1 Image, 2*2 Stitchi on MSU Super-Resolution for Video Compression

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

LeaderboardDataset

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Results

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#	Model↕	BSQ-rate over ERQA▼	Extra Data	Paper	Date↕	Code
1	bicubic + aomenc	21.965	No	-	-	-
2	bicubic + uavs3e	21.965	No	-	-	-
3	bicubic + vvenc	21.965	No	-	-	-
4	RealSR + vvenc	21.965	No	-	-	Code
5	TMNet + aomenc	21.798	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
6	TMNet + vvenc	21.303	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
7	RSDN + aomenc	20.617	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
8	SOF-VSR-BI + vvenc	18.844	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
9	SOF-VSR-BI + x265	18.545	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
10	LGFN + vvenc	18.342	No	-	-	Code
11	VRT + vvenc	18.333	No	VRT: A Video Restoration Transformer	2022-01-28	Code
12	BasicVSR + vvenc	18.333	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
13	RSDN + uavs3e	18.327	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
14	RBPN + vvenc	18.314	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
15	EGVSR + aomenc	16.733	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
16	bicubic + x265	16.014	No	-	-	-
17	DBVSR + vvenc	15.988	No	Deep Blind Video Super-resolution	2020-03-10	Code
18	SOF-VSR-BD + vvenc	15.958	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
19	SOF-VSR-BD + aomenc	15.11	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
20	RSDN + vvenc	14.95	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
21	LGFN + aomenc	14.631	No	-	-	Code
22	BasicVSR + aomenc	14.568	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
23	EGVSR + vvenc	13.684	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
24	TMNet + x265	13.577	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
25	RBPN + aomenc	13.572	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
26	DBVSR + aomenc	13.476	No	Deep Blind Video Super-resolution	2020-03-10	Code
27	RSDN + x265	13.416	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
28	COMISR + vvenc	13.246	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
29	LGFN + x265	13.213	No	-	-	Code
30	TMNet + uavs3e	13.187	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
31	RBPN + x265	13.185	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
32	DBVSR + x265	13.145	No	Deep Blind Video Super-resolution	2020-03-10	Code
33	SOF-VSR-BD + x265	13.098	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
34	EGVSR + x265	12.917	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
35	SOF-VSR-BI + aomenc	12.808	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
36	VRT + aomenc	12.289	No	VRT: A Video Restoration Transformer	2022-01-28	Code
37	Real-ESRGAN + aomenc	11.584	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
38	SOF-VSR-BD + uavs3e	11.458	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
39	COMISR + aomenc	11.177	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
40	amq-12 + vvenc	11.064	No	-	-	-
41	SwinIR + aomenc	10.854	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
42	amq-12 + aomenc	10.388	No	-	-	-
43	EGVSR + uavs3e	10.1	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
44	LGFN + uavs3e	9.279	No	-	-	Code
45	BasicVSR + x265	8.921	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
46	VRT + x265	8.92	No	VRT: A Video Restoration Transformer	2022-01-28	Code
47	BasicVSR + uavs3e	8.251	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
48	COMISR + x265	8.139	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
49	Real-ESRGAN + uavs3e	7.225	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
50	RBPN + uavs3e	7.133	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
51	DBVSR + uavs3e	7	No	Deep Blind Video Super-resolution	2020-03-10	Code
52	SwinIR + uavs3e	6.803	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
53	RealSR + aomenc	6.762	No	-	-	Code
54	Real-ESRGAN + vvenc	6.712	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
55	SwinIR + vvenc	6.624	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
56	VRT + uavs3e	6.619	No	VRT: A Video Restoration Transformer	2022-01-28	Code
57	RSDN + x264	6.58	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
58	Real-ESRGAN + x265	6.328	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
59	EGVSR + x264	6.029	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
60	Real-ESRGAN + x264	5.58	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
61	SOF-VSR-BI + uavs3e	5.299	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
62	SOF-VSR-BI + x264	4.981	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
63	ahq-11 + aomenc	4.799	No	-	-	-
64	amq-12 + uavs3e	3.679	No	-	-	-
65	COMISR + uavs3e	3.427	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
66	ahq-11 + uavs3e	3.37	No	-	-	-
67	ahq-11 + vvenc	2.675	No	-	-	-
68	bicubic + x264	2.182	No	-	-	-
69	amq-12 + x265	1.996	No	-	-	-
70	RealSR + uavs3e	1.943	No	-	-	Code
71	ahq-11 + x265	1.917	No	-	-	-
72	TMNet + x264	1.879	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
73	LGFN + x264	1.704	No	-	-	Code
74	BasicVSR + x264	1.659	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
75	RealSR + x265	1.622	No	-	-	Code
76	DBVSR + x264	1.606	No	Deep Blind Video Super-resolution	2020-03-10	Code
77	RBPN + x264	1.599	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
78	VRT + x264	1.578	No	VRT: A Video Restoration Transformer	2022-01-28	Code
79	SwinIR + x265	1.575	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
80	SOF-VSR-BD + x264	1.544	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
81	COMISR + x264	0.969	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
82	amq-12 + x264	0.922	No	-	-	-
83	ahq-11 + x264	0.883	No	-	-	-
84	RealSR + x264	0.77	No	-	-	Code
85	SwinIR + x264	0.76	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code

#1bicubic + aomenc
21.965
BSQ-rate over ERQA
No paper
#2bicubic + uavs3e
21.965
BSQ-rate over ERQA
No paper
#3bicubic + vvenc
21.965
BSQ-rate over ERQA
No paper
#4RealSR + vvenc
21.965
BSQ-rate over ERQA
No paperCode
#5TMNet + aomencSOTA
21.798
BSQ-rate over ERQA· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#6TMNet + vvenc
21.303
BSQ-rate over ERQA· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#7RSDN + aomencSOTA
20.617
BSQ-rate over ERQA· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#8SOF-VSR-BI + vvencSOTA
18.844
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#9SOF-VSR-BI + x265
18.545
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#10LGFN + vvenc
18.342
BSQ-rate over ERQA
No paperCode
#11VRT + vvenc
18.333
BSQ-rate over ERQA· 2022-01-28
VRT: A Video Restoration Transformer Code
#12BasicVSR + vvenc
18.333
BSQ-rate over ERQA· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#13RSDN + uavs3e
18.327
BSQ-rate over ERQA· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#14RBPN + vvencSOTA
18.314
BSQ-rate over ERQA· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#15EGVSR + aomenc
16.733
BSQ-rate over ERQA· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#16bicubic + x265
16.014
BSQ-rate over ERQA
No paper
#17DBVSR + vvenc
15.988
BSQ-rate over ERQA· 2020-03-10
Deep Blind Video Super-resolution Code
#18SOF-VSR-BD + vvenc
15.958
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#19SOF-VSR-BD + aomenc
15.11
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#20RSDN + vvenc
14.95
BSQ-rate over ERQA· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#21LGFN + aomenc
14.631
BSQ-rate over ERQA
No paperCode
#22BasicVSR + aomenc
14.568
BSQ-rate over ERQA· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#23EGVSR + vvenc
13.684
BSQ-rate over ERQA· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#24TMNet + x265
13.577
BSQ-rate over ERQA· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#25RBPN + aomenc
13.572
BSQ-rate over ERQA· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#26DBVSR + aomenc
13.476
BSQ-rate over ERQA· 2020-03-10
Deep Blind Video Super-resolution Code
#27RSDN + x265
13.416
BSQ-rate over ERQA· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#28COMISR + vvenc
13.246
BSQ-rate over ERQA· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#29LGFN + x265
13.213
BSQ-rate over ERQA
No paperCode
#30TMNet + uavs3e
13.187
BSQ-rate over ERQA· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#31RBPN + x265
13.185
BSQ-rate over ERQA· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#32DBVSR + x265
13.145
BSQ-rate over ERQA· 2020-03-10
Deep Blind Video Super-resolution Code
#33SOF-VSR-BD + x265
13.098
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#34EGVSR + x265
12.917
BSQ-rate over ERQA· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#35SOF-VSR-BI + aomenc
12.808
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#36VRT + aomenc
12.289
BSQ-rate over ERQA· 2022-01-28
VRT: A Video Restoration Transformer Code
#37Real-ESRGAN + aomenc
11.584
BSQ-rate over ERQA· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#38SOF-VSR-BD + uavs3e
11.458
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#39COMISR + aomenc
11.177
BSQ-rate over ERQA· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#40amq-12 + vvenc
11.064
BSQ-rate over ERQA
No paper
#41SwinIR + aomenc
10.854
BSQ-rate over ERQA· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#42amq-12 + aomenc
10.388
BSQ-rate over ERQA
No paper
#43EGVSR + uavs3e
10.1
BSQ-rate over ERQA· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#44LGFN + uavs3e
9.279
BSQ-rate over ERQA
No paperCode
#45BasicVSR + x265
8.921
BSQ-rate over ERQA· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#46VRT + x265
8.92
BSQ-rate over ERQA· 2022-01-28
VRT: A Video Restoration Transformer Code
#47BasicVSR + uavs3e
8.251
BSQ-rate over ERQA· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#48COMISR + x265
8.139
BSQ-rate over ERQA· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#49Real-ESRGAN + uavs3e
7.225
BSQ-rate over ERQA· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#50RBPN + uavs3e
7.133
BSQ-rate over ERQA· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#51DBVSR + uavs3e
7
BSQ-rate over ERQA· 2020-03-10
Deep Blind Video Super-resolution Code
#52SwinIR + uavs3e
6.803
BSQ-rate over ERQA· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#53RealSR + aomenc
6.762
BSQ-rate over ERQA
No paperCode
#54Real-ESRGAN + vvenc
6.712
BSQ-rate over ERQA· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#55SwinIR + vvenc
6.624
BSQ-rate over ERQA· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#56VRT + uavs3e
6.619
BSQ-rate over ERQA· 2022-01-28
VRT: A Video Restoration Transformer Code
#57RSDN + x264
6.58
BSQ-rate over ERQA· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#58Real-ESRGAN + x265
6.328
BSQ-rate over ERQA· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#59EGVSR + x264
6.029
BSQ-rate over ERQA· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#60Real-ESRGAN + x264
5.58
BSQ-rate over ERQA· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#61SOF-VSR-BI + uavs3e
5.299
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#62SOF-VSR-BI + x264
4.981
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#63ahq-11 + aomenc
4.799
BSQ-rate over ERQA
No paper
#64amq-12 + uavs3e
3.679
BSQ-rate over ERQA
No paper
#65COMISR + uavs3e
3.427
BSQ-rate over ERQA· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#66ahq-11 + uavs3e
3.37
BSQ-rate over ERQA
No paper
#67ahq-11 + vvenc
2.675
BSQ-rate over ERQA
No paper
#68bicubic + x264
2.182
BSQ-rate over ERQA
No paper
#69amq-12 + x265
1.996
BSQ-rate over ERQA
No paper
#70RealSR + uavs3e
1.943
BSQ-rate over ERQA
No paperCode
#71ahq-11 + x265
1.917
BSQ-rate over ERQA
No paper
#72TMNet + x264
1.879
BSQ-rate over ERQA· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#73LGFN + x264
1.704
BSQ-rate over ERQA
No paperCode
#74BasicVSR + x264
1.659
BSQ-rate over ERQA· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#75RealSR + x265
1.622
BSQ-rate over ERQA
No paperCode
#76DBVSR + x264
1.606
BSQ-rate over ERQA· 2020-03-10
Deep Blind Video Super-resolution Code
#77RBPN + x264
1.599
BSQ-rate over ERQA· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#78VRT + x264
1.578
BSQ-rate over ERQA· 2022-01-28
VRT: A Video Restoration Transformer Code
#79SwinIR + x265
1.575
BSQ-rate over ERQA· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#80SOF-VSR-BD + x264
1.544
BSQ-rate over ERQA· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#81COMISR + x264
0.969
BSQ-rate over ERQA· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#82amq-12 + x264
0.922
BSQ-rate over ERQA
No paper
#83ahq-11 + x264
0.883
BSQ-rate over ERQA
No paper
#84RealSR + x264
0.77
BSQ-rate over ERQA
No paperCode
#85SwinIR + x264
0.76
BSQ-rate over ERQA· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code