRGAN + aomenc
2.712
BSQ-rate over VMAF· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#34amq-12 + uavs3e
2.308
BSQ-rate over VMAF
No paper
#35RealSR + uavs3e
2.253
BSQ-rate over VMAF
No paperCode
#36ahq-11 + uavs3e
2.249
BSQ-rate over VMAF
No paper
#37Real-ESRGAN + uavs3e
2.122
BSQ-rate over VMAF· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#38DBVSR + aomenc
2.093
BSQ-rate over VMAF· 2020-03-10
Deep Blind Video Super-resolution Code
#39TMNet + x265
2.009
BSQ-rate over VMAF· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#40RBPN + aomencSOTA
1.996
BSQ-rate over VMAF· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#41LGFN + aomenc
1.99
BSQ-rate over VMAF
No paperCode
#42BasicVSR + aomenc
1.857
BSQ-rate over VMAF· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#43SwinIR + uavs3e
1.848
BSQ-rate over VMAF· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#44DBVSR + uavs3e
1.83
BSQ-rate over VMAF· 2020-03-10
Deep Blind Video Super-resolution Code
#45TMNet + vvenc
1.795
BSQ-rate over VMAF· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#46VRT + aomenc
1.733
BSQ-rate over VMAF· 2022-01-28
VRT: A Video Restoration Transformer Code
#47LGFN + vvenc
1.626
BSQ-rate over VMAF
No paperCode
#48LGFN + uavs3e
1.625
BSQ-rate over VMAF
No paperCode
#49RealSR + x265
1.617
BSQ-rate over VMAF
No paperCode
#50amq-12 + x265
1.525
BSQ-rate over VMAF
No paper
#51BasicVSR + uavs3e
1.523
BSQ-rate over VMAF· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#52EGVSR + x264
1.519
BSQ-rate over VMAF· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#53ahq-11 + x265
1.503
BSQ-rate over VMAF
No paper
#54RSDN + x264
1.5
BSQ-rate over VMAF· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#55Real-ESRGAN + x265
1.464
BSQ-rate over VMAF· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#56VRT + uavs3e
1.425
BSQ-rate over VMAF· 2022-01-28
VRT: A Video Restoration Transformer Code
#57DBVSR + x265
1.383
BSQ-rate over VMAF· 2020-03-10
Deep Blind Video Super-resolution Code
#58LGFN + x265
1.341
BSQ-rate over VMAF
No paperCode
#59bicubic + x264
1.338
BSQ-rate over VMAF
No paper
#60RBPN + x265
1.324
BSQ-rate over VMAF· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#61SwinIR + x265
1.304
BSQ-rate over VMAF· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#62COMISR + x264
1.302
BSQ-rate over VMAF· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#63BasicVSR + x265
1.272
BSQ-rate over VMAF· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#64VRT + x265
1.217
BSQ-rate over VMAF· 2022-01-28
VRT: A Video Restoration Transformer Code
#65SOF-VSR-BD + x264
1.213
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#66SOF-VSR-BI + x264
1.083
BSQ-rate over VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#67TMNet + x264
1.061
BSQ-rate over VMAF· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#68ahq-11 + vvenc
0.917
BSQ-rate over VMAF
No paper
#69amq-12 + vvenc
0.898
BSQ-rate over VMAF
No paper
#70SwinIR + vvenc
0.887
BSQ-rate over VMAF· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#71RealSR + x264
0.775
BSQ-rate over VMAF
No paperCode
#72ahq-11 + x264
0.753
BSQ-rate over VMAF
No paper
#73DBVSR + x264
0.75
BSQ-rate over VMAF· 2020-03-10
Deep Blind Video Super-resolution Code
#74LGFN + x264
0.744
BSQ-rate over VMAF
No paperCode
#75RBPN + x264
0.733
BSQ-rate over VMAF· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#76BasicVSR + x264
0.714
BSQ-rate over VMAF· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#77RBPN + uavs3e
0.702
BSQ-rate over VMAF· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#78VRT + x264
0.7
BSQ-rate over VMAF· 2022-01-28
VRT: A Video Restoration Transformer Code
#79Real-ESRGAN + x264
0.698
BSQ-rate over VMAF· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#80DBVSR + vvenc
0.698
BSQ-rate over VMAF· 2020-03-10
Deep Blind Video Super-resolution Code
#81RBPN + vvenc
0.689
BSQ-rate over VMAF· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#82BasicVSR + vvenc
0.676
BSQ-rate over VMAF· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#83VRT + vvenc
0.652
BSQ-rate over VMAF· 2022-01-28
VRT: A Video Restoration Transformer Code
#84SwinIR + x264
0.642
BSQ-rate over VMAF· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code