Video on MSU Super-Resolution for Video Compression

Metric: BSQ-rate over MS-SSIM (higher is better)

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#	Model↕	BSQ-rate over MS-SSIM▼	Extra Data	Paper	Date↕	Code
1	EGVSR + aomenc	11.643	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
2	RSDN + uavs3e	11.643	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
3	RSDN + aomenc	11.643	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
4	RealSR + vvenc	11.643	No	-	-	Code
5	COMISR + aomenc	11.303	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
6	TMNet + aomenc	10.322	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
7	RSDN + vvenc	9.138	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
8	EGVSR + uavs3e	8.194	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
9	COMISR + uavs3e	7.711	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
10	SOF-VSR-BD + aomenc	7.546	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
11	SwinIR + aomenc	7.105	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
12	Real-ESRGAN + aomenc	6.857	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
13	SOF-VSR-BI + aomenc	6.833	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
14	SOF-VSR-BI + uavs3e	6.82	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
15	EGVSR + vvenc	6.209	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
16	COMISR + vvenc	6.024	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
17	ahq-11 + aomenc	5.999	No	-	-	-
18	Real-ESRGAN + vvenc	5.95	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
19	amq-12 + aomenc	5.883	No	-	-	-
20	SwinIR + vvenc	5.758	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
21	bicubic + vvenc	5.735	No	-	-	-
22	RSDN + x265	5.682	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
23	EGVSR + x265	5.548	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
24	RealSR + aomenc	5.463	No	-	-	Code
25	Real-ESRGAN + x265	5.393	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
26	bicubic + uavs3e	5.068	No	-	-	-
27	SOF-VSR-BI + vvenc	4.882	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
28	COMISR + x265	4.793	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
29	SwinIR + x265	4.641	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
30	Real-ESRGAN + uavs3e	4.612	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
31	bicubic + x265	4.563	No	-	-	-
32	SOF-VSR-BI + x265	4.558	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
33	SwinIR + uavs3e	4.411	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
34	LGFN + aomenc	4.321	No	-	-	Code
35	TMNet + uavs3e	4.317	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
36	BasicVSR + aomenc	4.128	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
37	DBVSR + aomenc	3.886	No	Deep Blind Video Super-resolution	2020-03-10	Code
38	SOF-VSR-BD + uavs3e	3.566	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
39	ahq-11 + uavs3e	3.166	No	-	-	-
40	RBPN + aomenc	3.089	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
41	bicubic + aomenc	2.888	No	-	-	-
42	amq-12 + uavs3e	2.861	No	-	-	-
43	VRT + aomenc	2.797	No	VRT: A Video Restoration Transformer	2022-01-28	Code
44	LGFN + uavs3e	2.427	No	-	-	Code
45	DBVSR + uavs3e	2.396	No	Deep Blind Video Super-resolution	2020-03-10	Code
46	RBPN + uavs3e	2.263	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
47	BasicVSR + uavs3e	2.261	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
48	SOF-VSR-BD + vvenc	2.112	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
49	VRT + uavs3e	1.982	No	VRT: A Video Restoration Transformer	2022-01-28	Code
50	SOF-VSR-BD + x265	1.825	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
51	TMNet + vvenc	1.813	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
52	TMNet + x265	1.735	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
53	ahq-11 + x265	1.594	No	-	-	-
54	ahq-11 + vvenc	1.575	No	-	-	-
55	LGFN + x265	1.533	No	-	-	Code
56	BasicVSR + x265	1.48	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
57	amq-12 + x265	1.462	No	-	-	-
58	RealSR + uavs3e	1.441	No	-	-	Code
59	RBPN + x265	1.438	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
60	DBVSR + x265	1.438	No	Deep Blind Video Super-resolution	2020-03-10	Code
61	amq-12 + vvenc	1.371	No	-	-	-
62	VRT + x265	1.257	No	VRT: A Video Restoration Transformer	2022-01-28	Code
63	EGVSR + x264	1.196	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
64	RealSR + x265	1.033	No	-	-	Code
65	RSDN + x264	1.023	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
66	BasicVSR + vvenc	0.919	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
67	DBVSR + vvenc	0.898	No	Deep Blind Video Super-resolution	2020-03-10	Code
68	LGFN + vvenc	0.889	No	-	-	Code
69	RBPN + vvenc	0.884	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
70	Real-ESRGAN + x264	0.881	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
71	TMNet + x264	0.844	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
72	SOF-VSR-BD + x264	0.843	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
73	VRT + vvenc	0.836	No	VRT: A Video Restoration Transformer	2022-01-28	Code
74	LGFN + x264	0.77	No	-	-	Code
75	SOF-VSR-BI + x264	0.764	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
76	BasicVSR + x264	0.751	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
77	SwinIR + x264	0.736	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
78	RBPN + x264	0.729	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
79	ahq-11 + x264	0.719	No	-	-	-
80	DBVSR + x264	0.714	No	Deep Blind Video Super-resolution	2020-03-10	Code
81	bicubic + x264	0.699	No	-	-	-
82	COMISR + x264	0.672	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
83	VRT + x264	0.662	No	VRT: A Video Restoration Transformer	2022-01-28	Code
84	amq-12 + x264	0.643	No	-	-	-
85	RealSR + x264	0.487	No	-	-	Code

#1EGVSR + aomenc
11.643
BSQ-rate over MS-SSIM· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#2RSDN + uavs3eSOTA
11.643
BSQ-rate over MS-SSIM· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#3RSDN + aomenc
11.643
BSQ-rate over MS-SSIM· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#4RealSR + vvenc
11.643
BSQ-rate over MS-SSIM
No paperCode
#5COMISR + aomenc
11.303
BSQ-rate over MS-SSIM· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#6TMNet + aomenc
10.322
BSQ-rate over MS-SSIM· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#7RSDN + vvenc
9.138
BSQ-rate over MS-SSIM· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#8EGVSR + uavs3e
8.194
BSQ-rate over MS-SSIM· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#9COMISR + uavs3e
7.711
BSQ-rate over MS-SSIM· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#10SOF-VSR-BD + aomencSOTA
7.546
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#11SwinIR + aomenc
7.105
BSQ-rate over MS-SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#12Real-ESRGAN + aomenc
6.857
BSQ-rate over MS-SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#13SOF-VSR-BI + aomenc
6.833
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#14SOF-VSR-BI + uavs3e
6.82
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#15EGVSR + vvenc
6.209
BSQ-rate over MS-SSIM· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#16COMISR + vvenc
6.024
BSQ-rate over MS-SSIM· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#17ahq-11 + aomenc
5.999
BSQ-rate over MS-SSIM
No paper
#18Real-ESRGAN + vvenc
5.95
BSQ-rate over MS-SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#19amq-12 + aomenc
5.883
BSQ-rate over MS-SSIM
No paper
#20SwinIR + vvenc
5.758
BSQ-rate over MS-SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#21bicubic + vvenc
5.735
BSQ-rate over MS-SSIM
No paper
#22RSDN + x265
5.682
BSQ-rate over MS-SSIM· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#23EGVSR + x265
5.548
BSQ-rate over MS-SSIM· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#24RealSR + aomenc
5.463
BSQ-rate over MS-SSIM
No paperCode
#25Real-ESRGAN + x265
5.393
BSQ-rate over MS-SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#26bicubic + uavs3e
5.068
BSQ-rate over MS-SSIM
No paper
#27SOF-VSR-BI + vvenc
4.882
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#28COMISR + x265
4.793
BSQ-rate over MS-SSIM· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#29SwinIR + x265
4.641
BSQ-rate over MS-SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#30Real-ESRGAN + uavs3e
4.612
BSQ-rate over MS-SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#31bicubic + x265
4.563
BSQ-rate over MS-SSIM
No paper
#32SOF-VSR-BI + x265
4.558
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#33SwinIR + uavs3e
4.411
BSQ-rate over MS-SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#34LGFN + aomenc
4.321
BSQ-rate over MS-SSIM
No paperCode
#35TMNet + uavs3e
4.317
BSQ-rate over MS-SSIM· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#36BasicVSR + aomenc
4.128
BSQ-rate over MS-SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#37DBVSR + aomenc
3.886
BSQ-rate over MS-SSIM· 2020-03-10
Deep Blind Video Super-resolution Code
#38SOF-VSR-BD + uavs3e
3.566
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#39ahq-11 + uavs3e
3.166
BSQ-rate over MS-SSIM
No paper
#40RBPN + aomencSOTA
3.089
BSQ-rate over MS-SSIM· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#41bicubic + aomenc
2.888
BSQ-rate over MS-SSIM
No paper
#42amq-12 + uavs3e
2.861
BSQ-rate over MS-SSIM
No paper
#43VRT + aomenc
2.797
BSQ-rate over MS-SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#44LGFN + uavs3e
2.427
BSQ-rate over MS-SSIM
No paperCode
#45DBVSR + uavs3e
2.396
BSQ-rate over MS-SSIM· 2020-03-10
Deep Blind Video Super-resolution Code
#46RBPN + uavs3e
2.263
BSQ-rate over MS-SSIM· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#47BasicVSR + uavs3e
2.261
BSQ-rate over MS-SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#48SOF-VSR-BD + vvenc
2.112
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#49VRT + uavs3e
1.982
BSQ-rate over MS-SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#50SOF-VSR-BD + x265
1.825
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#51TMNet + vvenc
1.813
BSQ-rate over MS-SSIM· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#52TMNet + x265
1.735
BSQ-rate over MS-SSIM· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#53ahq-11 + x265
1.594
BSQ-rate over MS-SSIM
No paper
#54ahq-11 + vvenc
1.575
BSQ-rate over MS-SSIM
No paper
#55LGFN + x265
1.533
BSQ-rate over MS-SSIM
No paperCode
#56BasicVSR + x265
1.48
BSQ-rate over MS-SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#57amq-12 + x265
1.462
BSQ-rate over MS-SSIM
No paper
#58RealSR + uavs3e
1.441
BSQ-rate over MS-SSIM
No paperCode
#59RBPN + x265
1.438
BSQ-rate over MS-SSIM· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#60DBVSR + x265
1.438
BSQ-rate over MS-SSIM· 2020-03-10
Deep Blind Video Super-resolution Code
#61amq-12 + vvenc
1.371
BSQ-rate over MS-SSIM
No paper
#62VRT + x265
1.257
BSQ-rate over MS-SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#63EGVSR + x264
1.196
BSQ-rate over MS-SSIM· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#64RealSR + x265
1.033
BSQ-rate over MS-SSIM
No paperCode
#65RSDN + x264
1.023
BSQ-rate over MS-SSIM· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#66BasicVSR + vvenc
0.919
BSQ-rate over MS-SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#67DBVSR + vvenc
0.898
BSQ-rate over MS-SSIM· 2020-03-10
Deep Blind Video Super-resolution Code
#68LGFN + vvenc
0.889
BSQ-rate over MS-SSIM
No paperCode
#69RBPN + vvenc
0.884
BSQ-rate over MS-SSIM· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#70Real-ESRGAN + x264
0.881
BSQ-rate over MS-SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#71TMNet + x264
0.844
BSQ-rate over MS-SSIM· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#72SOF-VSR-BD + x264
0.843
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#73VRT + vvenc
0.836
BSQ-rate over MS-SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#74LGFN + x264
0.77
BSQ-rate over MS-SSIM
No paperCode
#75SOF-VSR-BI + x264
0.764
BSQ-rate over MS-SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#76BasicVSR + x264
0.751
BSQ-rate over MS-SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#77SwinIR + x264
0.736
BSQ-rate over MS-SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#78RBPN + x264
0.729
BSQ-rate over MS-SSIM· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#79ahq-11 + x264
0.719
BSQ-rate over MS-SSIM
No paper
#80DBVSR + x264
0.714
BSQ-rate over MS-SSIM· 2020-03-10
Deep Blind Video Super-resolution Code
#81bicubic + x264
0.699
BSQ-rate over MS-SSIM
No paper
#82COMISR + x264
0.672
BSQ-rate over MS-SSIM· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#83VRT + x264
0.662
BSQ-rate over MS-SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#84amq-12 + x264
0.643
BSQ-rate over MS-SSIM
No paper
#85RealSR + x264
0.487
BSQ-rate over MS-SSIM
No paperCode