Image Super-Resolution on B100 x3 (test)
29.34PSNRCATANet†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATANet†Scale=x3, Params=550K, Self-Ensemble Strategy=true2025.03 | 29.34 | 0.8111 | |
| ESCLatency (ms)=41.4, Mem (MB)=385, #FLOPs (G)=267.6, #params (K)=9552026.03 | 29.34 | 0.8118 | |
| SST-lt+Latency (ms)=98.1, Mem (MB)=432, #FLOPs (G)=2397.7, #params (K)=9002026.03 | 29.34 | 0.8122 | |
| ATD-ltLatency (ms)=274.4, Mem (MB)=1258, #FLOPs (G)=168.0, #params (K)=7602026.03 | 29.32 | 0.8109 | |
| ASID-D8Latency (ms)=61.9, Mem (MB)=460, #FLOPs (G)=86.4, #params (K)=7392026.03 | 29.32 | 0.8119 | |
| RCANLatency (ms)=85.1, Mem (MB)=560, #FLOPs (G)=1586.1, #params (K)=156292026.03 | 29.32 | 0.8111 | |
| SST-ltLatency (ms)=69.2, Mem (MB)=359, #FLOPs (G)=954.1, #params (K)=9002026.03 | 29.31 | 0.8113 | |
| EchoSRSource=Ours, Scale=x3, # Params=937K2026.05 | 29.31 | 0.8106 | |
| HiT-SRFScale=x3, #Para.=855K, FLOPs=101.6G2024.07 | 29.29 | 0.8106 | |
| HiT-SRFLatency (ms)=124.9, Mem (MB)=1464, #FLOPs (G)=101.6, #params (K)=8552026.03 | 29.29 | 0.8106 | |
| Omni-SRScale=x3, #Para.=780K, FLOPs=88.4G2024.07 | 29.28 | 0.8094 | |
| CATANetScale=x3, Params=550K, Self-Ensemble Strategy=false2025.03 | 29.28 | 0.8101 | |
| OmniSRLatency (ms)=41.2, Mem (MB)=476, #FLOPs (G)=88.4, #params (K)=7802026.03 | 29.28 | 0.8094 | |
| OmniSRSource=CVPR23, Scale=x3, # Params=780K2026.05 | 29.28 | 0.8094 | |
| HiT-SIRScale=x3, #Para.=780K, FLOPs=94.2G2024.07 | 29.27 | 0.8101 | |
| HiT-SIRSource=ECCV24, Scale=x3, # Params=780K2026.05 | 29.27 | 0.8101 | |
| SRFormer-LScale=x3, #Para.=861K, FLOPs=104.8G2024.07 | 29.26 | 0.8099 | |
| HiT-SNGScale=x3, #Para.=1021K, FLOPs=99.5G2024.07 | 29.26 | 0.81 | |
| SRFormer-ltLatency (ms)=530.5, Mem (MB)=537, #FLOPs (G)=105.4, #params (K)=8612026.03 | 29.26 | 0.8099 | |
| MambaIRV2-ltLatency (ms)=259.0, Mem (MB)=1250, #FLOPs (G)=126.7, #params (K)=7812026.03 | 29.26 | 0.8098 | |
| RDNLatency (ms)=146.5, Mem (MB)=985, #FLOPs (G)=2281.2, #params (K)=223082026.03 | 29.26 | 0.8093 | |
| SRFormerSource=ICCV23, Scale=x3, # Params=861K2026.05 | 29.26 | 0.8099 | |
| EDSRSource=CVPRW17, Scale=x3, # Params=43,680K2026.05 | 29.25 | 0.8093 | |
| MaIRSource=CVPR25, Scale=x3, # Params=886K2026.05 | 29.25 | 0.8088 | |
| SwinIR-NGScale=x3, #Para.=1190K, FLOPs=114.1G2024.07 | 29.24 | 0.809 | |
| SwinIR-NGSource=CVPR23, Scale=x3, # Params=1,190K2026.05 | 29.24 | 0.809 | |
| CRAFTSource=TPAMI25, Scale=x3, # Params=744K2026.05 | 29.24 | 0.8093 | |
| SPINScale=x3, Params=569K, Self-Ensemble Strategy=false2025.03 | 29.23 | 0.8089 | |
| MambaIR-ltLatency (ms)=109.3, Mem (MB)=760, #FLOPs (G)=148.5, #params (K)=9132026.03 | 29.23 | 0.8084 | |
| MambaIRSource=ECCV24, Scale=x3, # Params=913K2026.05 | 29.23 | 0.8084 | |
| ELAN-LScale=x3, #Para.=629K, FLOPs=89.5G2024.07 | 29.21 | 0.8081 | |
| OSFFNetScale=x3, Params=524K, Self-Ensemble Strategy=false2025.03 | 29.21 | 0.808 | |
| ELAN-lightScale=x3, Params=590K, Self-Ensemble Strategy=false2025.03 | 29.21 | 0.8081 | |
| ELAN-ltLatency (ms)=32.5, Mem (MB)=399, #FLOPs (G)=90.1, #params (K)=6292026.03 | 29.21 | 0.8081 | |
| ELANSource=ECCV22, Scale=x3, # Params=629K2026.05 | 29.21 | 0.8081 | |
| SwinIR-LScale=x3, #Para.=918K, FLOPs=110.8G2024.07 | 29.2 | 0.8082 | |
| SwinIR-lightScale=x3, Params=886K, Self-Ensemble Strategy=false2025.03 | 29.2 | 0.8082 | |
| SwinIR-ltLatency (ms)=331.7, Mem (MB)=596, #FLOPs (G)=110.8, #params (K)=9182026.03 | 29.2 | 0.8082 | |
| SwinIRSource=ICCV21, Scale=x3, # Params=886K2026.05 | 29.2 | 0.8082 | |
| LKASRSource=KBS22, Scale=x3, # Params=947K2026.05 | 29.2 | 0.8077 | |
| DiVANetSource=PR23, Scale=x3, # Params=949K2026.05 | 29.19 | 0.8073 | |
| FMENScale=x3, #Para.=757K, FLOPs=77.2G2024.07 | 29.17 | 0.8063 | |
| A-CubeNetScale=x3, Params=1560K, Self-Ensemble Strategy=false2025.03 | 29.17 | 0.8068 | |
| SRPN-LiteScale=x3, #Para.=615K, FLOPs=62.7G2024.07 | 29.16 | 0.8061 | |
| GASSL-BScale=x3, #Para.=691K, FLOPs=70.4G2024.07 | 29.15 | 0.8063 | |
| HNCTScale=x3, #Para.=363K, FLOPs=37.8G2024.07 | 29.15 | 0.8067 | |
| ESRTScale=x3, Params=770K, Self-Ensemble Strategy=false2025.03 | 29.15 | 0.8063 | |
| AWSRAN-MScale=x3, Params=1143K, Self-Ensemble Strategy=false2025.03 | 29.13 | 0.8059 | |
| RFDN-LScale=x3, #Para.=633K, FLOPs=65.6G2024.07 | 29.11 | 0.8053 | |
| LatticeNetScale=x3, #Para.=765K, FLOPs=76.3G2024.07 | 29.1 | 0.8049 | |
| EDSR-BScale=x3, #Para.=1555K, FLOPs=160.2G2024.07 | 29.09 | 0.8052 | |
| IMDNScale=x3, #Para.=703K, FLOPs=71.5G2024.07 | 29.09 | 0.8046 | |
| IMDNScale=x3, Params=703K, Self-Ensemble Strategy=false2025.03 | 29.09 | 0.8046 | |
| RFDNScale=x3, Params=540K, Self-Ensemble Strategy=false2025.03 | 29.09 | 0.805 | |
| IMDNSource=MM19, Scale=x3, # Params=703K2026.05 | 29.09 | 0.8046 | |
| CARNScale=x3, #Para.=1592K, FLOPs=118.8G2024.07 | 29.06 | 0.8034 | |
| CARNScale=x3, Params=1592K, Self-Ensemble Strategy=false2025.03 | 29.06 | 0.8034 |