Sequential Image Classification on S-MNIST (test)
99.63AccuracyS4
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| S42021.10 | 99.63 | — | — | — | — | — | |
| FlexTCN-6Parameters=375K2021.10 | 99.62 | — | — | — | — | — | |
| FlexTCN MAGNet-6Parameters=375K2021.10 | 99.62 | — | — | — | — | — | |
| FlexTCN-2Parameters=108K2021.10 | 99.6 | — | — | — | — | — | |
| FlexTCN-4Parameters=241K2021.10 | 99.6 | — | — | — | — | — | |
| CKTCN MAGNET-2Parameters=105K2021.10 | 99.55 | — | — | — | — | — | |
| LSSLState Transition=Learned2021.10 | 99.53 | — | — | — | — | — | |
| CKTCN GABOR-2Parameters=106K2021.10 | 99.52 | — | — | — | — | — | |
| LSSL-fixedState Transition=Fixed2021.10 | 99.5 | — | — | — | — | — | |
| FlexTCN Gabor-6Parameters=373K2021.10 | 99.5 | — | — | — | — | — | |
| FlexTCN Fourier-6Parameters=370K2021.10 | 99.49 | — | — | — | — | — | |
| CKTCN FOURIER-2Parameters=105K2021.10 | 99.44 | — | — | — | — | — | |
| coRNNNumber of weights=134k2021.04 | 99.4 | — | — | — | — | — | |
| LipschitzRNN2021.10 | 99.4 | — | — | — | — | — | |
| Lipschitz RNNParameters=158K2021.10 | 99.4 | — | — | — | — | — | |
| coRNNParameters=134K2021.10 | 99.4 | — | — | — | — | — | |
| LipschitzRNN2021.10 | 99.4 | — | — | — | — | — | |
| coRNNhidden dim=256, parameters=134 K, effective MAC=262 K2022.06 | 99.4 | — | — | — | — | — | |
| DeepSITHNumber of weights=146k2021.04 | 99.32 | — | — | — | — | — | |
| CKConv2021.10 | 99.32 | — | — | — | — | — | |
| CKCNN-BigNumber of Parameters=1M2021.02 | 99.32 | — | — | — | — | — | |
| CKCNN-2-BigParameters=1M2021.10 | 99.32 | — | — | — | — | — | |
| CKConv2021.10 | 99.32 | — | — | — | — | — | |
| CKCNNNumber of Parameters=98K2021.02 | 99.31 | — | — | — | — | — | |
| CKCNN-2Parameters=98K2021.10 | 99.31 | — | — | — | — | — | |
| URLSTM2021.10 | 99.28 | — | — | — | — | — | |
| UR-LSTM2021.10 | 99.28 | — | — | — | — | — | |
| URGRU2021.10 | 99.27 | — | — | — | — | — | |
| URGRU + Zoneout2021.10 | 99.27 | — | — | — | — | — | |
| UR-GRU2021.10 | 99.27 | — | — | — | — | — | |
| TrellisNet2021.10 | 99.2 | — | — | — | — | — | |
| TrellisNetNumber of Parameters=8M2021.02 | 99.2 | — | — | — | — | — | |
| TrellisNetParameters=8M2021.10 | 99.2 | — | — | — | — | — | |
| TrellisNet2021.10 | 99.2 | — | — | — | — | — | |
| FlexTCN SIREN-6Parameters=343K2021.10 | 99.03 | — | — | — | — | — | |
| IndRNN2021.10 | 99 | — | — | — | — | — | |
| TCN2021.10 | 99 | — | — | — | — | — | |
| TCNNumber of Parameters=70K2021.02 | 99 | — | — | — | — | — | |
| IndRNNNumber of Parameters=83K2021.02 | 99 | — | — | — | — | — | |
| IndRNNParameters=83K2021.10 | 99 | — | — | — | — | — | |
| TCNParameters=70K2021.10 | 99 | — | — | — | — | — | |
| TCN2021.10 | 99 | — | — | — | — | — | |
| Dilated GRU2021.10 | 99 | — | — | — | — | — | |
| IndRNN2021.10 | 99 | — | — | — | — | — | |
| LSTMNumber of weights=165k2021.04 | 98.9 | — | — | — | — | — | |
| HiPPO-RNN2021.10 | 98.9 | — | — | — | — | — | |
| Transformer2021.10 | 98.9 | — | — | — | — | — | |
| Self-Att.Number of Parameters=0.5M2021.02 | 98.9 | — | — | — | — | — | |
| Self-Att.Parameters=0.5M2021.10 | 98.9 | — | — | — | — | — | |
| Transformer2021.10 | 98.9 | — | — | — | — | — | |
| LSTM2021.10 | 98.9 | — | — | — | — | — | |
| HiPPO-RNN2021.10 | 98.9 | — | — | — | — | — | |
| coRNNhidden dim=512, parameters=1 M, effective MAC=1 M2022.06 | 98.9 | — | — | — | — | — | |
| GRUhidden dim=590, parameters=1 M, effective MAC=1 M2022.06 | 98.8 | — | — | — | — | — | |
| expRNN2021.10 | 98.7 | — | — | — | — | — | |
| pLMUParameters=165K2021.10 | 98.49 | — | — | — | — | — | |
| UnICORNN2021.10 | 98.4 | — | — | — | — | — | |
| r-LSTM2021.10 | 98.4 | — | — | — | — | — | |
| r-LSTMNumber of Parameters=0.5M2021.02 | 98.4 | — | — | — | — | — | |
| r-LSTMParameters=0.5M2021.10 | 98.4 | — | — | — | — | — | |
| UnICORNNParameters=135K2021.10 | 98.4 | — | — | — | — | — | |
| r-LSTM2021.10 | 98.4 | — | — | — | — | — | |
| HiPPONumber of Parameters=0.5M2021.02 | 98.3 | — | — | — | — | — | |
| EGRUhidden dim=590, parameters=1 M, effective MAC=226 K2022.06 | 98.3 | — | — | — | 72.1 | 27.4 | |
| Dilated RNN2021.10 | 98 | — | — | — | — | — | |
| DilRNNNumber of Parameters=44K2021.02 | 98 | — | — | — | — | — | |
| DilRNNParameters=44K2021.10 | 98 | — | — | — | — | — | |
| Dilated RNN2021.10 | 98 | — | — | — | — | — | |
| GRUNumber of Parameters=70K2021.02 | 96.2 | — | — | — | — | — | |
| LSTMNumber of Parameters=70K2021.02 | 87.2 | — | — | — | — | — |