Human-Aligned MLLM Judges for Fine-Grained Image Editing Evaluation: A Benchmark, Framework, and Analysis. - Runzhou Liu; Hailey Weingord; Sejal Mittal; Prakhar Dungarwal; Anusha Nandula; Bo Ni; Samyadeep Basu; Hongjie Chen 003; Nesreen K. Ahmed; Li Li 006; Jiayi Zhang; Koustava Goswami; et al. (CoRR, 2026)