Traffic Classification on USTC-TFC 2016
98.87AccuracyNetMamba
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NetMambatype=unimodal classifier2026.04 | 98.87 | — | — | |
| NetTransParams(M) PT=3.1, Params(M) FT=2.42026.01 | 98.23 | 98.22 | — | |
| YaTCParams(M) PT=2.3, Params(M) FT=2.12026.01 | 97.95 | 97.93 | — | |
| NetMamba+Params(M) PT=2.6, Params(M) FT=1.92026.01 | 97.65 | 97.65 | — | |
| NetMambaParams(M) PT=2.2, Params(M) FT=1.92026.01 | 97.43 | 97.4 | — | |
| ET-BERTParams(M) PT=187.4, Params(M) FT=136.42026.01 | 97.35 | 97.3 | — | |
| TFE-GNNParams(M) FT=44.32026.01 | 96.85 | 96.54 | — | |
| TrafficFormerParams(M) PT=187.4, Params(M) FT=136.42026.01 | 95.93 | 95.85 | — | |
| mmTraffic2026.04 | 86.24 | — | — | |
| Seq2ImgParams(M) FT=16.92026.01 | 82.41 | 80.23 | — | |
| FS-NetParams(M) FT=5.32026.01 | 74.5 | 74.85 | — | |
| Vanillaencoder=frozen, auxiliary_constraints=none2026.04 | 70.02 | — | — | |
| FlowPrint2026.01 | 56.14 | 51.34 | — | |
| AppScanner2026.01 | 41.93 | 53.1 | — | |
| FlowPicParams(M) FT=0.062026.01 | 31.85 | 31.09 | — | |
| mini-FlowPicParams(M) PT=0.04, Params(M) FT=0.052026.01 | 27.4 | 25.91 | — | |
| Zero-shot LLMtuning=none, input=features directly to LLM2026.04 | 0 | — | — |