Sequential Image Recognition on sMNIST (test)
99.5Test AccuracyLEM
Evaluation results
| Method | Links | |
|---|---|---|
| LEM# units=128, Number of parameters=68k2021.10 | 99.5 | |
| Lipschitz RNN# units=128, Number of parameters=34k2021.10 | 99.4 | |
| Lipschitz RNNnumber of units=128, number of parameters=34k2024.09 | 99.4 | |
| coRNN# units=128, Number of parameters=34k2021.10 | 99.3 | |
| coRNNnumber of units=128, number of parameters=34k2024.09 | 99.3 | |
| GRU# units=256, Number of parameters=201k2021.10 | 99.1 | |
| LSTM# units=256, Number of parameters=267k2021.10 | 98.9 | |
| chrono-LSTM# units=128, Number of parameters=68k2021.10 | 98.9 | |
| expRNN# units=360, Number of parameters=69k2021.10 | 98.4 | |
| anti.sym. RNN# units=128, Number of parameters=10k2021.10 | 98 | |
| AntisymmetricRNNnumber of units=128, number of parameters=10k2024.09 | 98 | |
| ORGANICsnumber of units=128, number of parameters=100k2024.09 | 97.8 | |
| ORGANICsnumber of units=64, number of parameters=26k2024.09 | 97.7 | |
| LSTMsnumber of units=128, number of parameters=68k2024.09 | 97.3 | |
| ORGANICs (fixed time constants)number of units=128, number of parameters=100k, time constants=fixed2024.09 | 94.8 | |
| ORGANICs (fixed time constants)number of units=64, number of parameters=26k, time constants=fixed2024.09 | 90.3 |