ShapeNet
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-view 3D Reconstruction | ShapeNet (test) | IoU0.7922 | 209 | |
| Part Segmentation | ShapeNetPart | mIoU (Instance)87.2 | 198 | |
| Multi-view 3D Reconstruction | ShapeNetr2n2 (test) | mIoU69.4 | 160 | |
| 3D Object Part Segmentation | ShapeNet Part (test) | mIoU86.8 | 114 | |
| Multi-view 3D reconstruction | ShapeNet | IoU0.738 | 110 | |
| Shape Part Segmentation | ShapeNet (test) | Mean IoU86.9 | 95 | |
| Point Cloud Classification | ShapeNet Part | Accuracy100 | 80 | |
| Multi-view 3D Reconstruction | ShapeNet r2n2 13 categories (test) | mIoU69.5 | 80 | |
| 3D Object Reconstruction | ShapeNet (test) | Mean IoU0.7419 | 80 | |
| 3D Reconstruction | ShapeNet (test) | EMD0.042 | 74 | |
| Multi-view 3D reconstruction | ShapeNet ism (test) | mIoU53.1 | 72 | |
| 3D Reconstruction | ShapeNet | IoU95 | 62 | |
| 3D Point Cloud Generation | ShapeNet Car (test) | 1-NNA (CD)97.87 | 57 | |
| 3D Point Cloud Generation | ShapeNet Chair category (test) | MMD (CD)1.92 | 56 | |
| 3D Point Cloud Generation | ShapeNet Airplane category (test) | 1-NNA (CD, %)98.4 | 55 | |
| Point Cloud Completion | ShapeNet-34 (seen categories) | Chamfer Distance (S)0.4 | 50 | |
| Object-level Anomaly Detection | Anomaly-ShapeNet (test) | ashtray0100 | 49 | |
| Point Cloud Adversarial Attack | ShapeNetPart | ASR100 | 46 | |
| Part segmentation | ShapeNet part | mIoU87.4 | 46 | |
| Point Cloud Completion | ShapeNet-55 (test) | CD-M0.57 | 44 | |
| 3D scene reconstruction | ShapeNet Cars | Total Training Time (days)5.2 | 40 | |
| Unconditional 3D Point Cloud Generation | ShapeNet airplane (val) | MMD0.53 | 40 | |
| Point Cloud Completion | ShapeNet-34 unseen categories | CD (Symmetric)0.6 | 37 | |
| Point Cloud Completion | ShapeNet seen categories | Airplane Error0.0055 | 32 | |
| Point Cloud Upsampling | ShapeNet (test) | EMD1.13 | 32 |
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