Image Classification on CIFAR-10 (test) (LPPD and Compression Efficiency)
-0.414LPPDDNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DNNEvaluation Protocol=Single chain, Architecture=ResNet-72026.04 | -0.414 | 1 | 100 | |
| α = 0.01 (DE ref.)Evaluation Protocol=Single chain, Architecture=ResNet-7, Alpha level (α)=0.01, Reference=DE ref.2026.04 | -0.3721 | 1.3 | 76.9 | |
| α = 0.001 (DE ref.)Evaluation Protocol=Single chain, Architecture=ResNet-7, Alpha level (α)=0.001, Reference=DE ref.2026.04 | -0.3702 | 1.6 | 62.5 | |
| α = 0.001 (Sample ref.)Evaluation Protocol=Single chain, Architecture=ResNet-7, Alpha level (α)=0.001, Reference=Sample ref.2026.04 | -0.3524 | 10.1 | 9.9 | |
| α = 0.01 (Sample ref.)Evaluation Protocol=Single chain, Architecture=ResNet-7, Alpha level (α)=0.01, Reference=Sample ref.2026.04 | -0.3521 | 9.8 | 10.2 | |
| FullEvaluation Protocol=Single chain, Architecture=ResNet-72026.04 | -0.3241 | 100 | 1 | |
| DEEvaluation Protocol=Ensemble, Architecture=ResNet-7, Chains/members=322026.04 | -0.2817 | 32 | 100 | |
| α = 0.01 (DE ref.)Evaluation Protocol=Ensemble, Architecture=ResNet-7, Chains/members=32, Alpha level (α)=0.01, Reference=DE ref.2026.04 | -0.2506 | 43 | 74.4 | |
| α = 0.001 (DE ref.)Evaluation Protocol=Ensemble, Architecture=ResNet-7, Chains/members=32, Alpha level (α)=0.001, Reference=DE ref.2026.04 | -0.2501 | 50 | 64 | |
| α = 0.01 (Sample ref.)Evaluation Protocol=Ensemble, Architecture=ResNet-7, Chains/members=32, Alpha level (α)=0.01, Reference=Sample ref.2026.04 | -0.2489 | 312 | 10.3 | |
| α = 0.001 (Sample ref.)Evaluation Protocol=Ensemble, Architecture=ResNet-7, Chains/members=32, Alpha level (α)=0.001, Reference=Sample ref.2026.04 | -0.2484 | 322 | 9.9 | |
| FullEvaluation Protocol=Ensemble, Architecture=ResNet-7, Chains/members=322026.04 | -0.2347 | 3,200 | 1 |