{"id":13443501,"url":"https://github.com/lucadellalib/tensor-field-networks","last_synced_at":"2026-02-25T23:34:52.839Z","repository":{"id":67677951,"uuid":"204496519","full_name":"lucadellalib/tensor-field-networks","owner":"lucadellalib","description":"TensorFlow implementation of Tensor Field Networks.  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Extended version of the code in https://github.com/tensorfieldnetworks/tensorfieldnetworks/tree/949e64ac6e069c2f1bfbcbf30d13f696a970488a. **Batch learning is now supported**. The proposed models are tested on ModelNet40 point cloud dataset (https://modelnet.cs.princeton.edu/). Developed and tested on Ubuntu 18.04 LTS.\n\n---------------------------------------------------------------------------------------------------------\n\n## Requirements\n\n*   Anaconda Python \u003e= 3.6.4 (see https://www.anaconda.com/distribution/);\n\n*   pip (`sudo apt install python3-pip` to install it on Ubuntu 18.04 LTS);\n\n*   virtualenv \u003e= 16.6.0 (`python3 -m pip install --user virtualenv` to install it on Ubuntu 18.04 LTS).\n\n---------------------------------------------------------------------------------------------------------\n\n## Installation\n\n### Create a virtual environment\n\nClone or download the repository and type the following commands in the root folder:\n\n```python3 -m venv env```\n\n```source env/bin/activate```\n\nNow the virtual environment *env* is active (type `deactivate` if you want to deactivate it).\n\n---------------------------------------------------------------------------------------------------------\n\n### Install the dependencies\n\nTo install the dependencies, type the following command in the virtual environment:\n\n```pip install -r requirements.txt```\n\n---------------------------------------------------------------------------------------------------------\n\n### Download the dataset\n\nRead *modelnet/data/README.md* for instructions on how to download ModelNet40 dataset.\n\n---------------------------------------------------------------------------------------------------------\n\n## Usage\n\n*   `python3 train.py` to train the selected model. `--help` to show the help;\n\n*   `python3 evaluate.py` to evaluate the selected model. `--help` to show the help;\n\n*   read *modelnet/tools/README.md* for instructions on how to visualize the point clouds.\n\n---------------------------------------------------------------------------------------------------------\n\n## Contact\n\nluca.dellalib@gmail.com\n\n---------------------------------------------------------------------------------------------------------\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucadellalib%2Ftensor-field-networks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flucadellalib%2Ftensor-field-networks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucadellalib%2Ftensor-field-networks/lists"}