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cs.CV2025
Instruction Guided Multi Object Image Editing with Quantity and Layout Consistency
Jiaqi Tan, Fangyu Li, Yang Liu
Instruction driven image editing with standard CLIP text encoders often fails in complex scenes with many objects. We present QL-Adapter, a framework for multiple object editing th…
cs.CV2025
Robust Multimodal Semantic Segmentation with Balanced Modality Contributions
Jiaqi Tan, Xu Zheng, Fangyu Li +1
Multimodal semantic segmentation enhances model robustness by exploiting cross-modal complementarities. However, existing methods often suffer from imbalanced modal dependencies, w…