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Author

Bing-De Liu

2 papers indexed here

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Preprint Aug 2026

Efficient and High-Quality Depth Estimation via Pixel-Space Diffusion with Linear Attention

Extensive evaluations on multiple benchmarks demonstrate that Lapis consistently achieves state-of-the-art (SOTA) accuracy and boundary sharpness across various resolutions, reducing inference latency by up to 7.6 times compared to previous SOTA generative models.

Bing-De Liu, Wu Ran, Jinglei Zhang et al. · 1 citation

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