Image Classification on Fashion-MNIST (Accuracy, Precision, Recall, F1)
88.5AccuracyFastKAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FastKANParams=230,346, Time (s)=327.27, Epochs=202026.04 | 88.5 | 88.43 | 88.5 | 88.43 | |
| FasterKANParams=204,896, Time (s)=313.64, Epochs=202026.04 | 88.31 | 88.27 | 88.31 | 88.28 | |
| MLPParams=643,538, Time (s)=256.42, Epochs=202026.04 | 87.73 | 87.65 | 87.73 | 87.66 | |
| BSRBF-KANParams=306,528, Time (s)=693.55, Epochs=202026.04 | 87.47 | 87.4 | 87.47 | 87.38 | |
| LTBs-KANParams=203,412, Time (s)=378.84, Epochs=202026.04 | 87.44 | 87.35 | 87.44 | 87.36 | |
| GottliebKANParams=105,859, Time (s)=350.43, Epochs=202026.04 | 86.71 | 86.59 | 86.71 | 86.58 | |
| EfficientKANParams=254,080, Time (s)=486.40, Epochs=202026.04 | 85.36 | 85.75 | 85.36 | 85.32 |