Audio Classification on SHD (test)
91.72AccuracyDelRec*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DelRec*Layers=2, Rec. Params.=65, 536, Inference Time [ms]=37.112026.04 | 91.72 | — | — | |
| OursLayers=4, Rec. Params.=9, Inference Time [ms]=1.512026.04 | 91.51 | — | — | |
| DelRecLayers=4, Rec. Params.=196, 608, Inference Time [ms]=38.032026.04 | 90.41 | — | — | |
| OursLayers=2, Rec. Params.=3, Inference Time [ms]=0.712026.04 | 89.32 | — | — | |
| BPTTModel=LIF-RSNN, Time-steps=100, Batch size=1282023.06 | 83.41 | — | — | |
| BPTTModel=LIF-RSNN, Time-steps=1002023.06 | 83.2 | — | — | |
| S-TLLR_BPModel=LIF-RSNN, Time-steps=100, Batch size=1282023.06 | 78.24 | 0.096 | 0.019 | |
| OSTTPModel=LIF-RSNN, Time-steps=1002023.06 | 77.33 | — | — | |
| S-TLLR_DFAModel=LIF-RSNN, Time-steps=100, Batch size=1282023.06 | 74.6 | 0.096 | 0.019 | |
| ETLPModel=ALIF-RSNN, Time-steps=100, Batch size=1282023.06 | 74.59 | — | — | |
| AdaLIFT=102026.02 | 74.03 | — | — | |
| DSpike+T=302026.02 | 73.85 | — | — | |
| PLIFT=302026.02 | 73.19 | — | — | |
| DSpike+T=102026.02 | 72.75 | — | — | |
| LIFT=102026.02 | 72.66 | — | — | |
| LIFT=302026.02 | 72.66 | — | — | |
| FullPLIFT=302026.02 | 72.48 | — | — | |
| DSpikeT=102026.02 | 72.04 | — | — | |
| PLIFT=102026.02 | 71.69 | — | — | |
| FullPLIFT=102026.02 | 71.69 | — | — | |
| UltraDLIFT=302026.02 | 71.6 | — | — | |
| AdaLIFT=302026.02 | 71.07 | — | — | |
| DSpikeT=302026.02 | 70.89 | — | — | |
| BPTT (baseline)Model=LIF-RSNN, Time-steps=100, Batch size=1282023.06 | 70.57 | 0.054 | 0.961 | |
| UltraDPLIFT=102026.02 | 68.9 | — | — | |
| UltraDPLIFT=302026.02 | 67.84 | — | — | |
| UltraDLIFT=102026.02 | 67.62 | — | — | |
| UltraPLIFT=302026.02 | 59.45 | — | — | |
| UltraLIFT=302026.02 | 59.14 | — | — | |
| UltraLIFT=102026.02 | 58.79 | — | — | |
| UltraPLIFT=102026.02 | 57.73 | — | — | |
| UltraDLIFT=12026.02 | 51.24 | — | — | |
| UltraDPLIFT=12026.02 | 51.24 | — | — | |
| UltraPLIFT=12026.02 | 46.91 | — | — | |
| UltraLIFT=12026.02 | 44.88 | — | — | |
| FullPLIFT=12026.02 | 40.02 | — | — | |
| DSpikeT=12026.02 | 38.21 | — | — | |
| DSpike+T=12026.02 | 38.21 | — | — | |
| LIFT=12026.02 | 27.69 | — | — | |
| PLIFT=12026.02 | 27.69 | — | — | |
| AdaLIFT=12026.02 | 27.69 | — | — |