Image Super-Resolution on B100 (PSNR, SSIM)
32.71PSNRSAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SATScale=×2, Params=19.4M, FLOPs=3.64T2026.04 | 32.71 | 0.9065 | |
| PFTScale=×2, Params=19.6M, FLOPs=5.03T2026.04 | 32.67 | 0.9058 | |
| ATDScale=×2, Params=20.1M, FLOPs=6.07T2026.04 | 32.65 | 0.9056 | |
| HATScale=×2, Params=20.6M, FLOPs=5.81T2026.04 | 32.62 | 0.9053 | |
| IPGScale=×2, Params=18.1M, FLOPs=5.35T2026.04 | 32.6 | 0.9052 | |
| CAT-AScale=×2, Params=16.5, FLOPs=5.082026.04 | 32.59 | 0.9047 | |
| SwinIRScale=×2, Params=11.8M, FLOPs=3.04T2026.04 | 32.53 | 0.9041 | |
| IPTScale=×2, Params=115M, FLOPs=7.38T2026.04 | 32.48 | — | |
| SAT-light (Ours)Scale=×2, Params=742K, FLOPs=145.7G2026.04 | 32.45 | 0.9032 | |
| PFT-lightScale=×2, Params=776K, FLOPs=278.3G2026.04 | 32.43 | 0.903 | |
| RCANScale=×2, Params=15.4M, FLOPs=7.02T2026.04 | 32.41 | 0.9027 | |
| ATD-lightScale=×2, Params=753K, FLOPs=348.6G2026.04 | 32.39 | 0.9023 | |
| EchoSRScale=×2, Params=929K2026.05 | 32.39 | 0.9024 | |
| OmniSRScale=×2, Params=772K, FLOPs=194.5G2026.04 | 32.36 | 0.902 | |
| MANScale=×2, Params=820K2026.05 | 32.36 | 0.9022 | |
| IPG-TinyScale=×2, Params=872K, FLOPs=245.2G2026.04 | 32.35 | 0.9018 | |
| SeemoReScale=×2, Params=931K2026.05 | 32.35 | 0.9018 | |
| DATScale=×2, Params=553K2026.05 | 32.34 | 0.9019 | |
| EDSRScale=×2, Params=42.6M, FLOPs=22.14T2026.04 | 32.32 | 0.9013 | |
| SwinIR-lightBit=32, Scale factor=x22026.01 | 32.31 | 0.9012 | |
| SwinIR-lightScale=×2, Params=910K, FLOPs=244G2026.04 | 32.31 | 0.9012 | |
| SwinIR_SScale=x2, #Bit (w/a)=32/32, Backbone=SwinIR-S2026.05 | 32.31 | 0.9012 | |
| ELANScale=×2, Params=582K, FLOPs=203G2026.04 | 32.3 | 0.9012 | |
| OSFFNetScale=×2, Params=516K2026.05 | 32.29 | 0.9012 | |
| CompSRTBit=4, Scale factor=x22026.01 | 32.28 | 0.9009 | |
| SRConvNetScale=×2, Params=885K2026.05 | 32.28 | 0.901 | |
| CompSRTBit=3, Scale factor=x22026.01 | 32.27 | 0.9008 | |
| LatticeNetScale=×2, Params=756K, FLOPs=169.5G2026.04 | 32.25 | 0.9005 | |
| QuantSRScale=x2, #Bit (w/a)=4/4, Backbone=SwinIR-S2026.05 | 32.21 | 0.8998 | |
| QuantSR+Scale=x2, #Bit (w/a)=4/4, Backbone=SwinIR-S2026.05 | 32.2 | 0.8999 | |
| CompSRTBit=2, Scale factor=x22026.01 | 32.19 | 0.9294 | |
| IMDNScale=×2, Params=694K, FLOPs=158.8G2026.04 | 32.19 | 0.8996 | |
| CondiQuantBit=4, Scale factor=x22026.01 | 32.16 | 0.8993 | |
| CARNScale=×2, Params=1,592K, FLOPs=222.8G2026.04 | 32.09 | 0.8978 | |
| 2DQuantBit=4, Scale factor=x22026.01 | 32.02 | 0.8971 | |
| 2DQuantScale=x2, #Bit (w/a)=4/4, Backbone=SwinIR-S2026.05 | 32.02 | 0.8971 | |
| CondiQuantBit=3, Scale factor=x22026.01 | 31.94 | 0.8966 | |
| QuantSR+Scale=x2, #Bit (w/a)=2/2, Backbone=SwinIR-S2026.05 | 31.91 | 0.896 | |
| QuantSRScale=x2, #Bit (w/a)=2/2, Backbone=SwinIR-S2026.05 | 31.89 | 0.8958 | |
| PTQ4ViTBit=4, Scale factor=x22026.01 | 31.84 | 0.895 | |
| NoisyQuantBit=4, Scale factor=x22026.01 | 31.73 | 0.8936 | |
| 2DQuantBit=3, Scale factor=x22026.01 | 31.6 | 0.8911 | |
| CondiQuantBit=2, Scale factor=x22026.01 | 31.55 | 0.8912 | |
| PTQ4ViTBit=3, Scale factor=x22026.01 | 31.27 | 0.8854 | |
| 2DQuantBit=2, Scale factor=x22026.01 | 30.91 | 0.881 | |
| 2DQuantScale=x2, #Bit (w/a)=2/2, Backbone=SwinIR-S2026.05 | 30.91 | 0.881 | |
| NoisyQuantBit=3, Scale factor=x22026.01 | 30.73 | 0.871 | |
| SATScale=×3, Params=19.5M, FLOPs=1.63T2026.04 | 29.63 | 0.8186 | |
| PFTScale=×3, Params=19.8M, FLOPs=2.23T2026.04 | 29.58 | 0.8178 | |
| ATDScale=×3, Params=20.3M, FLOPs=2.69T2026.04 | 29.57 | 0.8176 | |
| BicubicScale=x2, #Bit (w/a)=-/-2026.05 | 29.56 | 0.8431 | |
| HATScale=×3, Params=20.8M, FLOPs=2.58T2026.04 | 29.54 | 0.8167 | |
| IPGScale=×3, Params=18.3M, FLOPs=2.39T2026.04 | 29.53 | 0.8168 | |
| CAT-AScale=×3, Params=16.6M, FLOPs=2.26T2026.04 | 29.52 | 0.816 | |
| SwinIRScale=×3, Params=11.9M, FLOPs=1.35T2026.04 | 29.46 | 0.8145 | |
| IPTScale=×3, Params=116M, FLOPs=3.28T2026.04 | 29.38 | — | |
| RCANScale=×3, Params=15.6M, FLOPs=3.12T2026.04 | 29.32 | 0.8111 | |
| EchoSRScale=×3, Params=937K2026.05 | 29.32 | 0.811 | |
| DATScale=×3, Params=561K2026.05 | 29.29 | 0.8103 | |
| MANScale=×3, Params=829K2026.05 | 29.29 | 0.8101 | |
| SeemoReScale=×3, Params=959K2026.05 | 29.29 | 0.8101 | |
| EDSRScale=×3, Params=43.0M, FLOPs=9.82T2026.04 | 29.25 | 0.8093 | |
| SRConvNetScale=×3, Params=906K2026.05 | 29.22 | 0.8081 | |
| PTQ4ViTBit=2, Scale factor=x22026.01 | 29.21 | 0.8066 | |
| OSFFNetScale=×3, Params=524K2026.05 | 29.21 | 0.808 | |
| SwinIR-lightBit=32, Scale=x32026.01 | 29.2 | 0.8082 | |
| CompSRTBit=4, Scale=x32026.01 | 29.17 | 0.8075 | |
| CompSRTBit=3, Scale=x32026.01 | 29.16 | 0.807 | |
| CondiQuantBit=4, Scale=x32026.01 | 29.05 | 0.8039 | |
| CompSRTBit=2, Scale=x32026.01 | 28.97 | 0.8017 | |
| 2DQuantBit=4, Scale=x32026.01 | 28.89 | 0.7988 | |
| CondiQuantBit=3, Scale=x32026.01 | 28.84 | 0.7986 | |
| BicubicBit=32, Scale factor=x22026.01 | 28.68 | 0.8104 | |
| PTQ4ViTBit=4, Scale=x32026.01 | 28.62 | 0.7942 | |
| 2DQuantBit=3, Scale=x32026.01 | 28.5 | 0.7873 | |
| CondiQuantBit=2, Scale=x32026.01 | 28.45 | 0.7882 | |
| NoisyQuantBit=2, Scale factor=x22026.01 | 28.26 | 0.7421 | |
| SATScale=×4, Params=19.5M, FLOPs=0.94T2026.04 | 28.08 | 0.7535 | |
| PTQ4ViTBit=3, Scale=x32026.01 | 28.06 | 0.7712 | |
| PFTScale=×4, Params=19.8M, FLOPs=1.26T2026.04 | 28.02 | 0.7527 | |
| ATDScale=×4, Params=20.3M, FLOPs=1.52T2026.04 | 28.01 | 0.7526 | |
| HATScale=×4, Params=20.8M, FLOPs=1.45T2026.04 | 28 | 0.7517 | |
| CAT-AScale=×4, Params=16.6M, FLOPs=1.27T2026.04 | 27.99 | 0.751 | |
| IPGScale=×4, Params=18.3M, FLOPs=1.30T2026.04 | 27.99 | 0.7519 | |
| NoisyQuantBit=4, Scale=x32026.01 | 27.93 | 0.7754 | |
| SwinIRScale=×4, Params=11.9M, FLOPs=0.76T2026.04 | 27.92 | 0.7489 | |
| 2DQuantBit=2, Scale=x32026.01 | 27.85 | 0.7679 | |
| SAT-light (Ours)Scale=×4, Params=763K, FLOPs=36.4G2026.04 | 27.83 | 0.7449 | |
| IPTScale=×4, Params=116M, FLOPs=1.85T2026.04 | 27.82 | — | |
| EchoSRScale=×4, Params=948K2026.05 | 27.8 | 0.7437 | |
| PFT-lightScale=×4, Params=792K, FLOPs=69.6G2026.04 | 27.79 | 0.7445 | |
| SeemoReScale=×4, Params=969K2026.05 | 27.78 | 0.7428 | |
| RCANScale=×4, Params=15.6M, FLOPs=1.76T2026.04 | 27.77 | 0.7436 | |
| ATD-lightScale=×4, Params=769K, FLOPs=87.1G2026.04 | 27.77 | 0.7439 | |
| MANScale=×4, Params=840K2026.05 | 27.77 | 0.7429 | |
| DATScale=×4, Params=573K2026.05 | 27.74 | 0.7428 | |
| IPG-TinyScale=×4, Params=887K, FLOPs=61.3G2026.04 | 27.73 | 0.7418 | |
| EDSRScale=×4, Params=43.0M, FLOPs=5.54T2026.04 | 27.71 | 0.742 | |
| OmniSRScale=×4, Params=792K, FLOPs=50.9G2026.04 | 27.71 | 0.7415 | |
| SwinIR-lightBit=322026.01 | 27.69 | 0.7406 |