3D Object Super-Resolution on MSU Super-Resolution for Video Compression

Metric: BSQ-rate over LPIPS (lower is better)

LeaderboardDataset

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Results

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#	Model↕	BSQ-rate over LPIPS▲	Extra Data	Paper	Date↕	Code
1	SwinIR + x264	0.559	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
2	RealSR + x264	0.591	No	-	-	Code
3	ahq-11 + x264	0.656	No	-	-	-
4	Real-ESRGAN + x264	0.733	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
5	amq-12 + x264	0.767	No	-	-	-
6	ahq-11 + vvenc	0.981	No	-	-	-
7	COMISR + x264	1.118	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
8	RealSR + uavs3e	1.149	No	-	-	Code
9	RealSR + x265	1.206	No	-	-	Code
10	amq-12 + vvenc	1.219	No	-	-	-
11	EGVSR + x264	1.226	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
12	VRT + x264	1.259	No	VRT: A Video Restoration Transformer	2022-01-28	Code
13	SOF-VSR-BI + x264	1.26	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
14	SOF-VSR-BD + x264	1.262	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
15	BasicVSR + x264	1.289	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
16	DBVSR + x264	1.293	No	Deep Blind Video Super-resolution	2020-03-10	Code
17	LGFN + x264	1.324	No	-	-	Code
18	RBPN + x264	1.335	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
19	ahq-11 + uavs3e	1.365	No	-	-	-
20	ahq-11 + aomenc	1.368	No	-	-	-
21	TMNet + x264	1.377	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
22	ahq-11 + x265	1.388	No	-	-	-
23	SwinIR + x265	1.474	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
24	SwinIR + vvenc	1.552	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
25	SwinIR + uavs3e	1.671	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
26	amq-12 + uavs3e	1.742	No	-	-	-
27	amq-12 + aomenc	1.843	No	-	-	-
28	Real-ESRGAN + uavs3e	2.633	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
29	COMISR + uavs3e	3.851	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
30	EGVSR + uavs3e	4	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
31	VRT + uavs3e	4.003	No	VRT: A Video Restoration Transformer	2022-01-28	Code
32	SOF-VSR-BD + uavs3e	4.007	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
33	SOF-VSR-BD + aomenc	4.034	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
34	SOF-VSR-BI + uavs3e	4.23	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
35	DBVSR + uavs3e	4.371	No	Deep Blind Video Super-resolution	2020-03-10	Code
36	BasicVSR + uavs3e	4.383	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
37	VRT + aomenc	4.429	No	VRT: A Video Restoration Transformer	2022-01-28	Code
38	LGFN + uavs3e	4.504	No	-	-	Code
39	SwinIR + aomenc	4.566	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
40	COMISR + aomenc	4.801	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
41	SOF-VSR-BI + aomenc	4.82	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
42	RBPN + uavs3e	4.859	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
43	RSDN + vvenc	4.866	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
44	DBVSR + aomenc	4.916	No	Deep Blind Video Super-resolution	2020-03-10	Code
45	BasicVSR + aomenc	4.938	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
46	TMNet + uavs3e	5.015	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
47	LGFN + aomenc	5.536	No	-	-	Code
48	EGVSR + aomenc	5.67	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
49	RBPN + aomenc	5.821	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
50	TMNet + aomenc	6.276	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
51	amq-12 + x265	10.639	No	-	-	-
52	EGVSR + vvenc	10.643	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
53	EGVSR + x265	10.748	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
54	RSDN + x264	10.775	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
55	RealSR + aomenc	10.915	No	-	-	Code
56	bicubic + x264	10.965	No	-	-	-
57	COMISR + vvenc	11.026	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
58	SOF-VSR-BI + x265	11.236	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
59	SOF-VSR-BI + vvenc	11.273	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
60	VRT + x265	11.329	No	VRT: A Video Restoration Transformer	2022-01-28	Code
61	LGFN + x265	11.399	No	-	-	Code
62	DBVSR + vvenc	11.435	No	Deep Blind Video Super-resolution	2020-03-10	Code
63	VRT + vvenc	11.496	No	VRT: A Video Restoration Transformer	2022-01-28	Code
64	BasicVSR + vvenc	11.561	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
65	LGFN + vvenc	11.759	No	-	-	Code
66	RBPN + vvenc	11.777	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
67	Real-ESRGAN + aomenc	11.957	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
68	Real-ESRGAN + x265	12.689	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
69	Real-ESRGAN + vvenc	12.744	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
70	COMISR + x265	12.998	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
71	SOF-VSR-BD + x265	13.141	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
72	BasicVSR + x265	13.198	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
73	DBVSR + x265	13.211	No	Deep Blind Video Super-resolution	2020-03-10	Code
74	RSDN + x265	13.232	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
75	RBPN + x265	13.237	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
76	TMNet + x265	13.485	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
77	SOF-VSR-BD + vvenc	13.494	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
78	RSDN + uavs3e	13.844	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
79	TMNet + vvenc	13.988	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
80	RSDN + aomenc	14.574	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
81	bicubic + x265	15.363	No	-	-	-
82	bicubic + vvenc	16.894	No	-	-	-
83	bicubic + aomenc	17.458	No	-	-	-
84	bicubic + uavs3e	18.057	No	-	-	-
85	RealSR + vvenc	18.344	No	-	-	Code

#1SwinIR + x264SOTA
0.559
BSQ-rate over LPIPS· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#2RealSR + x264
0.591
BSQ-rate over LPIPS
No paperCode
#3ahq-11 + x264
0.656
BSQ-rate over LPIPS
No paper
#4Real-ESRGAN + x264SOTA
0.733
BSQ-rate over LPIPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#5amq-12 + x264
0.767
BSQ-rate over LPIPS
No paper
#6ahq-11 + vvenc
0.981
BSQ-rate over LPIPS
No paper
#7COMISR + x264SOTA
1.118
BSQ-rate over LPIPS· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#8RealSR + uavs3e
1.149
BSQ-rate over LPIPS
No paperCode
#9RealSR + x265
1.206
BSQ-rate over LPIPS
No paperCode
#10amq-12 + vvenc
1.219
BSQ-rate over LPIPS
No paper
#11EGVSR + x264
1.226
BSQ-rate over LPIPS· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#12VRT + x264
1.259
BSQ-rate over LPIPS· 2022-01-28
VRT: A Video Restoration Transformer Code
#13SOF-VSR-BI + x264SOTA
1.26
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#14SOF-VSR-BD + x264SOTA
1.262
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#15BasicVSR + x264
1.289
BSQ-rate over LPIPS· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#16DBVSR + x264
1.293
BSQ-rate over LPIPS· 2020-03-10
Deep Blind Video Super-resolution Code
#17LGFN + x264
1.324
BSQ-rate over LPIPS
No paperCode
#18RBPN + x264SOTA
1.335
BSQ-rate over LPIPS· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#19ahq-11 + uavs3e
1.365
BSQ-rate over LPIPS
No paper
#20ahq-11 + aomenc
1.368
BSQ-rate over LPIPS
No paper
#21TMNet + x264
1.377
BSQ-rate over LPIPS· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#22ahq-11 + x265
1.388
BSQ-rate over LPIPS
No paper
#23SwinIR + x265
1.474
BSQ-rate over LPIPS· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#24SwinIR + vvenc
1.552
BSQ-rate over LPIPS· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#25SwinIR + uavs3e
1.671
BSQ-rate over LPIPS· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#26amq-12 + uavs3e
1.742
BSQ-rate over LPIPS
No paper
#27amq-12 + aomenc
1.843
BSQ-rate over LPIPS
No paper
#28Real-ESRGAN + uavs3e
2.633
BSQ-rate over LPIPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#29COMISR + uavs3e
3.851
BSQ-rate over LPIPS· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#30EGVSR + uavs3e
4
BSQ-rate over LPIPS· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#31VRT + uavs3e
4.003
BSQ-rate over LPIPS· 2022-01-28
VRT: A Video Restoration Transformer Code
#32SOF-VSR-BD + uavs3e
4.007
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#33SOF-VSR-BD + aomenc
4.034
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#34SOF-VSR-BI + uavs3e
4.23
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#35DBVSR + uavs3e
4.371
BSQ-rate over LPIPS· 2020-03-10
Deep Blind Video Super-resolution Code
#36BasicVSR + uavs3e
4.383
BSQ-rate over LPIPS· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#37VRT + aomenc
4.429
BSQ-rate over LPIPS· 2022-01-28
VRT: A Video Restoration Transformer Code
#38LGFN + uavs3e
4.504
BSQ-rate over LPIPS
No paperCode
#39SwinIR + aomenc
4.566
BSQ-rate over LPIPS· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#40COMISR + aomenc
4.801
BSQ-rate over LPIPS· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#41SOF-VSR-BI + aomenc
4.82
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#42RBPN + uavs3eSOTA
4.859
BSQ-rate over LPIPS· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#43RSDN + vvenc
4.866
BSQ-rate over LPIPS· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#44DBVSR + aomenc
4.916
BSQ-rate over LPIPS· 2020-03-10
Deep Blind Video Super-resolution Code
#45BasicVSR + aomenc
4.938
BSQ-rate over LPIPS· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#46TMNet + uavs3e
5.015
BSQ-rate over LPIPS· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#47LGFN + aomenc
5.536
BSQ-rate over LPIPS
No paperCode
#48EGVSR + aomenc
5.67
BSQ-rate over LPIPS· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#49RBPN + aomencSOTA
5.821
BSQ-rate over LPIPS· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#50TMNet + aomenc
6.276
BSQ-rate over LPIPS· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#51amq-12 + x265
10.639
BSQ-rate over LPIPS
No paper
#52EGVSR + vvenc
10.643
BSQ-rate over LPIPS· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#53EGVSR + x265
10.748
BSQ-rate over LPIPS· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#54RSDN + x264
10.775
BSQ-rate over LPIPS· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#55RealSR + aomenc
10.915
BSQ-rate over LPIPS
No paperCode
#56bicubic + x264
10.965
BSQ-rate over LPIPS
No paper
#57COMISR + vvenc
11.026
BSQ-rate over LPIPS· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#58SOF-VSR-BI + x265
11.236
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#59SOF-VSR-BI + vvenc
11.273
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#60VRT + x265
11.329
BSQ-rate over LPIPS· 2022-01-28
VRT: A Video Restoration Transformer Code
#61LGFN + x265
11.399
BSQ-rate over LPIPS
No paperCode
#62DBVSR + vvenc
11.435
BSQ-rate over LPIPS· 2020-03-10
Deep Blind Video Super-resolution Code
#63VRT + vvenc
11.496
BSQ-rate over LPIPS· 2022-01-28
VRT: A Video Restoration Transformer Code
#64BasicVSR + vvenc
11.561
BSQ-rate over LPIPS· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#65LGFN + vvenc
11.759
BSQ-rate over LPIPS
No paperCode
#66RBPN + vvencSOTA
11.777
BSQ-rate over LPIPS· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#67Real-ESRGAN + aomenc
11.957
BSQ-rate over LPIPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#68Real-ESRGAN + x265
12.689
BSQ-rate over LPIPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#69Real-ESRGAN + vvenc
12.744
BSQ-rate over LPIPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#70COMISR + x265
12.998
BSQ-rate over LPIPS· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#71SOF-VSR-BD + x265
13.141
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#72BasicVSR + x265
13.198
BSQ-rate over LPIPS· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#73DBVSR + x265
13.211
BSQ-rate over LPIPS· 2020-03-10
Deep Blind Video Super-resolution Code
#74RSDN + x265
13.232
BSQ-rate over LPIPS· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#75RBPN + x265SOTA
13.237
BSQ-rate over LPIPS· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#76TMNet + x265
13.485
BSQ-rate over LPIPS· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#77SOF-VSR-BD + vvenc
13.494
BSQ-rate over LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#78RSDN + uavs3e
13.844
BSQ-rate over LPIPS· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#79TMNet + vvenc
13.988
BSQ-rate over LPIPS· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#80RSDN + aomenc
14.574
BSQ-rate over LPIPS· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#81bicubic + x265
15.363
BSQ-rate over LPIPS
No paper
#82bicubic + vvenc
16.894
BSQ-rate over LPIPS
No paper
#83bicubic + aomenc
17.458
BSQ-rate over LPIPS
No paper
#84bicubic + uavs3e
18.057
BSQ-rate over LPIPS
No paper
#85RealSR + vvenc
18.344
BSQ-rate over LPIPS
No paperCode