The models and logs can be downloaded from Google Drive. You can download them and place the pretrained weights here.
| Task | Dataset | Config | Acc. | Download |
|---|---|---|---|---|
| Autoencoding | ShapeNet | act_dvae_with_pretrained_transformer.yaml | N/A | here |
| Pre-training | ShapeNet | pretrain_act_distill.yaml | N/A | here |
| Classification | ScanObjectNN PB_T50_RS | finetune_scan_hardest.yaml | 88.21% | here |
| Classification | ScanObjectNN OBJ_BG | finetune_scan_objbg.yaml | 93.29% | here |
| Classification | ScanObjectNN OBJ_ONLY | finetune_scan_objonly.yaml | 91.91% | here |
| Classification | ModelNet40 | finetune_modelnet.yaml | 93.70% | here |
| Semantic Segmentation | S3DIS | semantic_segmentation | 61.2% mIoU | here |
| Object Detection | ScanNetV2 | - | 63.8% mAP25 | here |
| Task | Dataset | Config | 5w10s Acc. (%) | 5w20s Acc. (%) | 10w10s Acc. (%) | 10w20s Acc. (%) |
|---|---|---|---|---|---|---|
| Few-Shot Learning | ModelNet40 | fewshot_modelnet.yaml | 96.8 ± 2.3 | 98.0 ± 1.4 | 93.3 ± 4.0 | 95.6 ± 2.8 |