Traffic Classification on CipherSpectrum
96.52Accuracy (AC)NetMamba+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NetMamba+Params(M) PT=2.6, Params(M) FT=1.92026.01 | 96.52 | 96.52 | |
| FS-NetParams(M) FT=5.32026.01 | 90 | 90.08 | |
| NetMambaParams(M) PT=2.2, Params(M) FT=1.92026.01 | 87.79 | 87.83 | |
| YaTCParams(M) PT=2.3, Params(M) FT=2.12026.01 | 85.89 | 85.77 | |
| NetTransParams(M) PT=3.1, Params(M) FT=2.42026.01 | 85.43 | 85.48 | |
| Seq2ImgParams(M) FT=16.92026.01 | 85.13 | 85.15 | |
| TFE-GNNParams(M) FT=44.32026.01 | 75.73 | 75.25 | |
| RosettaFramework Type=NTC, Backbone=NetMamba+ [51]2026.05 | 70.58 | 70.2 | |
| UniAlignFramework Type=Ours, Backbone=NetMamba+ [51]2026.05 | 70.58 | 71.44 | |
| ET-BERTParams(M) PT=187.4, Params(M) FT=136.42026.01 | 70.26 | 70.46 | |
| CDANNFramework Type=General, Backbone=NetMamba+ [51]2026.05 | 70.17 | 69.77 | |
| MMDFramework Type=General, Backbone=NetMamba+ [51]2026.05 | 69.57 | 69.54 | |
| MetaTrafficFramework Type=NTC, Backbone=NetMamba+ [51]2026.05 | 69.42 | 69.61 | |
| SWADFramework Type=General, Backbone=NetMamba+ [51]2026.05 | 68.21 | 68.4 | |
| StandardFramework Type=Original, Backbone=NetMamba+ [51]2026.05 | 68.09 | 68.5 | |
| SagNetFramework Type=General, Backbone=NetMamba+ [51]2026.05 | 68.02 | 67.45 | |
| NetAugmentFramework Type=NTC, Backbone=NetMamba+ [51]2026.05 | 67.72 | 67.24 | |
| TrafficFormerParams(M) PT=187.4, Params(M) FT=136.42026.01 | 60.71 | 61.06 | |
| AppScanner2026.01 | 48.51 | 63.57 | |
| FlowPicParams(M) FT=0.062026.01 | 44.21 | 42.49 | |
| mini-FlowPicParams(M) PT=0.04, Params(M) FT=0.052026.01 | 40.54 | 39.81 | |
| FlowPrint2026.01 | 24.88 | 23.62 |