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20242026
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cs.CV2026

Hallo4D: Multi-Modal Hallucination Mitigation for Consistent Spatio-Temporal Generation

Hongbo Wang, Huaibo Huang, Jie Cao +3

While recent advances in 3D generation have enabled impressive visual synthesis, existing methods often rely on 2D diffusion supervision without explicit mechanisms for geometric c…

cs.CV2026

Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution

Hongbo Wang, Huaibo Huang, Pin Wang +3

Generative priors in Image Super-Resolution (SR) often compromise faithful restoration, we attribute this limitation to a fundamental spectral misalignment between isotropic object…

cs.CV2025

InfoBFR: Real-World Blind Face Restoration via Information Bottleneck

Nan Gao, Jia Li, Huaibo Huang +2

Blind face restoration (BFR) is a highly challenging problem due to the uncertainty of data degradation patterns. Current BFR methods have realized certain restored productions but…

cs.CV2024

LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration

Yuang Ai, Huaibo Huang, Ran He

Prompt-based all-in-one image restoration (IR) frameworks have achieved remarkable performance by incorporating degradation-specific information into prompt modules. Nevertheless,…

cs.CV2024

ZePo: Zero-Shot Portrait Stylization with Faster Sampling

Jin Liu, Huaibo Huang, Jie Cao +1

Diffusion-based text-to-image generation models have significantly advanced the field of art content synthesis. However, current portrait stylization methods generally require eith…