3D Object Classification on ModelNet (test)
93.9AccuracyOurs
Evaluation results
| Method | Links | |
|---|---|---|
| OursDistillation Base (L)=DM, IPC=12026.03 | 93.9 | |
| OursDistillation Base (L)=DC, IPC=12026.03 | 93.7 | |
| Whole Tnote=Upper bound training on whole dataset2026.03 | 91.6 | |
| DDiFDistillation Base (L)=DM, IPC=12026.03 | 88.4 | |
| DDiFDistillation Base (L)=DC, IPC=12026.03 | 87.1 | |
| IDCDistillation Base (L)=DM, IPC=12026.03 | 85.6 | |
| IDCDistillation Base (L)=DC, IPC=12026.03 | 78.7 | |
| X-InstructBLIPParams=189.91M+, All Modal=false, Data Size=27.78M+, Training Time=0.34s/it, GPU Memory=28.7G2024.10 | 62.8 | |
| X-InstructBLIP2024.10 | 62.8 | |
| AnAParams=0.8~2.4M, All Modal=false, Data Size=23.2M+, Training Time=0.23s/it, GPU Memory=13.1G2024.10 | 59.5 | |
| Ours2024.10 | 59.5 | |
| ChatBridge2024.10 | 45.3 | |
| OneLLM2024.10 | 29.1 |