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Fine-Grained Image Classification using Deep Learning

In this very short PyTorch project, we will build a Bilinear CNN Models For Fine-Grained Visual Recognition on FGVC-Aircraft dataset.

B-CNN network

Architecture

Requirements

  • Python3
  • Other dependencies are in requirements.txt

Generate dataset

Download the FGVC-Aircraft dataset from url, then put and unzip fgvc-aircraft-2013b.zip file into the data folder. Run the command below to generate a dataset for the training process.

python gen_data.py

Train

We proposed 5 methods for the classifier training as follows,

- python main.py --type_cls softmax
- python main.py --type_cls cxsvm1
- python main.py --type_cls cxsvm2
- python main.py --type_cls cxsvm3
- python main.py --type_cls cxsvm4

Contact

tuantran23012000
Please create an issue or contact me through [email protected], thanks!

Author

TuanTA

bcnn-svms's People

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