Evaluation Conditions
Audio Classification · Raspberry Pi 5 · INT8 · FSD50K (eval)
| Metric | Resultsvs baseline | Change | |
|---|---|---|---|
| End to end latency p50 | 0.99ms2.22ms | −1.23 ms | |
| Peak memory | 11.14MB28.67MB | −17.53 MB | |
| mAP | 35.15%34.72% | +0.43% |
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| Configuration | Baseline | Arm Optimized |
|---|---|---|
| Dataset | FSD50K (eval) | FSD50K (eval) |
| Sample count | 2,000 | 2,000 |
| Batch size | 1 | 1 |
| Audio task | classification | classification |
| Window (ms) | 960 | 960 |
| Sample rate (Hz) | 16000 | 16000 |
| Runs | 30 | 10 |