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RefDecoder: Enhancing Visual Generation with Conditional Video Decoding

RefDecoder conditions video VAE decoders on reference images via attention to recover lost detail, boosting reconstruction PSNR by up to 2.1 dB and improving consistency across video generation tasks without retraining.

Xiang Fan, Yuheng Wang, Bohan Fang, Jason Ren and 1 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5