Point Cloud Classification on hls4ml
81.42Accuracy1-layer-ParT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 1-layer-ParTSort=—, FLOPs=8,217,868, Inference [µs]=211.20 ± 0.842025.10 | 81.42 | 43.16 | |
| PointTransformer v3Sort=kT, FLOPs=767,573, Inference [µs]=94.10 ± 0.902025.10 | 81.37 | 66.75 | |
| TransformerSort=—, FLOPs=2,479,918, Inference [µs]=29.61 ± 0.122025.10 | 81.27 | 42.02 | |
| SAL-TSort=kT, FLOPs=739,918, Inference [µs]=26.78 ± 0.132025.10 | 81.18 | 64.53 | |
| TransolverSort=—, FLOPs=6,430,935, Inference [µs]=88.44 ± 0.332025.10 | 80.13 | 37.05 | |
| PointNetSort=kT, FLOPs=78,809, Inference [µs]=21.03 ± 0.102025.10 | 74.22 | 21.28 |