2026
TALON: Test-time Adaptive Learning for On-the-Fly Category Discovery
CVPR 2026
On-the-fly category discovery (OCD) aims to recognize known categories while simultaneously discovering novel ones from an unlabeled online stream, using a model trained only on labeled data. Existing approaches freeze the feature extractor trained offline and employ a hash-based framework that quan