Haotong Lin (@HaotongLin)

2025-10-10 | โค๏ธ 56 | ๐Ÿ” 3


Thank you for sharing our work! Marigold is really cool! However, itโ€™s somewhat limited by the image VAE โ€” many flying points appear just after encoding a perfect ground-truth depth. Pixel-space diffusion to the rescue ๐Ÿš€


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Anton Obukhov (@AntonObukhov1)

Pixel-Perfect-Depth: the paper aims to fix Marigoldโ€™s loss of sharpness induced by VAE by using VFMs (VGGT/DAv2) and a DiT-based pixel decoder to refine the predictions and achieve clean depth discontinuities. Video by authors. https://t.co/6Hodqhcafi

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AI-ML