Latest Research in Latent Diffusion Restoration

91 research papers · 0.0 average citations · 2026 median publication year

Top Research Topics in Latent Diffusion Restoration

Highest-Cited Papers

  1. Multi-resolution enhancement for full-spectrum neural representations (2 citations)
  2. Robust image dehazing based on low-rank and sparse decomposition of the degree of polarization
  3. A Testable Computational Framework for Cognitive Enhancement: Information Input, Understanding Emergence, and Bounded Error Dynamics
  4. A Testable Computational Framework for Cognitive Enhancement: Information Input, Understanding Emergence, and Bounded Error Dynamics
  5. Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flares
  6. Compression Hurts, Pooling Helps: Information Loss in Rayleigh-Scale Estimation from B-Mode Ultrasound
  7. Variable-Projection Sparse Functional Principal Component Analysis: Interpretable Functional Dimensionality Reduction with Applications to Raman Spectral Data
  8. The Attention Within: Consensus Dynamics in Selective State Space Models
  9. Visual Autoregressive Priors for RAW-to-sRGB Image Signal Processing
  10. A latent diffusion framework for spatiotemporal enhancement of geostationary satellite imagery
  11. Noise2Noise Revisited: Training Pair Distributions Dominate Loss Choice in Self-Supervised Denoising
  12. Real image denoising algorithm based on the feature adaptive sharing network
  13. Adaptive Plug-and-Play Image Restoration for Diffractive Remote Sensing with a Latent Diffusion Prior
  14. Beyond Episodic AI: Cognitive Field Networks for Biologically Inspired Persistent Cognition
  15. RASR: Retinex-Guided Adaptive One-Step Diffusion for Low-Light Image Super-Resolution
  16. Statistical Analysis of Denoising Filter Effects on GLCM Texture Features
  17. Multimodal Signal Restoration with Signed Twofold Graph Learning
  18. Statistical Analysis of Denoising Filter Effects on GLCM Texture Features
  19. A hybrid Mamba–Transformer model for image restoration
  20. Newton Deep Unfolding for Compressed Sensing

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L2 Region - - 2026 Sep Q3

Latent Diffusion Restoration

91 papers

Top Topics (10)

Computer Vision and Pattern Recognition30
Image Enhancement Techniques13
Advanced Image Processing Techniques9
Machine Learning7
Image and Signal Denoising Methods6
Image and Video Processing5
Methodology2
Advanced Neuroimaging Techniques and Applications2
Image and Video Quality Assessment2
EEG and Brain-Computer Interfaces2

Top Publications (20)

1.Multi-resolution enhancement for full-spectrum neural representations2c2.Robust image dehazing based on low-rank and sparse decomposition of the degree of polarization3.A Testable Computational Framework for Cognitive Enhancement: Information Input, Understanding Emergence, and Bounded Error Dynamics4.A Testable Computational Framework for Cognitive Enhancement: Information Input, Understanding Emergence, and Bounded Error Dynamics5.Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flares6.Compression Hurts, Pooling Helps: Information Loss in Rayleigh-Scale Estimation from B-Mode Ultrasound7.Variable-Projection Sparse Functional Principal Component Analysis: Interpretable Functional Dimensionality Reduction with Applications to Raman Spectral Data8.The Attention Within: Consensus Dynamics in Selective State Space Models9.Visual Autoregressive Priors for RAW-to-sRGB Image Signal Processing10.A latent diffusion framework for spatiotemporal enhancement of geostationary satellite imagery11.Noise2Noise Revisited: Training Pair Distributions Dominate Loss Choice in Self-Supervised Denoising12.Real image denoising algorithm based on the feature adaptive sharing network13.Adaptive Plug-and-Play Image Restoration for Diffractive Remote Sensing with a Latent Diffusion Prior14.Beyond Episodic AI: Cognitive Field Networks for Biologically Inspired Persistent Cognition15.RASR: Retinex-Guided Adaptive One-Step Diffusion for Low-Light Image Super-Resolution16.Statistical Analysis of Denoising Filter Effects on GLCM Texture Features17.Multimodal Signal Restoration with Signed Twofold Graph Learning18.Statistical Analysis of Denoising Filter Effects on GLCM Texture Features19.A hybrid Mamba–Transformer model for image restoration20.Newton Deep Unfolding for Compressed Sensing

Sub-Regions (6)

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