ehjhihlo / Orchid-Identifier

A Deep Learning Model to Identify Wild Orchids of Taiwan

Orchid-Identifier

A Deep Learning Model to Identify Wild Orchids of Taiwan

Dataset

Dataset can be downloaded from:
https://drive.google.com/drive/folders/1tfILR7tSIv_5PV8HaUa7yx7F8jUPkYv8?usp=sharing
The dataset file including train(Including 935 pictures), test(Including 166 pictures), and label_versus_Orchid_name.xlsx, the label and the corresponding Orchid name.

Training Dataset

Testing Dataset

Code

train.py & train.ipynb: The python code for training.

The input image after normalization

Training result

The training result folder includes the training result of the project.
The csv file includes image filename, true label and predicted label.

The accuracy and loss are shown below:

Epoch	Train_accuracy	Validation_accuracy	Train_loss	Validation_loss
001	0.43061	0.75565	2.00532	0.84623
002	0.75104	0.85119	0.93089	0.37949
003	0.88098	0.90476	0.48639	0.31409
004	0.92256	0.95238	0.31368	0.15387
005	0.95478	0.93452	0.20603	0.19232
006	0.96206	0.94048	0.15989	0.29069
007	0.96544	0.94048	0.13352	0.23897

Report

report.pdf: The report for this project.