Author

Mai Xu

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Preprint Sep 2026

SegBanana: Steering Unified Multimodal Models into Medical Segmenters

Medical image segmentation remains challenging in practical deployment, as models often struggle to generalize beyond the distributions covered by their training data and high-quality pixel-level annotations are typically unavailable for adaptation. Inspired by the cross-task transferability of large language models, w...

Xiao-Ye Liang, Ye Yan, Ming-Ze Yin et al. · 0 citations

Aug 2026

P4VC: Positive Perturbation based Perceptual Preprocessing Framework for Video Compression.

Recent advancements in deep learning have significantly propelled the enhancement of video compression frameworks, encompassing both encoder-side and postprocessing methods. However, these extensively explored methodologies have reached their limits, offering diminishing returns for further improvement. To overcome the...

Mai Xu, Yichen Guo, Shang-Mou Zhang et al. · IEEE Transactions on Pattern... · 0 citations