New Benchmark Reveals AI Image Editors Struggle With Multiple Similar Objects

Researchers introduced MIRAGE, a training-free framework addressing critical failures in instruction-guided image editing models like FLUX.2 when handling multiple identical instances requiring different edits. The team also released MIRA-Bench, a comprehensive benchmark for evaluating fine-grained consistency in complex multi-instance editing scenarios, showing MIRAGE significantly outperforms existing methods.