birds_image_classification

Fine-grained species classification

In this work, we are trying to improve the fine-grained classification on Caltech UCSD Birds dataset. We are publishing codes in both Keras and Pytorch framework, so that it's easy to reproduce by anyone.

Table of Contents

• Requirements
• Caltech-UCSD-2011
• Results
• Citation
• Notes

Requirements

Tested on Python 3.6.x and Keras 2.3.0 with TF backend version 1.14.0.

• Numpy (1.16.4)
• OpenCV (4.1.0)
• Pandas (0.25.3)
• Scikit-learn (0.22.1)
• PyTorch (1.2.0)

Getting Started

Keras

• Install the required dependencies:

pip install -r requirements.txt

• cnn_train.py - Transfer learning with EF Net
• cnn_evaluate.py - Evaluation on birds dataset

Pytorch

• cnn_train.py - Transfer learning with EF Net
• model_evaluate.py - Evaluation on birds dataset