2023-03-06.md

2022-03-06

Agenda

• nVidia GTC

  • March 20-23
  • https://www.nvidia.com/gtc/?ncid=GTC-NV0MZR1P
  • Free!
  • Medical Imaging Talks (35 on medical)
    • Monai
    • Monai for enterprise
    • Monai for inference
    • Generative AI - generate medical images on the fly
    • Synthetic contrast series
    • Auto 3D segmentation
    • Large language models (radiology reporting)

• Large Language Models and Medical Imaging

  • https://www.pcgamer.com/nvidia-predicts-ai-models-one-million-times-more-powerful-than-chatgpt-within-10-years/
  • datascience.cancer.gov talk today on this
    • https://datascience.cancer.gov/news-events/events/chatgpt-and-potential-healthcare-implications-large-language-models
  • M3GAN
  • Singularity: https://en.wikipedia.org/wiki/Technological_singularity
  • Hospitals being their own "AI Factory"?
    • local data / protocols
    • personalization
    • Does this require cloud computing?
    • Labeling is hard
      • need to integrate into radiologist workflow
    • ChatGPT is good and summarizing and translating
      • Vendors don't have a good way of tracking Algorithm performance at a site
      • "Model drift"
    • "Data is the new source code"
    • Data is still messy/dirty - standard procedure codes
      • Trying to standardize procedure codes in canada
      • Wide variety of procedure codes today - lots of creativity
    • Total Segmentator
      • https://github.com/wasserth/TotalSegmentator
      • https://www.youtube.com/watch?v=jkASWlgCZ88&list=PLtoSVSQ2XzyAJAGzaHF0nUIkav0BnxhrJ&index=6
      • https://www.youtube.com/playlist?list=PLtoSVSQ2XzyAJAGzaHF0nUIkav0BnxhrJ)

• Poll - who is going to figure out AI/ML In medical imaging?

  1. Cloud Vendor(s)
  2. Large radiology group
  3. Academic Medical Center
  4. Startup
  5. Major Vendor
  6. Researcher/PostDoc
  7. All of the above?
  8. Other?

• Backup facilitator(s)

  • email me at [email protected] if interested

• floating point pixel data

  • Parametric Map SOP Class - only thing that does this
  • QUICKR created one - Andre F, David Clunie - Steve Pieper can find this
  • https://groups.google.com/g/comp.protocols.dicom/c/S8utOHyhmdk/m/PQUOpYjpCQAJ
  • https://groups.google.com/g/comp.protocols.dicom/c/ui02tDJ9doQ/m/6ik0MnOi_DIJ