Image Classification on ImageNet 1k (val) (Delta & Calibration Metrics)
81.4CR-FALDS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ALDSBackbone=AlexNet2021.07 | 81.4 | -0.41 | -0.54 | 93.5 | |
| ALDSBackbone=AlexNet, Compression Level=High2021.07 | 81.4 | -0.41 | -0.54 | — | |
| ALDSBackbone=AlexNet2021.07 | 77.9 | -0.21 | -0.36 | 93 | |
| ALDSBackbone=AlexNet, Compression Level=Low2021.07 | 77.9 | -0.21 | -0.36 | — | |
| ALDSBackbone=ResNet182021.07 | 76.3 | -1.37 | -0.56 | 80.6 | |
| ALDSBackbone=ResNet18, Compression Level=High2021.07 | 76.3 | -1.37 | -0.56 | — | |
| ALDSBackbone=AlexNet2021.07 | 76.1 | 0.1 | 0.45 | 92 | |
| RegularizeBackbone=AlexNet2021.07 | 74.35 | — | -0.54 | — | |
| RegularizeBackbone=AlexNet2021.07 | 74.35 | — | -0.54 | — | |
| ALDSBackbone=ResNet182021.07 | 71.5 | -0.9 | -0.25 | 78.5 | |
| TRP2+NuBackbone=ResNet182021.07 | 68.55 | -4.3 | -2.37 | — | |
| TRP2+NuBackbone=ResNet182021.07 | 68.55 | -4.3 | -2.37 | — | |
| NISPBackbone=AlexNet2021.07 | 67.94 | -1.43 | — | — | |
| NISPBackbone=AlexNet2021.07 | 67.94 | -1.43 | — | — | |
| L-RankBackbone=AlexNet2021.07 | 66.77 | -0.13 | -0.13 | — | |
| L-RankBackbone=AlexNet2021.07 | 66.77 | -0.13 | -0.13 | — | |
| ALDSBackbone=ResNet182021.07 | 64.5 | -0.38 | 0.04 | 75 | |
| ALDSBackbone=ResNet18, Compression Level=Low2021.07 | 64.5 | -0.38 | 0.04 | — | |
| CoordinateBackbone=AlexNet2021.07 | 62.82 | — | -0.34 | — | |
| CoordinateBackbone=AlexNet2021.07 | 62.82 | — | -0.34 | — | |
| TuckerBackbone=AlexNet2021.07 | 62.4 | — | -1.87 | — | |
| EfficientBackbone=AlexNet2021.07 | 62.4 | -0.7 | -0.3 | — | |
| TuckerBackbone=AlexNet2021.07 | 62.4 | — | -1.87 | — | |
| EfficientBackbone=AlexNet2021.07 | 62.4 | -0.7 | -0.3 | — | |
| MUSCOBackbone=ResNet182021.07 | 58.67 | -0.37 | -0.2 | — | |
| MUSCOBackbone=ResNet182021.07 | 58.67 | -0.37 | -0.2 | — | |
| TRP1+NuBackbone=ResNet182021.07 | 55.15 | -4.25 | -2.61 | — | |
| TRP1+NuBackbone=ResNet182021.07 | 55.15 | -4.25 | -2.61 | — | |
| OICSRBackbone=AlexNet2021.07 | 53.7 | -0.47 | — | — | |
| OICSRBackbone=AlexNet2021.07 | 53.7 | -0.47 | — | — | |
| ExpandBackbone=ResNet182021.07 | 50 | -6.84 | -5.26 | — | |
| ExpandBackbone=ResNet182021.07 | 50 | -6.84 | -5.26 | — | |
| FBSBackbone=ResNet182021.07 | 49.49 | -2.44 | -1.36 | — | |
| FBSBackbone=ResNet182021.07 | 49.49 | -2.44 | -1.36 | — | |
| DCPBackbone=ResNet182021.07 | 47.08 | -2.19 | -1.28 | — | |
| DCPBackbone=ResNet182021.07 | 47.08 | -2.19 | -1.28 | — | |
| TRP1Backbone=ResNet182021.07 | 44.7 | -4.18 | -2.5 | — | |
| TRP1Backbone=ResNet182021.07 | 44.7 | -4.18 | -2.5 | — | |
| ALDSBackbone=ResNet182021.07 | 42.7 | 0.41 | 0.37 | 66.7 | |
| FTBackbone=ResNet182021.07 | 41.86 | -3.08 | -1.75 | — | |
| FTBackbone=ResNet182021.07 | 41.86 | -3.08 | -1.75 | — | |
| SoftNetBackbone=ResNet182021.07 | 41.8 | -2.54 | -1.2 | — | |
| MedianBackbone=ResNet182021.07 | 41.8 | -1.23 | -0.5 | — | |
| SoftNetBackbone=ResNet182021.07 | 41.8 | -2.54 | -1.2 | — | |
| MedianBackbone=ResNet182021.07 | 41.8 | -1.23 | -0.5 | — | |
| GatingBackbone=ResNet182021.07 | 37.88 | -1.52 | -0.93 | — | |
| GatingBackbone=ResNet182021.07 | 37.88 | -1.52 | -0.93 | — | |
| Low-costBackbone=ResNet182021.07 | 34.64 | -3.55 | -2.2 | — | |
| Low-costBackbone=ResNet182021.07 | 34.64 | -3.55 | -2.2 | — | |
| OracleBackbone=AlexNet2021.07 | 31.97 | -1.13 | -0.67 | — | |
| OracleBackbone=AlexNet2021.07 | 31.97 | -1.13 | -0.67 | — | |
| PFPBackbone=ResNet182021.07 | 29.3 | -2.26 | -1.07 | 43.8 | |
| PFPBackbone=ResNet182021.07 | 29.3 | -2.26 | -1.07 | — | |
| PCABackbone=ResNet182021.07 | 29.07 | -6.54 | -4.54 | — | |
| PCABackbone=ResNet182021.07 | 29.07 | -6.54 | -4.54 | — | |
| SlimmingBackbone=ResNet182021.07 | 28.05 | -1.77 | -1.19 | — | |
| SlimmingBackbone=ResNet182021.07 | 28.05 | -1.77 | -1.19 | — |