A Leaf Based Tree Identificaton System
This repository contains the original model (CNN for Treelogy leaf dataset) and codes described in the paper "Treelogy: A Novel Tree Classifier Utilizing Deep and Hand-crafted Representations" (https://arxiv.org/abs/1701.08291). This model is the one used in the Treelogy smart-phone application.
Project website:
https://senior.ceng.metu.edu.tr/2016/payinekereg/
Latest caffemodel (v7) for tree classification:
https://www.dropbox.com/s/11web90s506073t/tree_identification_v7.caffemodel?dl=0
Treelogy dataset:
http://treelogy.info/dataset (The link is dead due to insufficient funds)
https://senior.ceng.metu.edu.tr/2016/payinekereg/dataset.html
Other necessary files:
- synsetwords.txt -> Label file for 57 tree species.
- deploy.prototxt -> Architecture of the ConvNet
- ilsvrc_2012_mean.npy -> Imagemean of BVLC reference model (since our imagemean did not improve the accuracy)
If you use this model or dataset in your research, please cite:
@article{ccuugu2017treelogy,
title={Treelogy: A Novel Tree Classifier Utilizing Deep and Hand-crafted Representations},
author={{\c{C}}u{\u{g}}u, {\.I}lke and {\c{S}}ener, Eren and Erciyes, {\c{C}}a{\u{g}}r{\i} and Balc{\i}, Burak and Ak{\i}n, Emre and {\"O}nal, It{\i}r and Aky{\"u}z, Ahmet O{\u{g}}uz},
journal={arXiv preprint arXiv:1701.08291},
year={2017}
}