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

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

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Results

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#	Model↕	BSQ-rate over PSNR▼	Extra Data	Paper	Date↕	Code
1	SwinIR + uavs3e	15.144	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
2	SwinIR + aomenc	15.144	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
3	RealSR + aomenc	15.144	No	-	-	Code
4	Real-ESRGAN + aomenc	15.144	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
5	Real-ESRGAN + uavs3e	15.144	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
6	COMISR + aomenc	15.144	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
7	EGVSR + uavs3e	15.144	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
8	TMNet + uavs3e	15.144	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
9	EGVSR + aomenc	15.144	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
10	RSDN + uavs3e	15.144	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
11	RSDN + aomenc	15.144	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
12	TMNet + aomenc	15.144	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
13	RealSR + vvenc	15.144	No	-	-	Code
14	RealSR + uavs3e	14.741	No	-	-	Code
15	Real-ESRGAN + vvenc	14.561	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
16	RSDN + vvenc	14.061	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
17	RSDN + x265	13.403	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
18	RSDN + x264	13.348	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
19	SOF-VSR-BD + aomenc	13.076	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
20	bicubic + vvenc	12.787	No	-	-	-
21	ahq-11 + aomenc	12.542	No	-	-	-
22	EGVSR + vvenc	11.543	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
23	COMISR + vvenc	11.497	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
24	BasicVSR + aomenc	11.428	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
25	SOF-VSR-BI + aomenc	11.314	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
26	amq-12 + aomenc	11.079	No	-	-	-
27	SOF-VSR-BI + uavs3e	10.917	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
28	RBPN + aomenc	10.89	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
29	EGVSR + x265	10.701	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
30	COMISR + x265	10.678	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
31	EGVSR + x264	10.595	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
32	DBVSR + aomenc	10.296	No	Deep Blind Video Super-resolution	2020-03-10	Code
33	VRT + aomenc	10.075	No	VRT: A Video Restoration Transformer	2022-01-28	Code
34	LGFN + aomenc	9.79	No	-	-	Code
35	TMNet + vvenc	9.43	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
36	SOF-VSR-BI + vvenc	9.245	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
37	SOF-VSR-BI + x265	9.07	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
38	SwinIR + vvenc	8.971	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
39	SOF-VSR-BD + uavs3e	8.658	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
40	bicubic + aomenc	8.395	No	-	-	-
41	SwinIR + x265	8.13	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
42	Real-ESRGAN + x265	8.113	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
43	SOF-VSR-BD + vvenc	8.027	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
44	Real-ESRGAN + x264	7.874	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
45	bicubic + uavs3e	7.372	No	-	-	-
46	TMNet + x265	7.046	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
47	BasicVSR + uavs3e	6.833	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
48	LGFN + x265	6.646	No	-	-	Code
49	VRT + x265	6.634	No	VRT: A Video Restoration Transformer	2022-01-28	Code
50	DBVSR + x265	6.607	No	Deep Blind Video Super-resolution	2020-03-10	Code
51	amq-12 + uavs3e	6.547	No	-	-	-
52	bicubic + x265	6.473	No	-	-	-
53	RBPN + uavs3e	6.301	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
54	SwinIR + x264	6.268	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
55	COMISR + x264	6.081	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
56	SOF-VSR-BI + x264	6.058	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
57	VRT + uavs3e	5.862	No	VRT: A Video Restoration Transformer	2022-01-28	Code
58	DBVSR + uavs3e	5.845	No	Deep Blind Video Super-resolution	2020-03-10	Code
59	RBPN + vvenc	5.783	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
60	BasicVSR + vvenc	5.781	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
61	VRT + vvenc	5.777	No	VRT: A Video Restoration Transformer	2022-01-28	Code
62	LGFN + vvenc	5.768	No	-	-	Code
63	DBVSR + vvenc	5.765	No	Deep Blind Video Super-resolution	2020-03-10	Code
64	COMISR + uavs3e	5.761	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
65	ahq-11 + vvenc	5.761	No	-	-	-
66	ahq-11 + uavs3e	5.761	No	-	-	-
67	amq-12 + vvenc	5.718	No	-	-	-
68	LGFN + uavs3e	5.503	No	-	-	Code
69	SOF-VSR-BD + x265	3.274	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
70	SOF-VSR-BD + x264	2.763	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
71	BasicVSR + x265	1.906	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
72	RBPN + x265	1.89	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
73	ahq-11 + x265	1.725	No	-	-	-
74	amq-12 + x265	1.629	No	-	-	-
75	TMNet + x264	1.481	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
76	BasicVSR + x264	1.212	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
77	LGFN + x264	1.151	No	-	-	Code
78	RBPN + x264	1.127	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
79	VRT + x264	1.09	No	VRT: A Video Restoration Transformer	2022-01-28	Code
80	DBVSR + x264	1.082	No	Deep Blind Video Super-resolution	2020-03-10	Code
81	RealSR + x265	1.064	No	-	-	Code
82	bicubic + x264	0.91	No	-	-	-
83	ahq-11 + x264	0.873	No	-	-	-
84	amq-12 + x264	0.813	No	-	-	-
85	RealSR + x264	0.675	No	-	-	Code

#1SwinIR + uavs3e
15.144
BSQ-rate over PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#2SwinIR + aomenc
15.144
BSQ-rate over PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#3RealSR + aomenc
15.144
BSQ-rate over PSNR
No paperCode
#4Real-ESRGAN + aomenc
15.144
BSQ-rate over PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#5Real-ESRGAN + uavs3e
15.144
BSQ-rate over PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#6COMISR + aomenc
15.144
BSQ-rate over PSNR· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#7EGVSR + uavs3e
15.144
BSQ-rate over PSNR· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#8TMNet + uavs3e
15.144
BSQ-rate over PSNR· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#9EGVSR + aomenc
15.144
BSQ-rate over PSNR· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#10RSDN + uavs3eSOTA
15.144
BSQ-rate over PSNR· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#11RSDN + aomenc
15.144
BSQ-rate over PSNR· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#12TMNet + aomenc
15.144
BSQ-rate over PSNR· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#13RealSR + vvenc
15.144
BSQ-rate over PSNR
No paperCode
#14RealSR + uavs3e
14.741
BSQ-rate over PSNR
No paperCode
#15Real-ESRGAN + vvenc
14.561
BSQ-rate over PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#16RSDN + vvenc
14.061
BSQ-rate over PSNR· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#17RSDN + x265
13.403
BSQ-rate over PSNR· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#18RSDN + x264
13.348
BSQ-rate over PSNR· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#19SOF-VSR-BD + aomencSOTA
13.076
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#20bicubic + vvenc
12.787
BSQ-rate over PSNR
No paper
#21ahq-11 + aomenc
12.542
BSQ-rate over PSNR
No paper
#22EGVSR + vvenc
11.543
BSQ-rate over PSNR· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#23COMISR + vvenc
11.497
BSQ-rate over PSNR· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#24BasicVSR + aomenc
11.428
BSQ-rate over PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#25SOF-VSR-BI + aomenc
11.314
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#26amq-12 + aomenc
11.079
BSQ-rate over PSNR
No paper
#27SOF-VSR-BI + uavs3e
10.917
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#28RBPN + aomencSOTA
10.89
BSQ-rate over PSNR· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#29EGVSR + x265
10.701
BSQ-rate over PSNR· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#30COMISR + x265
10.678
BSQ-rate over PSNR· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#31EGVSR + x264
10.595
BSQ-rate over PSNR· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#32DBVSR + aomenc
10.296
BSQ-rate over PSNR· 2020-03-10
Deep Blind Video Super-resolution Code
#33VRT + aomenc
10.075
BSQ-rate over PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#34LGFN + aomenc
9.79
BSQ-rate over PSNR
No paperCode
#35TMNet + vvenc
9.43
BSQ-rate over PSNR· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#36SOF-VSR-BI + vvenc
9.245
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#37SOF-VSR-BI + x265
9.07
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#38SwinIR + vvenc
8.971
BSQ-rate over PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#39SOF-VSR-BD + uavs3e
8.658
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#40bicubic + aomenc
8.395
BSQ-rate over PSNR
No paper
#41SwinIR + x265
8.13
BSQ-rate over PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#42Real-ESRGAN + x265
8.113
BSQ-rate over PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#43SOF-VSR-BD + vvenc
8.027
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#44Real-ESRGAN + x264
7.874
BSQ-rate over PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#45bicubic + uavs3e
7.372
BSQ-rate over PSNR
No paper
#46TMNet + x265
7.046
BSQ-rate over PSNR· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#47BasicVSR + uavs3e
6.833
BSQ-rate over PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#48LGFN + x265
6.646
BSQ-rate over PSNR
No paperCode
#49VRT + x265
6.634
BSQ-rate over PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#50DBVSR + x265
6.607
BSQ-rate over PSNR· 2020-03-10
Deep Blind Video Super-resolution Code
#51amq-12 + uavs3e
6.547
BSQ-rate over PSNR
No paper
#52bicubic + x265
6.473
BSQ-rate over PSNR
No paper
#53RBPN + uavs3e
6.301
BSQ-rate over PSNR· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#54SwinIR + x264
6.268
BSQ-rate over PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#55COMISR + x264
6.081
BSQ-rate over PSNR· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#56SOF-VSR-BI + x264
6.058
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#57VRT + uavs3e
5.862
BSQ-rate over PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#58DBVSR + uavs3e
5.845
BSQ-rate over PSNR· 2020-03-10
Deep Blind Video Super-resolution Code
#59RBPN + vvenc
5.783
BSQ-rate over PSNR· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#60BasicVSR + vvenc
5.781
BSQ-rate over PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#61VRT + vvenc
5.777
BSQ-rate over PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#62LGFN + vvenc
5.768
BSQ-rate over PSNR
No paperCode
#63DBVSR + vvenc
5.765
BSQ-rate over PSNR· 2020-03-10
Deep Blind Video Super-resolution Code
#64COMISR + uavs3e
5.761
BSQ-rate over PSNR· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#65ahq-11 + vvenc
5.761
BSQ-rate over PSNR
No paper
#66ahq-11 + uavs3e
5.761
BSQ-rate over PSNR
No paper
#67amq-12 + vvenc
5.718
BSQ-rate over PSNR
No paper
#68LGFN + uavs3e
5.503
BSQ-rate over PSNR
No paperCode
#69SOF-VSR-BD + x265
3.274
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#70SOF-VSR-BD + x264
2.763
BSQ-rate over PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#71BasicVSR + x265
1.906
BSQ-rate over PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#72RBPN + x265
1.89
BSQ-rate over PSNR· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#73ahq-11 + x265
1.725
BSQ-rate over PSNR
No paper
#74amq-12 + x265
1.629
BSQ-rate over PSNR
No paper
#75TMNet + x264
1.481
BSQ-rate over PSNR· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#76BasicVSR + x264
1.212
BSQ-rate over PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#77LGFN + x264
1.151
BSQ-rate over PSNR
No paperCode
#78RBPN + x264
1.127
BSQ-rate over PSNR· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#79VRT + x264
1.09
BSQ-rate over PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#80DBVSR + x264
1.082
BSQ-rate over PSNR· 2020-03-10
Deep Blind Video Super-resolution Code
#81RealSR + x265
1.064
BSQ-rate over PSNR
No paperCode
#82bicubic + x264
0.91
BSQ-rate over PSNR
No paper
#83ahq-11 + x264
0.873
BSQ-rate over PSNR
No paper
#84amq-12 + x264
0.813
BSQ-rate over PSNR
No paper
#85RealSR + x264
0.675
BSQ-rate over PSNR
No paperCode