Emre Akbas

Free-form natural language captions can replace rigid concept layers in models, enabling autonomous discovery of high-quality concepts without the risk of information leakage.

Unlock CLIP's black box: EZPC reveals the "why" behind zero-shot image recognition by grounding predictions in human-understandable concepts, without sacrificing accuracy.

Ditch the hand-crafted post-processing: MatchED's matching-based supervision module finally enables end-to-end learning of crisp edge detection, outperforming traditional methods.