FADRA: Frequency-Aware Diffusion with Residual Adaptation for Video Face Restoration
Video face restoration (VFR) aims to recover high-quality and temporally consistent facial details from severely degraded video sequences; however, existing methods still struggle to balance spatial fidelity and temporal coherence under complex degradations. To address this, we propose FADRA, a frequency-aware diffusion framework with iterative residual adaptation specifically tailored for robust VFR. We first leverage the strong temporal consistency of a pre-trained text-to-video diffusion model and introduce lightweight LoRA adapters together with a Low-Quality (LQ) Pixel-Alignment Feature F
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 52%Diffuse-XL →
- PossiblePossibly related (embedding) · 47%hacksider/Deep-Live-Cam →
- FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-xl-base-1.0 →
“Fuzzy title match (0.73): “FADRA: Frequency-Aware Diffusion with Residual Adaptation fo” ≈ “stabilityai/stable-diffusion-xl-base-1.0””
- FuzzySimilar title/name (fuzzy) · 59%CompVis/stable-diffusion-v1-4 →
“Fuzzy title match (0.73): “FADRA: Frequency-Aware Diffusion with Residual Adaptation fo” ≈ “CompVis/stable-diffusion-v1-4””
- FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-3.5-large →
“Fuzzy title match (0.73): “FADRA: Frequency-Aware Diffusion with Residual Adaptation fo” ≈ “stabilityai/stable-diffusion-3.5-large””
- FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-video-diffusion-img2vid-xt →
“Fuzzy title match (0.73): “FADRA: Frequency-Aware Diffusion with Residual Adaptation fo” ≈ “stabilityai/stable-video-diffusion-img2vid-xt””
- LinkedLinked via arxiv author · 85%Jin Jiang →
“FADRA: Frequency-Aware Diffusion with Residual Adaptation for Video Face Restoration”
- LinkedLinked via arxiv author · 85%Jia Wang →
“FADRA: Frequency-Aware Diffusion with Residual Adaptation for Video Face Restoration”