Pixel-by-pixel image classification on CIFAR-10 sequential (test)
91.13AccuracyS4
Evaluation Results
| Method | Links | |
|---|---|---|
| S42021.10 | 91.13 | |
| S42021.10 | 91.13 | |
| LSSLState Transition=Learned2021.10 | 84.65 | |
| LSSL2021.10 | 84.65 | |
| LSSL-fixedState Transition=Fixed2021.10 | 81.97 | |
| URGRU + Zoneoutregularization=Zoneout2019.10 | 74.4 | |
| URGRU2021.10 | 74.4 | |
| UR-GRU2021.10 | 74.4 | |
| UR-GRU2021.10 | 74.4 | |
| URLSTM + Zoneoutregularization=Zoneout2019.10 | 74.34 | |
| TrellisNet2019.10 | 73.42 | |
| TrellisNet2021.10 | 73.42 | |
| TrellisNet2021.10 | 73.42 | |
| TrellisNet2021.10 | 73.42 | |
| r-LSTMlayers=2, auxiliary loss=true2019.10 | 72.2 | |
| r-LSTM2021.10 | 72.2 | |
| r-LSTM2021.10 | 72.2 | |
| r-LSTM2021.10 | 72.2 | |
| URLSTM2019.10 | 71 | |
| UR-LSTM2021.10 | 71 | |
| UR-LSTM2021.10 | 71 | |
| LipschitzRNN2021.10 | 64.2 | |
| LipschitzRNN2021.10 | 64.2 | |
| LipschitzRNN2021.10 | 64.2 | |
| CKConv2021.10 | 63.74 | |
| CKConv2021.10 | 63.74 | |
| CKConv2021.10 | 63.74 | |
| LSTMImplementation=ours2019.10 | 63.01 | |
| LSTM2021.10 | 63.01 | |
| LSTM2021.10 | 63.01 | |
| Transformer2019.10 | 62.2 | |
| Transformer2021.10 | 62.2 | |
| Transformer2021.10 | 62.2 | |
| Transformer2021.10 | 62.2 | |
| HiPPO-RNN2021.10 | 61.1 | |
| HiPPO-RNN2021.10 | 61.1 | |
| HiPPO-RNN2021.10 | 61.1 |