Uncertainty Quantification on ImageNet 10
0.266NLLlowrank-KFAC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| lowrank-KFACs=202025.02 | 0.266 | 3.6 | 12.7 | |
| lowrank-KFACs=102025.02 | 0.268 | 3.6 | 12.7 | |
| lowrank-KFACs=502025.02 | 0.27 | 4.1 | 12.7 | |
| lowrank-KFACSubspace size (s)=502025.02 | 0.27 | 4.1 | 12.7 | |
| lowrank-D.s=1002025.02 | 0.271 | 3.8 | 12.8 | |
| lowrank-DiagonalSubspace size (s)=1002025.02 | 0.271 | 3.8 | 12.8 | |
| lowrank-D.s=702025.02 | 0.272 | 3.8 | 12.8 | |
| lowrank-KFACs=702025.02 | 0.273 | 4.4 | 12.7 | |
| lowrank-D.s=502025.02 | 0.274 | 3.9 | 12.9 | |
| lowrank-DiagonalSubspace size (s)=502025.02 | 0.274 | 3.9 | 12.9 | |
| lowrank-D.s=202025.02 | 0.275 | 4 | 12.9 | |
| lowrank-D.s=102025.02 | 0.276 | 3.9 | 12.9 | |
| subset-M.s=102025.02 | 0.276 | 4 | 12.9 | |
| subset-M.s=202025.02 | 0.276 | 4.1 | 12.9 | |
| subset-M.s=502025.02 | 0.276 | 4 | 12.9 | |
| subset-M.s=702025.02 | 0.276 | 3.9 | 12.9 | |
| subset-SWAGs=702025.02 | 0.276 | 4 | 12.9 | |
| subset-M.s=1002025.02 | 0.276 | 3.9 | 12.9 | |
| subset-SWAGs=1002025.02 | 0.276 | 4 | 12.9 | |
| subset-M.Subspace size (s)=502025.02 | 0.276 | 4 | 12.9 | |
| subset-M.Subspace size (s)=1002025.02 | 0.276 | 3.9 | 12.9 | |
| subset-SWAGSubspace size (s)=1002025.02 | 0.276 | 4 | 12.9 | |
| subset-D.s=102025.02 | 0.277 | 4 | 12.9 | |
| subset-SWAGs=102025.02 | 0.277 | 4 | 12.9 | |
| θ̂s=102025.02 | 0.277 | 4 | 12.9 | |
| subset-D.s=202025.02 | 0.277 | 4 | 12.9 | |
| subset-SWAGs=202025.02 | 0.277 | 3.9 | 12.9 | |
| θ̂s=202025.02 | 0.277 | 4 | 12.9 | |
| subset-D.s=502025.02 | 0.277 | 4 | 12.9 | |
| subset-SWAGs=502025.02 | 0.277 | 4 | 12.9 | |
| θ̂s=502025.02 | 0.277 | 4 | 12.9 | |
| subset-D.s=702025.02 | 0.277 | 4 | 12.9 | |
| θ̂s=702025.02 | 0.277 | 4 | 12.9 | |
| lowrank-KFACs=1002025.02 | 0.277 | 4.8 | 12.7 | |
| subset-D.s=1002025.02 | 0.277 | 4 | 12.9 | |
| θ̂s=1002025.02 | 0.277 | 4 | 12.9 | |
| subset-DiagonalSubspace size (s)=502025.02 | 0.277 | 4 | 12.9 | |
| subset-SWAGSubspace size (s)=502025.02 | 0.277 | 4 | 12.9 | |
| θ̂Subspace size (s)=502025.02 | 0.277 | 4 | 12.9 | |
| lowrank-KFACSubspace size (s)=1002025.02 | 0.277 | 4.8 | 12.7 | |
| subset-DiagonalSubspace size (s)=1002025.02 | 0.277 | 4 | 12.9 | |
| θ̂Subspace size (s)=1002025.02 | 0.277 | 4 | 12.9 |