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TreeLogy

“Treelogy” is a mobile application, which can perform leaf-based tree identification among
tree species in Turkey using one picture of a given leaf.

There is only handful of applications interested in tree identification and they are designed

primarily for detecting North American and European tree species. There is no application

which has a good performance and localization support for identifying tree species native to

Turkey. This project is aimed to fill this gap.

While we are constructing this application, we worked on supervised learning for classi-

fication task. We focused on both Deep Learning (specifically Deep Convolutional Neural

Networks) and Support Vector Machines. Tree identification process uses leaf image features

gathered from Caffe, a convolutional neural network framework, and our image processing

module.

After several experiments, we reached the optimal classification accuracy of 93.59% for 57

tree species. Experiments involve 16096 training and 3020 testing leaf images. According to

our findings, we come to the following conclusion. Certain image processing procedures for

extracting features such as shape and texture descriptors, which we have used in our project,

does not produce features as feasible as convolutional neural networks.

"Created by group paY inekereG"

Category : Education

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Reviews (23)

Ton. J. Oct 6, 2018     

I tried several times with different pictures and it never loaded any info

58. -. H. s. Sep 15, 2019     

It doesn't give images of all leaves

Edw. C. Aug 26, 2019     

I dont like srry for the people that are looking at this text.

Chr. G. Oct 22, 2019     

It never id tree

Bri. R. Oct 8, 2017     

Tried 5 traditional leaves found in Minnesota and it was 1 for 5 only gettin a maple. Even missed a But Oak.

Aly. P. Oct 7, 2016     

This is the worst app ever it doesn't give me the right leaf or anything.

Ber. E. Oct 4, 2016     

Don't waste your time its crap and everything is a goldenrain lmao 😂😂😂

sur. N. May 13, 2017     

Very useless and no identify the leaf

Tao. J. Apr 23, 2017     

Wouldn't work

Kar. T. Jul 13, 2016     

Not useful in US...not all, even basic, trees are listed

Joh. K. Aug 6, 2016     

Doesn't work, errors, shuts down

Blu. Aug 6, 2016     

It's useful In other areas.... Not U.s.

Nun. Y. Jul 5, 2016     

Every tree I try to identify it suggests the same 5 trees which are not at all even close. One tree I tried to identify was an live oak just to test it out and it suggested some kind of flowering tree. Sad it was such a cool idea too!

Saf. Ö. Jun 18, 2016     

It is good for nature enthusiasts.

Orh. G. H. Jun 15, 2016     

That's what I want

sco. c. Nov 25, 2016     

I looked up the leaves of 5 different trees. I received the same too 5 for each tree. None of the suggested leaves were a match. Trees like pecan and hickory are not even in the glossary.

A. G. u. Sep 26, 2016     

When I tried to perform a search via with a photo app crashed everytime.

Chr. H. Oct 24, 2016     

I did one that I knew to test it and what it showed looked nothing like the leaf.

Nik. R. Sep 25, 2016     

Crashed every time we tried to scan a leaf.

Her. F. May 24, 2018     

It doesn't do what it claims

Cry. D. Oct 12, 2016     

IT'S A HORRIBLE APP I SUGGEST LEAF SNAP DON'T USE THIS APP EVER.😂😂😂 EVERY THING IS A GOLDEN RAIN TREE LIKE WHAT😋😂😂😂😐😐😂😂!!!!!!!!

Mis. A. S. Feb 12, 2017     

Not help everything the identification always wrong

Joe. K. Jun 26, 2016     

Not at all accurate