Tingting Jiang

UGC-enhanced images can harbor subtle anomalies that existing quality assessment methods completely overlook, but our new framework identifies these issues with unprecedented precision.

Static geometric features are holding back MLLMs' spatial reasoning abilities; GeoAlign's dynamic, content-aware routing of multi-layer features unlocks SOTA performance with a compact model.