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Evaluation Conditions
Object Detection · vivo X300 · INT8 · 640×640 · COCO 2017 (val2017)
| Metric | Resultsvs baseline | Change | |
|---|---|---|---|
| End to end latency p50 | 21.06ms33.02ms | −11.96 ms | |
| End to end latency p90 |
21.49ms34.63ms |
| −13.13 ms |
| Peak memory | 80.07MB82.39MB | −2.32 MB |
| Average memory | 80.04MB82.36MB | −2.32 MB |
| Time to first inference | 20.52ms35.58ms | −15.06 ms |
| Frames per second | 47.48fps30.28fps | +17.20 fps |
| mAP@0.50:0.95 | 39.90%40.25% | −0.35% |
| mAP@0.50 | 55.55%55.78% | −0.23% |
| mAP@0.75 | 43.38%43.62% | −0.24% |
| Configuration | Baseline | Arm Optimized |
|---|---|---|
| Dataset | COCO 2017 (val2017) | COCO 2017 (val2017) |
| Sample count | 5,000 | 5,000 |
| Batch size | 1 | 1 |
| Input resolution |
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| 640x640 |
640x640 |
| Runs | 100 | 100 |
| Warmup runs | 100 | 100 |