Cited works
Papers and tools that frame and enable this project.
Sagawa, S., Koh, P. W., Hashimoto, T. B., & Liang, P. (2019). Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization. ICLR 2020.
https://arxiv.org/abs/1911.08731BibTeX
@inproceedings{sagawa2019distributionally, title={Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization}, author={Sagawa, Shiori and Koh, Pang Wei and Hashimoto, Tatsunori B and Liang, Percy}, booktitle={International Conference on Learning Representations}, year={2020} }Geirhos, R., Jacobsen, J.-H., Michaelis, C., Zemel, R., Brendel, W., Bethge, M., & Wichmann, F. A. (2020). Shortcut Learning in Deep Neural Networks. Nature Machine Intelligence.
https://arxiv.org/abs/2004.07780BibTeX
@article{geirhos2020shortcut, title={Shortcut learning in deep neural networks}, author={Geirhos, Robert and Jacobsen, J{\"o}rn-Henrik and Michaelis, Claudio and Zemel, Richard and Brendel, Wieland and Bethge, Matthias and Wichmann, Felix A}, journal={Nature Machine Intelligence}, volume={2}, number={11}, pages={665--673}, year={2020} }Selvaraju, R. R., Cogswell, M., Das, A., Vedantam, R., Parikh, D., & Batra, D. (2017). Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization. ICCV 2017.
https://arxiv.org/abs/1610.02391BibTeX
@inproceedings{selvaraju2017gradcam, title={Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization}, author={Selvaraju, Ramprasaath R and Cogswell, Michael and Das, Abhishek and Vedantam, Ramakrishna and Parikh, Devi and Batra, Dhruv}, booktitle={Proceedings of the IEEE international conference on computer vision}, pages={618--626}, year={2017} }Wah, C., Branson, S., Welinder, P., Perona, P., & Belongie, S. (2011). The Caltech-UCSD Birds-200-2011 Dataset. Caltech Technical Report CNS-TR-2011-001.
https://www.vision.caltech.edu/datasets/cub_200_2011/BibTeX
@techreport{wah2011caltech, title={The Caltech-UCSD Birds-200-2011 Dataset}, author={Wah, Catherine and Branson, Steve and Welinder, Peter and Perona, Pietro and Belongie, Serge}, institution={California Institute of Technology}, year={2011}, number={CNS-TR-2011-001} }Zhou, B., Lapedriza, A., Khosla, A., Oliva, A., & Torralba, A. (2017). Places: A 10 Million Image Database for Scene Recognition. IEEE PAMI.
https://arxiv.org/abs/1610.02055BibTeX
@article{zhou2017places, title={Places: A 10 Million Image Database for Scene Recognition}, author={Zhou, Bolei and Lapedriza, Agata and Khosla, Aditya and Oliva, Aude and Torralba, Antonio}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, year={2017} }Gildenblat, J. and contributors. (2021). PyTorch library for CAM methods.
https://github.com/jacobgil/pytorch-grad-camBibTeX
@misc{jacobgilpytorchcam, title={PyTorch library for CAM methods}, author={Jacob Gildenblat and contributors}, year={2021}, publisher={GitHub}, howpublished={\url{https://github.com/jacobgil/pytorch-grad-cam}} }