Hongyang Zhang

Ambiguous object selection in text-guided image editing is solved by directly annotating the canvas, achieving state-of-the-art performance in complex edits.

Direct 2D spatial composition with four binding types unlocks unprecedented controllability in poster generation, outperforming prompt-based methods.

A seemingly significant interaction in LLM judge audits may be a mirage, driven by scale limitations rather than true preference differences.