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cs.CV2026
MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing
Ziqian Liu, Stephan Alaniz
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 inst…
cs.CV2025
Learning Common and Salient Generative Factors Between Two Image Datasets
Yunlong He, Gwilherm Lesné, Ziqian Liu +2
Recent advancements in image synthesis have enabled high-quality image generation and manipulation. Most works focus on: 1) conditional manipulation, where an image is modified con…