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ziqiangoodgood/MIRAGE

MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing Ziqian Liu and Stephan Alaniz Abstract: Instruction-guided image editing has seen remarkable progress with models like FLUX.2 and Qwen-Image-Edit, yet they still struggle with complex scenarios involving 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… See the full description on the dataset page: https://huggingface.co/datasets/ziqiangoodgood/MIRAGE.

Author / organizationziqiangoodgood
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Created20 March 2026
Last updated at source8 April 2026
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  • 17 Oct 2026 Description: MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing Ziqian Liu and Stephan Alaniz Abstract: Instruction-guided image editing has seen remarkable progress with models like FLUX.2 and Qwen-Image-Edit, yet they still struggle with c → MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing Ziqian Liu and Stephan Alaniz Abstract: Instruction-guided image editing has seen remarkable progress with models like FLUX.2 and Qwen-Image-Edit, yet they still struggle with c

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