Workshop on Interpretable and Explainable Machine Vision

This is a local copy of arXiv:1909.07245v1 DOIs have been added to this document.


Editor: Alun Preece

Title: How to Manipulate CNNs to Make Them Lie: the GradCAM Case, [pdf, ArXiv pdf, other]
Authors: Tom Viering, Ziqi Wang, Marco Loog, Elmar Eisemann
DOI: https://dx.doi.org/10.5244/C.33.330
arXiv:1907.10901
Presented at BMVC 2019: Workshop on Interpretable and Explainable Machine Vision, Cardiff, UK.
Subjects: Computer Vision and Pattern Recognition (cs.CV); Cryptography and Security (cs.CR); Machine Learning (cs.LG)
Title: Gradient Weighted Superpixels for Interpretability in CNNs, [pdf, ArXiv pdf, other]
Authors: Thomas Hartley, Kirill Sidorov, Christopher Willis, David Marshall
DOI: https://dx.doi.org/10.5244/C.33.331
arXiv:1908.08997
Presented at BMVC 2019: Workshop on Interpretable and Explainable Machine Vision, Cardiff, UK
Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Machine Learning (stat.ML)
Title: Explanation based Handwriting Verification [pdf, arXiv pdf, other]
Authors: Mihir Chauhan, Mohammad Abuzar Shaikh, Sargur N. Srihari
DOI: https://dx.doi.org/10.5244/C.33.332
arXiv:1909.02548
Presented at BMVC 2019: Workshop on Interpretable and Explainable Machine Vision, Cardiff, UK
Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)
Title: Investigating Convolutional Neural Networks using Spatial Orderness [pdf, arXiv pdf, other]
Authors: Rohan Ghosh, Anupam K. Gupta, Mehul Motani
DOI: https://dx.doi.org/10.5244/C.33.333
arXiv:1908.06416
Presented at BMVC 2019: Workshop on Interpretable and Explainable Machine Vision, Cardiff, UK
Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (stat.ML)
Title: Explainable Deep Learning for Video Recognition Tasks: A Framework & Recommendations [pdf, arXiv pdf, other]
Authors: Liam Hiley, Alun Preece, Yulia Hicks
DOI: https://dx.doi.org/10.5244/C.33.334
arXiv:1909.05667
Presented at BMVC 2019: Workshop on Interpretable and Explainable Machine Vision, Cardiff, UK.
Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Human-Computer Interaction (cs.HC); Image and Video Processing (eess.IV); Machine Learning (stat.ML)
Title: Illuminated Decision Trees with Lucid [pdf, pdf, other]
Authors: David Mott, Richard Tomsett
DOI: https://dx.doi.org/10.5244/C.33.335
arXiv:1909.05644
Presented at BMVC 2019: Workshop on Interpretable and Explainable Machine Vision, Cardiff, UK
Subjects: Computer Vision and Pattern Recognition (cs.CV); Human-Computer Interaction (cs.HC); Machine Learning (cs.LG)