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Work targets (Project activities (Life science, robotic surgery, v&v…
Work targets
Project activities
Life science
robotic surgery
v&v of algorithms
diabetic eye disease
brain data processing
brain web tools
endoscopy
ML Development
Data pipeline :floppy_disk:
Import
image data
annotations
associated input
segregate
cvpartition
filter
add metadata
image info
source
tags
descriptions
Augment
process
resampling
resizing
tiling
normalizing
formatting
Review
Visualize
Annotate
Summarize
Distribution
flow rates
ML algorithms
off-the shelf :books:
experimental mods :mag:
Training pipeline :computer:
Data loaders
Expt bookkeeping (Sacred)
Data transformers
Tracking (tensorboard/visdom)
Loss functions
Post-processing
Decision algorithms :link:
image algorithms :bulb:
Evaluation
metrics :bar_chart:
Analytics
case isolation
comparison
Publications
Methods and reports
brain
cancer survival
Technical
Eye
Conf
SPIE
Journal
Histopath
Journal
conf
Miccai workshop
clinical research
eye
Challenges
Miccai
NIPS