Video Super-Resolution on MSU Super-Resolution for Video Compression

Metric: BSQ-rate over Subjective Score (higher is better)

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#	Model↕	BSQ-rate over Subjective Score▼	Extra Data	Paper	Date↕	Code
1	SOF-VSR-BI + uavs3e	3.196	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
2	RBPN + uavs3e	2.944	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
3	LGFN + vvenc	2.944	No	-	-	Code
4	DBVSR + vvenc	2.842	No	Deep Blind Video Super-resolution	2020-03-10	Code
5	SOF-VSR-BI + aomenc	2.84	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
6	SOF-VSR-BI + vvenc	2.822	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
7	BasicVSR + uavs3e	2.724	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
8	RBPN + vvenc	2.719	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
9	RBPN + aomenc	2.7	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
10	BasicVSR + aomenc	2.673	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
11	BasicVSR + vvenc	2.659	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
12	VRT + aomenc	2.631	No	VRT: A Video Restoration Transformer	2022-01-28	Code
13	VRT + uavs3e	2.511	No	VRT: A Video Restoration Transformer	2022-01-28	Code
14	RBPN + x265	2.282	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
15	SOF-VSR-BI + x265	2.244	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
16	BasicVSR + x265	2.238	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
17	VRT + vvenc	2.235	No	VRT: A Video Restoration Transformer	2022-01-28	Code
18	VRT + x265	2.023	No	VRT: A Video Restoration Transformer	2022-01-28	Code
19	ahq-11 + aomenc	1.95	No	-	-	-
20	COMISR + aomenc	1.943	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
21	RBPN + x264	1.498	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
22	BasicVSR + x264	1.49	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
23	Real-ESRGAN + uavs3e	1.417	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
24	Real-ESRGAN + aomenc	1.398	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
25	ahq-11 + uavs3e	1.376	No	-	-	-
26	SwinIR + vvenc	1.35	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
27	ahq-11 + vvenc	1.291	No	-	-	-
28	SOF-VSR-BI + x264	1.273	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
29	VRT + x264	1.245	No	VRT: A Video Restoration Transformer	2022-01-28	Code
30	COMISR + uavs3e	1.229	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
31	RealSR + aomenc	0.843	No	-	-	Code
32	SwinIR + aomenc	0.835	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
33	COMISR + x265	0.741	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
34	ahq-11 + x265	0.724	No	-	-	-
35	COMISR + vvenc	0.701	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
36	Real-ESRGAN + x265	0.64	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
37	RealSR + uavs3e	0.639	No	-	-	Code
38	SwinIR + uavs3e	0.639	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
39	RealSR + x265	0.502	No	-	-	Code
40	COMISR + x264	0.367	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
41	SwinIR + x265	0.346	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
42	Real-ESRGAN + x264	0.335	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
43	SwinIR + x264	0.304	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
44	ahq-11 + x264	0.271	No	-	-	-
45	RealSR + x264	0.196	No	-	-	Code

#1SOF-VSR-BI + uavs3eSOTA
3.196
BSQ-rate over Subjective Score· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#2RBPN + uavs3eSOTA
2.944
BSQ-rate over Subjective Score· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#3LGFN + vvenc
2.944
BSQ-rate over Subjective Score
No paperCode
#4DBVSR + vvenc
2.842
BSQ-rate over Subjective Score· 2020-03-10
Deep Blind Video Super-resolution Code
#5SOF-VSR-BI + aomenc
2.84
BSQ-rate over Subjective Score· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#6SOF-VSR-BI + vvenc
2.822
BSQ-rate over Subjective Score· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#7BasicVSR + uavs3e
2.724
BSQ-rate over Subjective Score· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#8RBPN + vvenc
2.719
BSQ-rate over Subjective Score· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#9RBPN + aomenc
2.7
BSQ-rate over Subjective Score· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#10BasicVSR + aomenc
2.673
BSQ-rate over Subjective Score· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#11BasicVSR + vvenc
2.659
BSQ-rate over Subjective Score· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#12VRT + aomenc
2.631
BSQ-rate over Subjective Score· 2022-01-28
VRT: A Video Restoration Transformer Code
#13VRT + uavs3e
2.511
BSQ-rate over Subjective Score· 2022-01-28
VRT: A Video Restoration Transformer Code
#14RBPN + x265
2.282
BSQ-rate over Subjective Score· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#15SOF-VSR-BI + x265
2.244
BSQ-rate over Subjective Score· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#16BasicVSR + x265
2.238
BSQ-rate over Subjective Score· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#17VRT + vvenc
2.235
BSQ-rate over Subjective Score· 2022-01-28
VRT: A Video Restoration Transformer Code
#18VRT + x265
2.023
BSQ-rate over Subjective Score· 2022-01-28
VRT: A Video Restoration Transformer Code
#19ahq-11 + aomenc
1.95
BSQ-rate over Subjective Score
No paper
#20COMISR + aomenc
1.943
BSQ-rate over Subjective Score· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#21RBPN + x264
1.498
BSQ-rate over Subjective Score· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#22BasicVSR + x264
1.49
BSQ-rate over Subjective Score· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#23Real-ESRGAN + uavs3e
1.417
BSQ-rate over Subjective Score· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#24Real-ESRGAN + aomenc
1.398
BSQ-rate over Subjective Score· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#25ahq-11 + uavs3e
1.376
BSQ-rate over Subjective Score
No paper
#26SwinIR + vvenc
1.35
BSQ-rate over Subjective Score· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#27ahq-11 + vvenc
1.291
BSQ-rate over Subjective Score
No paper
#28SOF-VSR-BI + x264
1.273
BSQ-rate over Subjective Score· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#29VRT + x264
1.245
BSQ-rate over Subjective Score· 2022-01-28
VRT: A Video Restoration Transformer Code
#30COMISR + uavs3e
1.229
BSQ-rate over Subjective Score· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#31RealSR + aomenc
0.843
BSQ-rate over Subjective Score
No paperCode
#32SwinIR + aomenc
0.835
BSQ-rate over Subjective Score· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#33COMISR + x265
0.741
BSQ-rate over Subjective Score· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#34ahq-11 + x265
0.724
BSQ-rate over Subjective Score
No paper
#35COMISR + vvenc
0.701
BSQ-rate over Subjective Score· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#36Real-ESRGAN + x265
0.64
BSQ-rate over Subjective Score· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#37RealSR + uavs3e
0.639
BSQ-rate over Subjective Score
No paperCode
#38SwinIR + uavs3e
0.639
BSQ-rate over Subjective Score· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#39RealSR + x265
0.502
BSQ-rate over Subjective Score
No paperCode
#40COMISR + x264
0.367
BSQ-rate over Subjective Score· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#41SwinIR + x265
0.346
BSQ-rate over Subjective Score· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#42Real-ESRGAN + x264
0.335
BSQ-rate over Subjective Score· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#43SwinIR + x264
0.304
BSQ-rate over Subjective Score· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#44ahq-11 + x264
0.271
BSQ-rate over Subjective Score
No paper
#45RealSR + x264
0.196
BSQ-rate over Subjective Score
No paperCode