Submitted by Benjamin Graham.

Submission data

Full nameSubmanifold spatially-sparse convolutional network
DescriptionA 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 TypesUses Color        Uses 3D
Programming language(s)Python/PyTorch with CUDA extensions
Hardware16GB Nvidia GPU
Websitehttps://github.com/facebookresearch/SparseConvNet
Submission creation date28 Nov, 2018
Last edited30 Nov, 2018

3D semantic label results

Infoavg ioubathtubbedbookshelfcabinetchaircountercurtaindeskdoorfloorotherfurniturepicturerefrigeratorshower curtainsinksofatabletoiletwallwindow
0.7260.6290.8010.8580.7130.8840.5050.7990.6360.6280.9560.6020.2990.7120.8580.7170.8080.6290.9290.8580.694