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Author

Xin Cai

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Jul 2026

Twins: Learn to Predict Unified Representations with Focal Loss

Twin, a unified continuous token space formed by channel-wise concatenating ViT and VAE features on the same token grid, so the sequence length is unchanged and attention cost does not increase is proposed, which performs competitively on multimodal understanding benchmarks and improves reconstruction fidelity.

Kaixiong Gong, Xin Cai, Bin Lin et al. · 0 citations
Jul 2026

RealVDeblur: One-Step Diffusion for Generalizable Real-World Video Deblurring

An efficient generative framework designed to improve in-the-wild robustness under diverse real capture conditions and demonstrate strong perceptual quality, semantic fidelity, and temporal consistency on unseen videos, as well as improved robustness in downstream 3D reconstruction under severe motion blur.

Renbiao Jin, Ming-Hsuan Yang, Yutian Chen et al. · 0 citations

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