Author

Ming-Hao Zou

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Preprint Sep 2026

Attention-Scoped Guidance: Training-Free Spatial Control for Image Editing

Instruction-guided image editing should change what the instruction names and leave the rest of the image untouched. In dual classifier-free guidance (CFG), an editor combines two directions at every denoising step, one that pushes toward the instructed edit and one that pulls back toward the source image, using global...

Ze-Yan Li, Wei Zhou, Hadi Amirpour et al. · 0 citations

Preprint Sep 2026

Enhanced Deformable Convolution with Center-invariant Offset and Edge-aware Mask

Deformable convolution networks have recently become popular for many computer vision tasks, especially for semantic segmentation, because of their exceptional capabilities in dynamic spatial modeling. However, due to the dense deformable offsets and the lack of longer-range dependencies, they can not fully adopt prope...

Yi-Xiao Li, Xiao-Yuan Yang, Jin Jiang et al. · 0 citations

Preprint Aug 2026

Modeling Scientific Experiment Scenes: Dataset and Model

The Cross-Modal Dual-Path Generator (CM-DPG), a model for robust open-vocabulary SGG that enhances object-level semantic representations through joint visual-textual encoding and improves relational reasoning using complementary visual and geometric cues, is proposed.

Ming-Hao Zou, Qingtian Zeng, Shangkun Liu et al. · 0 citations