Out-of-Distribution Detection / Academic research
When an input does not belong.
My HCMUT undergraduate thesis surveying out-of-distribution detection techniques.
The blue clusters illustrate inputs similar to the training distribution.
Conceptual illustration of in-distribution and out-of-distribution inputs. This is an academic thesis, not a deployed product.
Stack
- Out-of-distribution detection
- Machine learning
The work.
For my Computer Science degree at Ho Chi Minh University of Technology, I completed a thesis titled “A Survey of Out-of-Distribution Detection Techniques.” It explores the problem of recognizing inputs that differ from the data a model was trained on.
My contribution
A focused research survey
Surveyed out-of-distribution detection techniques as my undergraduate thesis at HCMUT.