VOS - Learning What You Don't Know By Virtual Outlier Synthesis

VOS - Learning What You Don't Know By Virtual Outlier Synthesis

Aleksa Gordić - The AI Epiphany via YouTube Direct link

Results

8 of 11

8 of 11

Results

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

VOS - Learning What You Don't Know By Virtual Outlier Synthesis

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Intro to the OOD problem
  2. 2 High-level VOS explanation
  3. 3 Alternative synthesis approach GANs
  4. 4 Diving deeper into the method
  5. 5 Uncertainty loss component
  6. 6 Inference-time OOD detection
  7. 7 Method step-by-step overview
  8. 8 Results
  9. 9 Computational cost
  10. 10 Ablations, visualization
  11. 11 Outro

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.