3D Object Classification on ScanObjectNN OBJ-ONLY (test)
94.97AccuracyHybridNet
Evaluation Results
| Method | Links | |
|---|---|---|
| HybridNetPT=MAP, #P=19.3, #F=4.4, Voting Strategy=w/ vot.2024.10 | 94.97 | |
| Mamba3dPT=MAP, #P=16.9, #F=3.9, Voting Strategy=w/ vot.2024.10 | 94.87 | |
| Mamba3dPT=Point-MAE, #P=16.9, #F=3.9, Voting Strategy=w/ vot.2024.10 | 94.15 | |
| HybridNetPT=MAP, #P=19.3, #F=4.4, Voting Strategy=w/o vot.2024.10 | 93.03 | |
| Mamba3dPT=MAP, #P=16.9, #F=3.9, Voting Strategy=w/o vot.2024.10 | 92.75 | |
| HybridNetPT=None, #P=19.3, #F=4.4, Voting Strategy=w/ vot.2024.10 | 92.58 | |
| Mamba3dPT=None, #P=16.9, #F=3.9, Voting Strategy=w/ vot.2024.10 | 92.43 | |
| MVTNPT=None, #P=11.2, #F=43.72024.10 | 92.3 | |
| HybridNetPT=None, #P=19.3, #F=4.4, Voting Strategy=w/o vot.2024.10 | 92.28 | |
| Mamba3dPT=None, #P=16.9, #F=3.9, Voting Strategy=w/o vot.2024.10 | 92.08 | |
| Mamba3dPT=Point-MAE, #P=16.9, #F=3.9, Voting Strategy=w/o vot.2024.10 | 92.08 | |
| Mamba3dPT=Point-BERT, #P=16.9, #F=3.9, Voting Strategy=w/o vot.2024.10 | 91.05 | |
| TransformerPT=Point-MAE, #P=22.1+1.7, #F=4.82024.10 | 90.02 | |
| Point-M2AEPT=Point-M2AE, #P=15.3, #F=3.62024.10 | 88.81 | |
| PointMambaPT=Point-MAE, #P=12.3, #F=3.62024.10 | 88.47 | |
| TransformerPT=Point-BERT, #P=22.1+1.7, #F=4.82024.10 | 88.3 | |
| TransformerPT=Point-MAE, #P=22.1, #F=4.82024.10 | 88.29 | |
| Point-BERT2021.11 | 88.12 | |
| TransformerPT=MaskPoint, #P=22.1, #F=4.82024.10 | 88.1 | |
| PointMambaPT=None, #P=12.3, #F=3.62024.10 | 87.78 | |
| DGCNN2021.11 | 86.2 | |
| DGCNNPT=None, #P=1.8, #F=2.42024.10 | 86.2 | |
| Transformer-OcCo2021.11 | 85.54 | |
| TransformerPT=OcCo, #P=22.1, #F=4.82024.10 | 85.54 | |
| PointCNN2021.11 | 85.5 | |
| PointCNNPT=None, #P=0.62024.10 | 85.5 | |
| PointNet++2021.11 | 84.3 | |
| PointNet++PT=None, #P=1.5, #F=1.72024.10 | 84.3 | |
| Transformer2021.11 | 80.55 | |
| TransformerPT=None, #P=22.1, #F=4.82024.10 | 80.55 | |
| SpiderCNN2021.11 | 79.5 | |
| PointNet2021.11 | 79.2 | |
| PointNetPT=None, #P=3.5, #F=0.52024.10 | 79.2 | |
| SUGAR (single)Pretrain data=Ensembled (no LVIS), Evaluation protocol=zero-shot, Input Modality=colored point clouds2024.04 | 65.3 | |
| SUGAR (multi)Pretrain data=Ensembled (no LVIS), Evaluation protocol=zero-shot, Input Modality=colored point clouds2024.04 | 63.5 | |
| SUGAR (multi)Pretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=colored point clouds2024.04 | 55 | |
| SUGAR (multi)Pretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 53.5 | |
| SUGAR (multi)Pretrain data=Ensembled (no LVIS), Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 53.2 | |
| SUGAR (single)Pretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=colored point clouds2024.04 | 52.8 | |
| OpenShape-PointBERTPretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=colored point clouds2024.04 | 52 | |
| OpenShape-PointBERTPretrain data=Ensembled (no LVIS), Evaluation protocol=zero-shot, Input Modality=colored point clouds2024.04 | 52 | |
| OpenShape-PointBERTPretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 51.8 | |
| OpenShape-PointBERTPretrain data=Ensembled (no LVIS), Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 50.8 | |
| ULIP-PointBERTPretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 49.9 | |
| SUGAR (single)Pretrain data=Ensembled (no LVIS), Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 49.6 | |
| SUGAR (single)Pretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 48.6 | |
| ULIP-PointBERTPretrain data=Ensembled (no LVIS), Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 46 | |
| ReConPretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 39.6 | |
| CLIP2PointPretrain data=ShapeNet, Evaluation protocol=zero-shot, Input Modality=uncolored point clouds2024.04 | 35.5 |