Open Internet by MindsNet

Silent Failure Mode in Closed-Set Classification for Safety-Critical Applications

Closed-set classification models, like YOLO, have a silent failure mode where they confidently misclassify out-of-distribution inputs, posing significant risks in safety-critical applications such as edible and toxic plant identification.

Computing & Technology, Computer Science, Machine Learning