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<a href="https://arxiv.org/abs/2008.02107"> Duality Diagram Similarity: a generic framework for initialization selection in task transfer learning</a><br/> Kshitij Dwivedi, Jiahui Huang, Radoslaw Martin Cichy, Gemma Roig <br/> ECCV 2020<br/><br/>

Here we provide the code to replicate our results on Taskonomy and Pascal VOC transfer benchmark. You can also find the implementation of our old method published in CVPR 2019 based on RSA in these links paper, code

<div align="center"> <img width="80%" alt="Feature Extraction" src="https://github.com/cvai-repo/duality-diagram-similarity/blob/master/gifs/features.gif"> </div>

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<div align="center"> <img width="80%" alt="Duality Diagram from extracted Features" src="https://github.com/cvai-repo/duality-diagram-similarity/blob/master/gifs/DD.gif"> </div>

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<div align="center"> <img width="80%" alt="Duality Diagram Similarity" src="https://github.com/cvai-repo/duality-diagram-similarity/blob/master/gifs/DDS.gif"> </div>

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Setup

Taskonomy

<div align="center"> <img width="80%" alt="Duality Diagram Similarity" src="https://github.com/kshitijd20/dummy/blob/master/gifs/Taskonomy_result.png"> </div>

Pascal VOC

<div align="center"> <img width="80%" alt="Duality Diagram Similarity" src="https://github.com/kshitijd20/dummy/blob/master/gifs/pascal_result.png"> </div>

Cite

If you use our code please consider citing the paper below

@inproceedings{dwivedi2020DDS,
  title={Duality Diagram Similarity: a generic framework for initialization
               selection in task transfer learning},
  author={Kshitij Dwivedi and
               Jiahui Huang and
               Radoslaw Martin Cichy and
               Gemma Roig},
  booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
  year={2020}
}