Image Dehazing on Neuron Dataset
29.01PSNRUNet
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UNetParams (M)=13.39, Mean Inference Time [sec.]=0.2944, Std Inference Time [sec.]=0.03932025.06 | 29.01 | 98 | 93.6 | 87.7 | 3.2 | 0.559 | 10.8 | — | — | — | — | |
| RestormerParams (M)=26.12, Mean Inference Time [sec.]=4.5067, Std Inference Time [sec.]=0.02552025.06 | 29.01 | 97.8 | 94 | 90.3 | 3 | 0.487 | 10.7 | — | — | — | — | |
| HAZEMATCHINGParams (M)=3.70, Mean Inference Time [sec.]=4.7498, Std Inference Time [sec.]=0.0049, Per Forward Pass [sec.]=0.237492025.06 | 28.96 | 97.8 | 93.3 | 88.7 | 3.1 | 0.464 | 10.7 | 84.93 | 3.3 | 0.554 | 14.7 | |
| InDI1Params (M)=2.44, Mean Inference Time [sec.]=7.1888, Std Inference Time [sec.]=0.09302025.06 | 28.73 | 97.3 | 92.9 | 89 | 2.9 | 0.438 | 11 | — | — | — | — | |
| SIFMSigma=1.0|1.0, Params (M)=3.70, Mean Inference Time [sec.]=4.3120, Std Inference Time [sec.]=0.0633, Per Forward Pass [sec.]=0.21562025.06 | 28.65 | 97.1 | 91.4 | 85.6 | 3.6 | 0.425 | 11.3 | 81.41 | 4 | 0.45 | 19.1 | |
| LVAEParams (M)=5.67, Mean Inference Time [sec.]=1.0118, Std Inference Time [sec.]=0.44682025.06 | 28.62 | 97.7 | 93.1 | 87 | 3.2 | 0.561 | 11.4 | 72.24 | 12.3 | 8.677 | 31 | |
| SIFMSigma=0.0|0.2, Params (M)=3.70, Mean Inference Time [sec.]=4.3120, Std Inference Time [sec.]=0.0633, Per Forward Pass [sec.]=0.21562025.06 | 28.53 | 97.4 | 90.7 | 85.6 | 2.9 | 0.559 | 11.8 | 84.9 | 3.2 | 0.792 | 12.9 | |
| MPRNetParams (M)=20.12, Mean Inference Time [sec.]=5.4713, Std Inference Time [sec.]=0.00462025.06 | 28.52 | 97.6 | 93.3 | 88.8 | 3.3 | 0.495 | 11.8 | — | — | — | — | |
| SIFMSigma=0.0|0.0, Params (M)=3.70, Mean Inference Time [sec.]=4.3120, Std Inference Time [sec.]=0.0633, Per Forward Pass [sec.]=0.21562025.06 | 28.46 | 97.3 | 92.5 | 88.9 | 2.5 | 0.412 | 11.5 | — | — | — | — | |
| MIMO-UNetParams (M)=6.80, Mean Inference Time [sec.]=0.6358, Std Inference Time [sec.]=0.00322025.06 | 27.5 | 97.4 | 92.3 | 87.5 | 2.7 | 0.395 | 12.4 | — | — | — | — | |
| RCANParams (M)=15.29, Mean Inference Time [sec.]=8.6271, Std Inference Time [sec.]=0.02932025.06 | 27.43 | 97.5 | 92.5 | 88.1 | 2.5 | 0.385 | 12.4 | — | — | — | — | |
| InDI20Params (M)=2.44, Mean Inference Time [sec.]=143.3886, Std Inference Time [sec.]=0.5544, Per Forward Pass [sec.]=7.169432025.06 | 25.28 | 94.8 | 59.4 | 46.8 | 29 | 15.493 | 31.1 | — | — | — | — | |
| RL2Mean Inference Time [sec.]=13.6, Std Inference Time [sec.]=3.162025.06 | 24.44 | 49.3 | 56.2 | 45.8 | 26.4 | 15.09 | 31 | — | — | — | — | |
| ESRGANParams (M)=16.70, Mean Inference Time [sec.]=1.1839, Std Inference Time [sec.]=0.05662025.06 | 22.7 | 88.9 | 62.9 | 68 | 5.7 | 2.505 | 27 | — | — | — | — |