Image Classification on MNIST (test) (Accuracy, NLL, Brier, ECE, MI)
98.21AccuracyRank-1 Multiplicative
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Rank-1 MultiplicativeTotal Params=2406398, Compression=2.0x, Number of stochastic forward passes=502026.01 | 98.21 | 0.1156 | 0.0071 | 0.0187 | 0.2104 | |
| Full-Rank BBBTotal Params=4788010, Compression=1.0x, Number of stochastic forward passes=502026.01 | 98.15 | 0.0795 | 0.0048 | 0.0082 | 0.1243 | |
| Low-Rank GaussianHidden Rank(s)=25, Output Rank=10, Total Params=245810, Compression=19.5x, Number of stochastic forward passes=502026.01 | 97.32 | 0.0924 | 0.0059 | 0.0104 | 0.0956 | |
| Low-Rank LaplaceHidden Rank(s)=25, Output Rank=10, Total Params=245810, Compression=19.5x, Number of stochastic forward passes=502026.01 | 97.21 | 0.0607 | 0.0043 | 0.0117 | 0.0823 |