OpenCodePapers

video-super-resolution-on-msu-super-1

Pose Estimation3D Human Pose Estimation3D Absolute Human Pose Estimation3D Face AnimationVideo Super-Resolution
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeBSQ-rate over Subjective ScoreBSQ-rate over ERQABSQ-rate over VMAFBSQ-rate over PSNRBSQ-rate over MS-SSIMBSQ-rate over LPIPSModelNameReleaseDate
Real-World Super-Resolution via Kernel Estimation and Noise Injection✓ Link0.1960.770.7750.6750.4870.591RealSR + x2642020-06-19
[]()0.2710.8830.7530.8730.7190.656ahq-11 + x264
SwinIR: Image Restoration Using Swin Transformer✓ Link0.3040.760.6426.2680.7360.559SwinIR + x2642021-08-23
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data✓ Link0.3355.580.6987.8740.8810.733Real-ESRGAN + x2642021-07-22
SwinIR: Image Restoration Using Swin Transformer✓ Link0.3461.5751.3048.134.6411.474SwinIR + x2652021-08-23
COMISR: Compression-Informed Video Super-Resolution✓ Link0.3670.9691.3026.0810.6721.118COMISR + x2642021-05-04
Real-World Super-Resolution via Kernel Estimation and Noise Injection✓ Link0.5021.6221.6171.0641.0331.206RealSR + x2652020-06-19
Real-World Super-Resolution via Kernel Estimation and Noise Injection✓ Link0.6391.9432.25314.7411.4411.149RealSR + uavs3e2020-06-19
SwinIR: Image Restoration Using Swin Transformer✓ Link0.6396.8031.84815.1444.4111.671SwinIR + uavs3e2021-08-23
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data✓ Link0.646.3281.4648.1135.39312.689Real-ESRGAN + x2652021-07-22
COMISR: Compression-Informed Video Super-Resolution✓ Link0.70113.2468.10511.4976.02411.026COMISR + vvenc2021-05-04
[]()0.7241.9171.5031.7251.5941.388ahq-11 + x265
COMISR: Compression-Informed Video Super-Resolution✓ Link0.7418.1396.36310.6784.79312.998COMISR + x2652021-05-04
SwinIR: Image Restoration Using Swin Transformer✓ Link0.83510.8543.3215.1447.1054.566SwinIR + aomenc2021-08-23
Real-World Super-Resolution via Kernel Estimation and Noise Injection✓ Link0.8436.7624.28315.1445.46310.915RealSR + aomenc2020-06-19
COMISR: Compression-Informed Video Super-Resolution✓ Link1.2293.4279.475.7617.7113.851COMISR + uavs3e2021-05-04
VRT: A Video Restoration Transformer✓ Link1.2451.5780.71.090.6621.259VRT + x2642022-01-28
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link1.2734.9811.0836.0580.7641.26SOF-VSR-BI + x2642020-01-06
[]()1.2912.6750.9175.7611.5750.981ahq-11 + vvenc
SwinIR: Image Restoration Using Swin Transformer✓ Link1.356.6240.8878.9715.7581.552SwinIR + vvenc2021-08-23
[]()1.3763.372.2495.7613.1661.365ahq-11 + uavs3e
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data✓ Link1.39811.5842.71215.1446.85711.957Real-ESRGAN + aomenc2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data✓ Link1.4177.2252.12215.1444.6122.633Real-ESRGAN + uavs3e2021-07-22
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond✓ Link1.491.6590.7141.2120.7511.289BasicVSR + x2642020-12-03
Recurrent Back-Projection Network for Video Super-Resolution✓ Link1.4981.5990.7331.1270.7291.335RBPN + x2642019-03-25
COMISR: Compression-Informed Video Super-Resolution✓ Link1.94311.17710.6715.14411.3034.801COMISR + aomenc2021-05-04
[]()1.954.7992.80812.5425.9991.368ahq-11 + aomenc
VRT: A Video Restoration Transformer✓ Link2.0238.921.2176.6341.25711.329VRT + x2652022-01-28
VRT: A Video Restoration Transformer✓ Link2.23518.3330.6525.7770.83611.496VRT + vvenc2022-01-28
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond✓ Link2.2388.9211.2721.9061.4813.198BasicVSR + x2652020-12-03
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link2.24418.5453.5659.074.55811.236SOF-VSR-BI + x2652020-01-06
Recurrent Back-Projection Network for Video Super-Resolution✓ Link2.28213.1851.3241.891.43813.237RBPN + x2652019-03-25
VRT: A Video Restoration Transformer✓ Link2.5116.6191.4255.8621.9824.003VRT + uavs3e2022-01-28
VRT: A Video Restoration Transformer✓ Link2.63112.2891.73310.0752.7974.429VRT + aomenc2022-01-28
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond✓ Link2.65918.3330.6765.7810.91911.561BasicVSR + vvenc2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond✓ Link2.67314.5681.85711.4284.1284.938BasicVSR + aomenc2020-12-03
Recurrent Back-Projection Network for Video Super-Resolution✓ Link2.713.5721.99610.893.0895.821RBPN + aomenc2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution✓ Link2.71918.3140.6895.7830.88411.777RBPN + vvenc2019-03-25
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond✓ Link2.7248.2511.5236.8332.2614.383BasicVSR + uavs3e2020-12-03
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link2.82218.8444.5279.2454.88211.273SOF-VSR-BI + vvenc2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link2.8412.8085.39811.3146.8334.82SOF-VSR-BI + aomenc2020-01-06
Deep Blind Video Super-resolution✓ Link2.84215.9880.6985.7650.89811.435DBVSR + vvenc2020-03-10
Recurrent Back-Projection Network for Video Super-Resolution✓ Link2.9447.1330.7026.3012.2634.859RBPN + uavs3e2019-03-25
Local-Global Fusion Network for Video Super-Resolution✓ Link2.94418.3421.6265.7680.88911.759LGFN + vvenc2020-09-22
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link3.1965.2995.36110.9176.824.23SOF-VSR-BI + uavs3e2020-01-06
[]()0.9220.8130.6430.767amq-12 + x264
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link1.5441.2132.7630.8431.262SOF-VSR-BD + x2642020-01-06
Deep Blind Video Super-resolution✓ Link1.6060.751.0820.7141.293DBVSR + x2642020-03-10
Local-Global Fusion Network for Video Super-Resolution✓ Link1.7040.7441.1510.771.324LGFN + x2642020-09-22
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution✓ Link1.8791.0611.4810.8441.377TMNet + x2642021-04-21
[]()1.9961.5251.6291.46210.639amq-12 + x265
[]()2.1821.3380.910.69910.965bicubic + x264
[]()3.6792.3086.5472.8611.742amq-12 + uavs3e
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning✓ Link6.0291.51910.5951.1961.226EGVSR + x2642021-07-12
Video Super-Resolution with Recurrent Structure-Detail Network✓ Link6.581.513.3481.02310.775RSDN + x2642020-08-02
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data✓ Link6.7123.814.5615.9512.744Real-ESRGAN + vvenc2021-07-22
Deep Blind Video Super-resolution✓ Link7.01.835.8452.3964.371DBVSR + uavs3e2020-03-10
Local-Global Fusion Network for Video Super-Resolution✓ Link9.2791.6255.5032.4274.504LGFN + uavs3e2020-09-22
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning✓ Link10.110.33715.1448.1944.0EGVSR + uavs3e2021-07-12
[]()10.3882.87411.0795.8831.843amq-12 + aomenc
[]()11.0640.8985.7181.3711.219amq-12 + vvenc
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link11.4586.5968.6583.5664.007SOF-VSR-BD + uavs3e2020-01-06
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning✓ Link12.9176.49710.7015.54810.748EGVSR + x2652021-07-12
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link13.0984.3463.2741.82513.141SOF-VSR-BD + x2652020-01-06
Deep Blind Video Super-resolution✓ Link13.1451.3836.6071.43813.211DBVSR + x2652020-03-10
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution✓ Link13.1873.48715.1444.3175.015TMNet + uavs3e2021-04-21
Local-Global Fusion Network for Video Super-Resolution✓ Link13.2131.3416.6461.53311.399LGFN + x2652020-09-22
Video Super-Resolution with Recurrent Structure-Detail Network✓ Link13.4166.46713.4035.68213.232RSDN + x2652020-08-02
Deep Blind Video Super-resolution✓ Link13.4762.09310.2963.8864.916DBVSR + aomenc2020-03-10
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution✓ Link13.5772.0097.0461.73513.485TMNet + x2652021-04-21
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning✓ Link13.68410.16311.5436.20910.643EGVSR + vvenc2021-07-12
Local-Global Fusion Network for Video Super-Resolution✓ Link14.6311.999.794.3215.536LGFN + aomenc2020-09-22
Video Super-Resolution with Recurrent Structure-Detail Network✓ Link14.9510.14514.0619.1384.866RSDN + vvenc2020-08-02
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link15.117.46413.0767.5464.034SOF-VSR-BD + aomenc2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation✓ Link15.9586.418.0272.11213.494SOF-VSR-BD + vvenc2020-01-06
[]()16.0146.4696.4734.56315.363bicubic + x265
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning✓ Link16.73310.6715.14411.6435.67EGVSR + aomenc2021-07-12
Video Super-Resolution with Recurrent Structure-Detail Network✓ Link18.3279.79615.14411.64313.844RSDN + uavs3e2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network✓ Link20.61710.6715.14411.64314.574RSDN + aomenc2020-08-02
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution✓ Link21.3031.7959.431.81313.988TMNet + vvenc2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution✓ Link21.7984.66715.14410.3226.276TMNet + aomenc2021-04-21
[]()21.9656.7978.3952.88817.458bicubic + aomenc
[]()21.9657.0267.3725.06818.057bicubic + uavs3e
[]()21.9658.63512.7875.73516.894bicubic + vvenc
Real-World Super-Resolution via Kernel Estimation and Noise Injection✓ Link21.96510.6715.14411.64318.344RealSR + vvenc2020-06-19