SHD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | SHD (test) | Accuracy96.41 | 81 | |
| Keyword Spotting | SHD (test) | Accuracy92.79 | 47 | |
| Audio Classification | SHD (test) | Accuracy91.72 | 41 | |
| Classification | SHD | Accuracy96.3 | 36 | |
| Spoken Digit Recognition | SHD | Accuracy92.45 | 16 | |
| Spiking Sound Recognition | SHD (test) | Accuracy95.9 | 15 | |
| Spiking Audio Classification | SHD bS=1, bT=10 (test) | Accuracy17.3 | 10 | |
| Spiking Audio Classification | SHD bS=1, bT=4 (test) | Accuracy38.4 | 10 | |
| Spiking Audio Classification | SHD bS=1, bT=3 (test) | Accuracy0.55 | 10 | |
| Spiking Audio Classification | SHD (bS=1, bT=2) (test) | Accuracy80.1 | 10 | |
| Structural Heart Disease Classification | SHD targets (test) | AUROC85.09 | 6 | |
| SNN Training | SHD 700 channels (full) | Epoch Training Time (s)38.93 | 6 | |
| Classification | SHD (val 20% of train set) | Accuracy93.79 | 6 | |
| Event-audio Classification | SHD (test) | Accuracy92.3 | 6 | |
| Spiking Heidelberg Digits Recognition | SHD (test) | Accuracy92.81 | 5 | |
| Spiking Auditory Classification | SHD 20% hold-out (val) | Accuracy94.38 | 4 | |
| Spiking Sound Recognition | SHD | Accuracy88.9 | 3 | |
| Audio Classification | SHD | Accuracy51.24 | 2 |
Showing 18 of 18 rows