Generative ML Publications

Medical Imaging Publications

Fast Learning-based Registration of Sparse Clinical Images
  • ACM Conference on Health, Inference, and Learning (CHIL) 2020 [paper]
  • Machine Learning for Healthcare (ML4H) @ NeurIPS 2018 [paper]
  • Women in Machine Learning (WiML) @ NeurIPS 2018
  • Women in Computer Vision (WiCV) @ CVPR 2019 [poster]
  • Amazon Graduate Symposium 2019 [poster]

Exploratory Research

Class Research Projects

Diffusion Model Exploration

  • I spend a lot of time thinking about the creative process around clothing design. When learning about diffusion models, my first curiosity was how good they are at generating new clothing designs from natural world inspiration and prompts. Ideally, I would be able to give both visualizations and text descriptors to the model (working on it); however Stable Diffusion Inpainting can generate a variety of designs (shown left) from text alone!

Interest Map

My current interest map (a concept introduced to me by my friend and labmate Divya Shanmugam) shows categories of questions that I think about day to day. This map contains topics that I want to learn more about (not necessarily tied to my research) and issues that I would like to work towards changing. A small snapshot is shown to the left and the link to the full interest map is [here]

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Photography

Gallery 1: Travel photographs from Acadia
Gallery 2: Abstract photography

Galleries are in progress ...