Amitesh Gangrade

Looking Beyond the Known: Towards a Data Discovery Guided Open-World Object Detection

Open-World Object Detection (OWOD) enriches traditional object detectors by enabling continual discovery and integration of unknown objects via human guidance. However, existing OWOD approaches frequently suffer from semantic confusion between known and unknown classes, alongside catastrophic forget…