Turgay Çelík

Promptable Concept Segmentation from Above: Evaluating SAM 3's Zero-Shot and One-Shot Capabilities in Remote Sensing

This work introduces a structural adaptation of SAM 3 by repurposing its decoupled binary presence head into a standalone zero-shot classifier, and formulates a novel training-free proxy evaluation protocol for Generalized Zero-Shot tasks (scene classification and instance segmentation).