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DeepCORAL-Chainer

Chainer implementation of DeepCORAL domain adaptation.

'Deep CORAL: Correlation Alignment for Deep Domain Adaptation. B Sun, K Saenko, ECCV 2016'

Deep CORAL can learn a nonlinear transformation that aligns correlations of layer activations in deep neural networks (Deep CORAL).

中文介紹

Convert pretrain Alexnet coffemodel

alexnet.npz file was converted from bvlc_alexnet.caffemodel using converter.py script.

Implementation results

  • Training loss without CORAL

  • Training loss with CORAL

  • Training accuracy without CORAL

  • Training accuracy with CORAL

Requirement

  • Python 3
  • PyTorch 0.3

Usage

  1. Unzip dataset in dataset/office31.tar.gz
  2. Run python main.py

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Transfer learning implementation of Deep CORAL

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