Pixel-level 1-D image classification on Sequential MNIST (test)
99.72AccuracyCCNN
Evaluation Results
| Method | Links | |
|---|---|---|
| CCNNInput length=7842022.08 | 99.72 | |
| S5Input length=7842022.08 | 99.65 | |
| S42021.10 | 99.63 | |
| S4Input length=7842022.08 | 99.63 | |
| FlexTCNInput length=7842022.08 | 99.62 | |
| LSSL2021.10 | 99.53 | |
| LSSLInput length=7842022.08 | 99.53 | |
| LipschitzRNN2021.10 | 99.4 | |
| LipschitzRNNInput length=7842022.08 | 99.4 | |
| CKConv2021.10 | 99.32 | |
| CKConvInput length=7842022.08 | 99.32 | |
| UR-LSTM2021.10 | 99.28 | |
| UR-LSTMInput length=7842022.08 | 99.28 | |
| UR-GRU2021.10 | 99.27 | |
| UR-GRUInput length=7842022.08 | 99.27 | |
| TrellisNet2021.10 | 99.2 | |
| TrellisNetInput length=7842022.08 | 99.2 | |
| TCN2021.10 | 99 | |
| TCNInput length=7842022.08 | 99 | |
| Dilated GRUInput length=7842022.08 | 99 | |
| IndRNNInput length=7842022.08 | 99 | |
| Transformer2021.10 | 98.9 | |
| LSTM2021.10 | 98.9 | |
| HiPPO-RNN2021.10 | 98.9 | |
| TransformerInput length=7842022.08 | 98.9 | |
| LSTMInput length=7842022.08 | 98.9 | |
| HIPPO-RNNInput length=7842022.08 | 98.9 | |
| CCNNInput length=7842022.08 | 98.84 | |
| LSSLInput length=7842022.08 | 98.76 | |
| expRNNInput length=7842022.08 | 98.7 | |
| S4Input length=7842022.08 | 98.7 | |
| S5Input length=7842022.08 | 98.67 | |
| FlexTCNInput length=7842022.08 | 98.63 | |
| CKConvInput length=7842022.08 | 98.54 | |
| LMU-FFTInput length=7842022.08 | 98.49 | |
| r-LSTM2021.10 | 98.4 | |
| r-LSTMInput length=7842022.08 | 98.4 | |
| UNICORNNInput length=7842022.08 | 98.4 | |
| HIPPO-RNNInput length=7842022.08 | 98.3 | |
| TrellisNetInput length=7842022.08 | 98.13 | |
| Dilated RNNInput length=7842022.08 | 98 | |
| TransformerInput length=7842022.08 | 97.9 | |
| TCNInput length=7842022.08 | 97.2 | |
| LMUInput length=7842022.08 | 97.15 | |
| UR-LSTMInput length=7842022.08 | 96.96 | |
| expRNNInput length=7842022.08 | 96.6 | |
| UR-GRUInput length=7842022.08 | 96.51 | |
| LipschitzRNNInput length=7842022.08 | 96.3 | |
| Dilated RNNInput length=7842022.08 | 96.1 | |
| IndRNNInput length=7842022.08 | 96 | |
| r-LSTMInput length=7842022.08 | 95.2 | |
| LSTMInput length=7842022.08 | 95.11 | |
| Dilated GRUInput length=7842022.08 | 94.6 |