objifier 0.1.0

Object Classifier

OBJECT CLASSIFIER

Clone this repository

• for SSH

git clone [e-mail]:1chimaruGin/Object-classifier.git

• for https

https://github.com/1chimaruGin/Object-classifier.git

Requirements

pip install -U requirements.txt

Dataset

• the dataset directory should be the following format.

# for example, dog vs cat classification
data/
    -train/
        dog/
            -*.jpg or *.png
        cat/
            -*.jpg or *.png
    -val/
        dog/
            -*.jpg or *.png
        cat/
            -*.jpg or *.png

Usage

cd Object-classifier

• Update number of classes and names in data.yaml

• For training model(ResNet)

$ python main.py -m [mode: train] -opt [optimizer: (default='SGD')]  -epochs [epochs: (default=25)] 

• For training model(EfficientNet)

$ python main.py -m [mode: train] -opt [optimizer]  -epochs [epochs] -backbone [backbone: efficientNet] -lvl [efficientNet level]

• For prediction

$ python main.py -m [mode: predict] -im [input image] - backbone [backbone: ResNet or efficientNe] -lvl [efficientNet level]