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Preprint Aug 2026

Depth-Dominant Skeleton Detection for Natural Scenes

To date, all natural scene skeleton detection follows the paradigm of taking RGB images as the sole input; despite notable progress, methods under this paradigm suffer significant performance degradation on complex-content images. We observe that depth images are inherently insensitive to color and texture, and can pro...

C. Rao, Yixuan Deng, Min Li et al. · 0 citations
Open access 2026

Multi-Scale Contextual Alignment and Sequence-Adaptive Attention for Video Summarization

MASA, a parameter-compact framework built around Multi-Scale Contextual Alignment and Sequence-Adaptive Attention for frame-level importance prediction, supports competitive rank-correlation performance with an 11.44M-parameter scoring model, while the measured computational cost shows that parameter compactness should...

Lian Liu, Ye Li, Xin-Yi Lan · 0 citations

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