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Qiang Tang

3 accepted papers

2025

FreeControl: Efficient, Training-Free Structural Control via One-Step Attention Extraction

NeurIPS 2025poster

Controlling the spatial and semantic structure of diffusion-generated images remains a challenge. Existing methods like ControlNet rely on handcrafted condition maps and retraining, limiting flexibility and generalization. Inversion-based approaches offer stronger alignment but incur high inference…

Cited by 0SourceScholar
2025

One-Shot Learning for Pose-Guided Person Image Synthesis in the Wild

ICASSP 2025accepted

Current Pose-Guided Person Image Synthesis (PGPIS) methods depend heavily on large amounts of labeled triplet data to train the generator in a supervised manner. However, they often falter when applied to in-the-wild samples, primarily due to the distribution gap between the training datasets and re…

Cited by 4SourceScholar
2020

Contextual Residual Aggregation for Ultra High-Resolution Image Inpainting

CVPR 2020oral

Recently data-driven image inpainting methods have made inspiring progress, impacting fundamental image editing tasks such as object removal and damaged image repairing. These methods are more effective than classic approaches, however, due to memory limitations they can only handle low-resolution i…

Cited by 443PDFcodeScholar