https://github.com/anshulpaigwar/Pointwise-Convolutional-Neural-Network
PyTorch implementation of Pointwise Convolutional Neural Networks in CVPR 2018.
https://github.com/anshulpaigwar/Pointwise-Convolutional-Neural-Network
3d object-detection point-cloud pointwise pytorch pytorch-implementation
Last synced: about 2 months ago
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PyTorch implementation of Pointwise Convolutional Neural Networks in CVPR 2018.
- Host: GitHub
- URL: https://github.com/anshulpaigwar/Pointwise-Convolutional-Neural-Network
- Owner: anshulpaigwar
- Created: 2019-06-05T13:28:53.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2019-08-04T10:01:21.000Z (almost 6 years ago)
- Last Synced: 2024-10-28T07:42:45.089Z (6 months ago)
- Topics: 3d, object-detection, point-cloud, pointwise, pytorch, pytorch-implementation
- Language: Python
- Homepage:
- Size: 2.85 MB
- Stars: 12
- Watchers: 2
- Forks: 1
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
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README
## PyTorch implementation of Pointwise Convolutional Neural Networks
This is unofficial PyTorch implementation of [Pointwise Convolutional Neural Networks](https://arxiv.org/pdf/1712.05245.pdf) in CVPR 2018.
Official project page for this work can be found [here](http://www.saikit.org/projects/sceneNN/home/cvpr18/index.html).## Installation
We have tested the algorithm on the system with Ubuntu 16.04, 8 GB RAM
and NVIDIA GTX-1080.
### Dependencies
```
Python 2.7
CUDA 9.1
PyTorch 1.0
scipy
shapely
```
### Visualization
For visualization of the output bounding boxes and easy integration
with our real system we use the Robot Operating System (ROS):
```
ROS
PCL
```## Implementation
## Training Data
## Usages
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