Detecting Anything Overlooked
in
Semantic Segmentation
Robin Chan
post@robinchan.de
January 31, 2023, Wuppertal, Germany
42. Verleihung der FABU Nachwuchs- und Promotionspreise
Semantic Segmentation
- Vision task: assigning pixels in images to object classes
- Application: e.g. perception system in automated driving
semantic segmentation models might fail...
semantic segmentation models might fail...
... but we work on preventing such failures
Contributions
- novel methods based on uncertainty quantification
- improvement on detecting rare and unknown objects
- more reliable and safer models for semantic segmentation
Contributions
- novel methods based on uncertainty quantification
- improvement on detecting of rare and unknown objects
- more reliable and safer models for semantic segmentation
Reliable Detection of Random Objects
Reliable Detection of Random Objects
Reliable Detection of Random Objects
Reliable Detection of Random Objects
Reliable Detection of Random Objects
Reliable Detection of Random Objects