other cars
how far?
Don't run them over!!
which traffic light?
Semantic segmentation (Cityscapes dataset)
road
car
person
sidewalk
traffic light
vegetation
pole
building
P(person)
P(horse)
:
P(dog)
dog
person
Deep learning for semantic part segmentation with high-level guidance, Tsogkas et al., arxiv
Alzheimer's:
structure degeneration
Schizophrenia: volume abnormalities
[Shenton M.E. et al., Psychiatry Res. 2002]
Tumors: avoid radiation on sensitive regions
[Hoehn D. et al., Journal of Medical Cases, 2012]
Putamen
Ventricle
Caudate
Amygdala
Hippocampus
Visualization and inspection
No need for manual annotation
(time consuming, need experts,
limited reproducibility)
Non-invasive diagnosis and treatment
Subcortical brain structure segmentation using FCNNs, Tsogkas et al., ISBI 2016
Our results
Groundtruth