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PixelDense: Dense Prediction as Representation Alignment for Pixel Diffusion
PixelDense aligns pixel diffusion with frozen dense-prediction teachers via separate semantic and geometric projection streams and orthogonality penalties, improving GenEval to 0.8093 and training speed by 1.23x.
Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 20 on Hugging Face · Code ★ 3
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AI panel: 16 of 20 reviewers recommend it
lenient 3/5
medium 9/10
strict 4/5