PortraitCraft: A Benchmark for Portrait Composition Understanding and Generation

ArXi:2604.03611v1 Announce Type: new Portrait composition plays a central role in portrait aesthetics and visual communication, yet existing datasets and benchmarks mainly focus on coarse aesthetic scoring, generic image aesthetics, or unconstrained portrait generation. This limits systematic research on structured portrait composition analysis and controllable portrait generation under explicit composition requirements. In this paper, we