Data Loading and Processing Efficiency on ModelNet40
1.84Loading Time (s)PcRecord
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PcRecordHardware=Ascend2026.03 | 1.84 | 8 | 161 | |
| PcRecordHardware=GPU2026.03 | 2.61 | 0.24 | 114.26 | |
| MindSporeHardware=Ascend, Framework Version=2.3.12026.03 | 12.8 | 11 | 103.03 | |
| MindSporeHardware=GPU2026.03 | 17.24 | 0.45 | 93.37 | |
| PyTorchHardware=Ascend, Framework Version=2.4.02026.03 | 39.62 | 12 | 36.77 | |
| PyTorchHardware=GPU2026.03 | 39.83 | 0.37 | 21.55 | |
| TensorflowHardware=GPU2026.03 | 76.05 | 1.57 | 98.72 | |
| TensorflowHardware=Ascend, Framework Version=2.13.12026.03 | 77.76 | 14 | 107.27 | |
| KerasHardware=Ascend, Framework Version=2.13.12026.03 | 77.94 | 12 | 106.92 | |
| KerasHardware=GPU2026.03 | 85.29 | 0.39 | 49.1 |