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cs.CV2025
NOFT: Test-Time Noise Finetune via Information Bottleneck for Highly Correlated Asset Creation
Jia Li, Nan Gao, Huaibo Huang +1
The diffusion model has provided a strong tool for implementing text-to-image (T2I) and image-to-image (I2I) generation. Recently, topology and texture control are popular explorat…
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
DiffMAC: Diffusion Manifold Hallucination Correction for High Generalization Blind Face Restoration
Nan Gao, Jia Li, Huaibo Huang +4
Blind face restoration (BFR) is a highly challenging problem due to the uncertainty of degradation patterns. Current methods have low generalization across photorealistic and heter…