Results for SparseConvNet
Submission data
| Full name | Submanifold spatially-sparse convolutional network |
| Description | A U-Net network as described in:
3D Semantic Segmentation with Submanifold Sparse Convolutional Networks B. Graham, M. Engelcke, and L.J.P. van der Maaten CVPR 2018 https://arxiv.org/pdf/1711.10275.pdf |
| Input Data Types | Uses Color Uses 3D |
| Programming language(s) | Python/PyTorch with CUDA extensions |
| Hardware | 16GB Nvidia GPU |
| Website | https://github.com/facebookresearch/SparseConvNet |
| Submission creation date | 28 Nov, 2018 |
| Last edited | 30 Nov, 2018 |
| Last uploaded | 14 Dec, 2018 |
3D semantic label results
| Info | avg iou | bathtub | bed | bookshelf | cabinet | chair | counter | curtain | desk | door | floor | otherfurniture | picture | refrigerator | shower curtain | sink | sofa | table | toilet | wall | window |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.725 | 0.647 | 0.821 | 0.846 | 0.721 | 0.869 | 0.533 | 0.754 | 0.603 | 0.614 | 0.955 | 0.572 | 0.325 | 0.710 | 0.870 | 0.724 | 0.823 | 0.628 | 0.934 | 0.865 | 0.683 |