AI RESEARCH

MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing

arXiv CS.CV

ArXi:2604.05180v1 Announce Type: new Instruction-guided image editing has seen remarkable progress with models like FLUX.2 and Qwen-Image-Edit, yet they still struggle with complex scenarios with multiple similar instances each requiring individual edits. We observe that state-of-the-art models suffer from severe over-editing and spatial misalignment when faced with multiple identical instances and composite instructions. To this end, we