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

Thank you.