Image Super-Resolution on B100 x4 (test)
28PSNRHAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HAT# Params=20.8M, FLOPs=412G2026.06 | 28 | — | |
| MambaIRv2-B# Params=23.1M, FLOPs=455G2026.06 | 28 | — | |
| LSM# Params=12.9M, FLOPs=265G2026.06 | 28 | — | |
| CSRNetScale=x42026.01 | 27.81 | 0.7443 | |
| SST-lt+Latency (ms)=53.0, Mem (MB)=253, #FLOPs (G)=1329.7, #params (K)=9082026.03 | 27.81 | 0.7454 | |
| CATANet†Scale=x4, Params=535K, Self-Ensemble Strategy=true2025.03 | 27.8 | 0.7437 | |
| ESCLatency (ms)=21.9, Mem (MB)=215, #FLOPs (G)=149.2, #params (K)=9682026.03 | 27.8 | 0.7447 | |
| ATD-ltLatency (ms)=189.7, Mem (MB)=753, #FLOPs (G)=100.1, #params (K)=7692026.03 | 27.79 | 0.744 | |
| SST-ltLatency (ms)=36.5, Mem (MB)=205, #FLOPs (G)=517.0, #params (K)=9082026.03 | 27.79 | 0.7446 | |
| ASID-D8Latency (ms)=61.8, Mem (MB)=265, #FLOPs (G)=49.6, #params (K)=7482026.03 | 27.78 | 0.7449 | |
| RCANLatency (ms)=52.2, Mem (MB)=540, #FLOPs (G)=917.6, #params (K)=155922026.03 | 27.77 | 0.7436 | |
| EchoSRSource=Ours, Scale=x4, # Params=948K2026.05 | 27.77 | 0.7429 | |
| HiT-SRFScale=x4, #Para.=866K, FLOPs=58.0G2024.07 | 27.75 | 0.7432 | |
| CATANetScale=x4, Params=535K, Self-Ensemble Strategy=false2025.03 | 27.75 | 0.7427 | |
| HiT-SRFLatency (ms)=82.1, Mem (MB)=1331, #FLOPs (G)=58.0, #params (K)=8662026.03 | 27.75 | 0.7432 | |
| MambaIRV2-ltLatency (ms)=153.4, Mem (MB)=748, #FLOPs (G)=75.6, #params (K)=7902026.03 | 27.75 | 0.7426 | |
| HiT-SNGScale=x4, #Para.=1032K, FLOPs=57.7G2024.07 | 27.74 | 0.7426 | |
| SwinIR-NGScale=x4, #Para.=1201K, FLOPs=64.4G2024.07 | 27.73 | 0.7418 | |
| SRFormer-LScale=x4, #Para.=873K, FLOPs=62.8G2024.07 | 27.73 | 0.7422 | |
| HiT-SIRScale=x4, #Para.=792K, FLOPs=53.8G2024.07 | 27.73 | 0.7424 | |
| EDSRScale=x42026.01 | 27.73 | 0.743 | |
| SRFormer-ltLatency (ms)=287.2, Mem (MB)=329, #FLOPs (G)=62.8, #params (K)=8732026.03 | 27.73 | 0.7422 | |
| SwinIR-NGSource=CVPR23, Scale=x4, # Params=1,201K2026.05 | 27.73 | 0.7418 | |
| SRFormerSource=ICCV23, Scale=x4, # Params=873K2026.05 | 27.73 | 0.7422 | |
| HiT-SIRSource=ECCV24, Scale=x4, # Params=792K2026.05 | 27.73 | 0.7424 | |
| RDNScale=x42026.01 | 27.72 | 0.7419 | |
| RNANScale=x42026.01 | 27.72 | 0.7421 | |
| NSRScale=x42026.01 | 27.72 | 0.7414 | |
| RDNLatency (ms)=66.0, Mem (MB)=791, #FLOPs (G)=1309.2, #params (K)=222712026.03 | 27.72 | 0.7419 | |
| CRAFTSource=TPAMI25, Scale=x4, # Params=753K2026.05 | 27.72 | 0.7418 | |
| Omni-SRScale=x4, #Para.=792K, FLOPs=50.9G2024.07 | 27.71 | 0.7415 | |
| OmniSRLatency (ms)=22.5, Mem (MB)=273, #FLOPs (G)=50.9, #params (K)=7922026.03 | 27.71 | 0.7415 | |
| EDSRSource=CVPRW17, Scale=x4, # Params=43,090K2026.05 | 27.71 | 0.742 | |
| LKASRSource=KBS22, Scale=x4, # Params=1026K2026.05 | 27.71 | 0.7404 | |
| OmniSRSource=CVPR23, Scale=x4, # Params=792K2026.05 | 27.71 | 0.7415 | |
| MaIRSource=CVPR25, Scale=x4, # Params=897K2026.05 | 27.71 | 0.7414 | |
| SPINScale=x4, Params=555K, Self-Ensemble Strategy=false2025.03 | 27.7 | 0.7415 | |
| SwinIR-LScale=x4, #Para.=930K, FLOPs=63.6G2024.07 | 27.69 | 0.7406 | |
| ELAN-LScale=x4, #Para.=640K, FLOPs=53.7G2024.07 | 27.69 | 0.7406 | |
| ESRTScale=x4, Params=751K, Self-Ensemble Strategy=false2025.03 | 27.69 | 0.7379 | |
| ELAN-lightScale=x4, Params=601K, Self-Ensemble Strategy=false2025.03 | 27.69 | 0.7406 | |
| SwinIR-lightScale=x4, Params=897K, Self-Ensemble Strategy=false2025.03 | 27.69 | 0.7406 | |
| SwinIR-ltLatency (ms)=222.9, Mem (MB)=351, #FLOPs (G)=63.6, #params (K)=9302026.03 | 27.69 | 0.7406 | |
| ELAN-ltLatency (ms)=18.0, Mem (MB)=241, #FLOPs (G)=54.1, #params (K)=6402026.03 | 27.69 | 0.7406 | |
| SwinIRSource=ICCV21, Scale=x4, # Params=897K2026.05 | 27.69 | 0.7406 | |
| ELANSource=ECCV22, Scale=x4, # Params=640K2026.05 | 27.69 | 0.7406 | |
| MambaIR-ltLatency (ms)=55.8, Mem (MB)=438, #FLOPs (G)=84.6, #params (K)=9242026.03 | 27.68 | 0.74 | |
| MambaIRSource=ECCV24, Scale=x4, # Params=924K2026.05 | 27.68 | 0.74 | |
| OSFFNetScale=x4, Params=537K, Self-Ensemble Strategy=false2025.03 | 27.66 | 0.7393 | |
| AWSRAN-MScale=x4, Params=1520K, Self-Ensemble Strategy=false2025.03 | 27.65 | 0.7382 | |
| A-CubeNetScale=x4, Params=1520K, Self-Ensemble Strategy=false2025.03 | 27.65 | 0.7382 | |
| DiVANetSource=PR23, Scale=x4, # Params=939K2026.05 | 27.65 | 0.7391 | |
| SRPN-LiteScale=x4, #Para.=623K, FLOPs=35.8G2024.07 | 27.63 | 0.7373 | |
| FMENScale=x4, #Para.=769K, FLOPs=44.2G2024.07 | 27.63 | 0.7379 | |
| HNCTScale=x4, #Para.=373K, FLOPs=22.0G2024.07 | 27.63 | 0.7381 | |
| GASSL-BScale=x4, #Para.=694K, FLOPs=39.9G2024.07 | 27.62 | 0.7377 | |
| HGSRCNNScale=x42026.01 | 27.6 | 0.7363 | |
| CARNScale=x4, #Para.=1592K, FLOPs=90.9G2024.07 | 27.58 | 0.7349 | |
| RFDN-LScale=x4, #Para.=643K, FLOPs=37.4G2024.07 | 27.58 | 0.7363 | |
| CARNScale=x4, Params=1592K, Self-Ensemble Strategy=false2025.03 | 27.58 | 0.7349 | |
| CARNScale=x42026.01 | 27.58 | 0.7349 | |
| EDSR-BScale=x4, #Para.=1518K, FLOPs=114.0G2024.07 | 27.57 | 0.7357 | |
| LatticeNetScale=x4, #Para.=777K, FLOPs=43.6G2024.07 | 27.57 | 0.7355 | |
| RFDNScale=x4, Params=550K, Self-Ensemble Strategy=false2025.03 | 27.57 | 0.736 | |
| IMDNScale=x4, #Para.=715K, FLOPs=40.9G2024.07 | 27.56 | 0.7353 | |
| IMDNScale=x4, Params=715K, Self-Ensemble Strategy=false2025.03 | 27.56 | 0.7353 | |
| IMDNSource=MM19, Scale=x4, # Params=715K2026.05 | 27.56 | 0.7353 | |
| MemNetScale=x42026.01 | 27.4 | 0.7281 | |
| DRRNScale=x42026.01 | 27.38 | 0.7284 | |
| LapSRNScale=x42026.01 | 27.32 | 0.727 | |
| VDSRScale=x42026.01 | 27.29 | 0.7226 | |
| DRCNScale=x42026.01 | 27.23 | 0.7233 | |
| FSRCNNScale=x42026.01 | 26.98 | 0.715 | |
| SRCNNScale=x42026.01 | 26.9 | 0.7101 | |
| A+Scale=x42026.01 | 26.82 | 0.7087 | |
| BicubicScale=x42026.01 | 25.96 | 0.6675 |