Moth-Classifier

Code for the paper "Deep Learning Pipeline for Automated Visual Moth Monitoring: Insect Localization and Species Classification"

check out the Moth-Scanner Repo

Installation

This repository requires cupy>=7.8,<8.0, but unfortunately, the wheel version supporting CUDA 11 (required for NVIDIA RTX 3XXX GPUs) is only compiled for python3.7 (https://pypi.org/project/cupy-cuda110/7.8.0/). Hence, we need to install cupy from pip, but before doing so, we have to install the cudatoolkit package containing nvcc:

conda create -n moth_scanner python~=3.9.0 mpi4py cython~=0.28
conda activate moth_scanner
conda install -c nvidia -c conda-forge cudnn nccl cutensor cub cuda-thrust \
	cudatoolkit~=11.7.0	cudatoolkit-dev~=11.7.0 numpy~=1.23.0

To be sure, check with which nvcc whether the CUDA-Compiler is successfully installed in your conda environment.

Now, you can install the dependencies with

pip install -r requirements.txt

Run the following to validate the cupy installation:

python -c "import cupy as cp; cp.show_config(); print(cp.zeros(8) + 2)"

Usage

All scripts are located in the scripts folder.

Citation

You are welcome to use our code in your research! If you do so please cite it as:

@article{korsch2023deep,
  title={Deep learning pipeline for automated visual moth monitoring: insect localization and species classification},
  author={Korsch, Dimitri and Bodesheim, Paul and Denzler, Joachim},
  journal={arXiv preprint arXiv:2307.15427},
  year={2023}
}

License

This work is licensed under a GNU Affero General Public License.