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Distribution Matching Losses Can Hallucinate Features in Medical Image Translation

September 20, 2018 Joseph Paul Cohen Presentations 0

Download the lecture pdf or view it online

At MICCAI 2018 my presentation about why image translation (via distribution matching) should not be used for direct interpretation. ArXiv paper here: https://arxiv.org/abs/1805.08841

Selected Projects

  • Gifsplanation via Latent Shift for Counterfactual Generation

    February 19, 2021
  • TorchXRayVision: A library for chest X-ray datasets and models. Including pre-trained models

    January 4, 2021
  • Building a public COVID-19 dataset of X-ray and CT scans

    March 21, 2020
  • Icentia11k ECG Dataset

    October 1, 2019
  • Chester the AI Radiology Assistant

    January 31, 2019
  • ShortScience.org – share summaries of research papers

    April 15, 2016
  • BlindTool – A mobile app that gives a “sense of vision” to the blind with deep learning

    December 31, 2015
  • Academic Torrents – A Platform for Sharing Data

    October 15, 2013
  • Blucat – netcat for Bluetooth

    September 26, 2012
Presentations
  • Medical Imaging with Deep Learning Tutorial

    July 13, 2020
  • Generalization challenges and making models right for the right reasons in medicine

    February 14, 2020
  • Representation learning

    February 10, 2020
  • Machine Learning for Medical Text and EHR (word2vec, RNNs)

    December 20, 2018
  • Distribution Matching Losses Can Hallucinate Features in Medical Image Translation

    September 20, 2018
  • A survey of deep learning approaches to medical applications

    February 1, 2018
  • Working with a Raspberry Pi

    October 29, 2015
  • High Performance Computing How-To

    February 28, 2015
References
  • Dealing with internet restricted compute nodes in a cluster

    August 16, 2019
  • Research Advice

    February 16, 2019
  • Printing through an SSH server to LP

    April 18, 2018
  • Machine Learning and Deep Learning References

    April 13, 2017
  • Jupyter notebook and HPC systems

    February 16, 2017
  • Visualizing CNN architectures side by side with mxnet

    January 14, 2016
  • Cyber Security Competition Study Guide

    September 7, 2015
  • Visualization of Attribute Subset Wrapper Search Space

    January 31, 2015
Reports
  • Let’s stop reviewing for publishers that profit from research

    July 8, 2021
  • No more page numbers

    February 7, 2018
  • Visualizing CNN architectures side by side with mxnet

    January 14, 2016
  • HRSC vs HiRISE Martian Imagery

    December 2, 2013
  • Open Letter: Students Facing a Systematic Disadvantage at UMass Boston

    March 24, 2013
Software
  • TorchXRayVision: A library for chest X-ray datasets and models. Including pre-trained models

    January 4, 2021
  • JoeGlass (MyGlass Replacement)

    December 23, 2013
  • UMass Boston Wifi Autologin

    October 26, 2012
  • Blucat – netcat for Bluetooth

    September 26, 2012
  • Pojo Explorer for Java

    July 3, 2012
  • GravityScript – add gravity to websites for fun

    April 20, 2011

2023 Joseph Paul Cohen