Image Classification on CIFAR-10 standard (train)
100AccuracyAdam
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdamStrategy=Vanilla2021.05 | 100 | 100 | 100 | |
| AdamStrategy=Lasso2021.05 | 100 | 99.7 | 100 | |
| LinBreg (β = 0.9)Strategy=Bregman, momentum=0.92021.05 | 100 | 4.8 | 21 | |
| AdaBregStrategy=Bregman2021.05 | 100 | 14.7 | 56.7 | |
| LinBreg (β = 0.9) + thresh.Strategy=Bregman, momentum=0.9, thresholding=true2021.05 | 99.9 | 3.6 | 17.4 | |
| AdaBreg + thresh.Strategy=Bregman, thresholding=true2021.05 | 99.9 | 9.2 | 42.2 | |
| SGD with momentumStrategy=Vanilla2021.05 | 99.8 | 100 | 100 | |
| Adam + thresh.Strategy=Lasso2021.05 | 99.8 | 3 | 15.7 | |
| LinBregStrategy=Bregman2021.05 | 99.5 | 5.5 | 24.8 | |
| LinBreg + thresh.Strategy=Bregman2021.05 | 99.4 | 3.4 | 16.9 |