mlsanityData to 7 Oct 2026

ErA: Error-Aware Deep Unrolling Network for Single Image Defocus Deblurring

arXiv 2606.06540 ↗First posted 4 Jun 2026eess.IV cs.CVcited by 0

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Abstract (arXiv)

We introduce ErA (Error-Aware Deep Unrolling Network), an end-to-end frame work for single-image defocus deblurring. ErA jointly learns a compact kerne basis and per-pixel weights, while an error-aware term in Augmented Lagrangian unrolling corrects kernel estimation errors via alternating updates and ResUNet denoisers. It achieves state-of-the-art PSNR/SSIM on DPDD, RealDOF, and RTF, and shows strong generalization on CUHK without ground truth.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 19 of its 39 references that are in the map. First posted on arXiv 4 Jun 2026.

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19 of 39 references.

References · 19

  1. 2016Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurringcited by 722
  2. 2018Scale-recurrent Network for Deep Image Deblurringcited by 332
  3. 2019ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed datacited by 260
  4. 2020Deep Unfolding Network for Image Super-Resolutioncited by 253
  5. 2020Defocus Deblurring Using Dual-Pixel Datacited by 138
  6. 2021Iterative Filter Adaptive Network for Single Image Defocus Deblurringcited by 85
  7. 2018Denoising Prior Driven Deep Neural Network for Image Restorationcited by 80
  8. 2014Learning to Deblurcited by 66
  9. 2021Single Image Defocus Deblurring Using Kernel-Sharing Parallel Atrous Convolutionscited by 54
  10. 2022Learning to Deblur using Light Field Generated and Real Defocus Imagescited by 46
  11. 2016Learning Fully Convolutional Networks for Iterative Non-blind Deconvolutioncited by 26
  12. 2017A Unified Approach of Multi-scale Deep and Hand-crafted Features for Defocus Estimationcited by 25
7 more
  1. 2024Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurringcited by 25
  2. 2021Gaussian Kernel Mixture Network for Single Image Defocus Deblurringcited by 20
  3. 2019An Algorithm Unrolling Approach to Deep Image Deblurringcited by 14
  4. 2024A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learningcited by 13
  5. 2021Non-uniform Blur Kernel Estimation via Adaptive Basis Decompositioncited by 10
  6. 2024Deep Joint Unrolling for Deblurring and Low-Light Image Enhancement (JUDE)cited by 4
  7. 2022SVBR-NET: A Non-Blind Spatially Varying Defocus Blur Removal Networkcited by 2

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