Water-Filling: An Efficient Algorithm for Digitized Document Shadow Removal
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Abstract (arXiv)
In this paper, we propose a novel algorithm to rectify illumination of the digitized documents by eliminating shading artifacts. Firstly, a topographic surface of an input digitized document is created using luminance value of each pixel. Then the shading artifact on the document is estimated by simulating an immersion process. The simulation of the immersion process is modeled using a novel diffusion equation with an iterative update rule. After estimating the shading artifacts, the digitized document is reconstructed using the Lambertian surface model. In order to evaluate the performance of the proposed algorithm, we conduct rigorous experiments on a set of digitized documents which is generated using smartphones under challenging lighting conditions. According to the experimental results, it is found that the proposed method produces promising illumination correction results and outperforms the results of the state-of-the-art methods.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Apr 2019.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 5; 2024: 3; 2025: 4; 2026: 2.
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- 2023High-Resolution Document Shadow Removal via A Large-Scale Real-World Dataset and A Frequency-Aware Shadow Erasing Netcited by 36
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Taskscited by 27
- 2022ShaDocNet: Learning Spatial-Aware Tokens in Transformer for Document Shadow Removalcited by 16
- 2022UDoc-GAN: Unpaired Document Illumination Correction with Background Light Priorcited by 15
- 2023DocDeshadower: Frequency-Aware Transformer for Document Shadow Removalcited by 9
- 2021Light-weight Document Image Cleanup using Perceptual Losscited by 6
- 2024S3R-Net: A Single-Stage Approach to Self-Supervised Shadow Removalcited by 6
- 2023LP-IOANet: Efficient High Resolution Document Shadow Removalcited by 5
- 2025Uni-DocDiff: A Unified Document Restoration Model Based on Diffusioncited by 5
- 2023ShaDocFormer: A Shadow-Attentive Threshold Detector With Cascaded Fusion Refiner for Document Shadow Removalcited by 2
- 2023DECDM: Document Enhancement using Cycle-Consistent Diffusion Modelscited by 1
- 2025Leveraging Contrast Information for Efficient Document Shadow Removalcited by 1
5 more
- 2024RenDetNet: Weakly-supervised Shadow Detection with Shadow Caster Verificationcited by 0
- 2025DocShaDiffusion: Diffusion Model in Latent Space for Document Image Shadow Removalcited by 0
- 2025MatteViT: High-Frequency-Aware Document Shadow Removal with Shadow Matte Guidancecited by 0
- 2026DocPure: Prompt-Free Unified Document Restoration via Degradation-Aware Structure-Guided Wavelet Modulationcited by 0
- 2026ENet-GP: Unified Document Image Restorationcited by 0
- 2026ENet-GP: Unified Document Image Restoration27 Sep 2026
- 2026DocPure: Prompt-Free Unified Document Restoration via Degradation-Aware Structure-Guided Wavelet Modulation10 Aug 2026
- 2025MatteViT: High-Frequency-Aware Document Shadow Removal with Shadow Matte Guidance9 Dec 2025
- 2025Uni-DocDiff: A Unified Document Restoration Model Based on Diffusion6 Aug 2025
- 2025DocShaDiffusion: Diffusion Model in Latent Space for Document Image Shadow Removal2 Jul 2025
- 2025Leveraging Contrast Information for Efficient Document Shadow Removal1 Apr 2025
- 2024RenDetNet: Weakly-supervised Shadow Detection with Shadow Caster Verification30 Aug 2024
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks7 May 2024
- 2024S3R-Net: A Single-Stage Approach to Self-Supervised Shadow Removal18 Apr 2024
- 2023DECDM: Document Enhancement using Cycle-Consistent Diffusion Models16 Nov 2023
- 2023ShaDocFormer: A Shadow-Attentive Threshold Detector With Cascaded Fusion Refiner for Document Shadow Removal13 Sep 2023
- 2023High-Resolution Document Shadow Removal via A Large-Scale Real-World Dataset and A Frequency-Aware Shadow Erasing Net27 Aug 2023
5 more
- 2023DocDeshadower: Frequency-Aware Transformer for Document Shadow Removal28 Jul 2023
- 2023LP-IOANet: Efficient High Resolution Document Shadow Removal22 Mar 2023
- 2022ShaDocNet: Learning Spatial-Aware Tokens in Transformer for Document Shadow Removal30 Nov 2022
- 2022UDoc-GAN: Unpaired Document Illumination Correction with Background Light Prior15 Oct 2022
- 2021Light-weight Document Image Cleanup using Perceptual Loss19 May 2021
- 2023High-Resolution Document Shadow Removal via A Large-Scale Real-World Dataset and A Frequency-Aware Shadow Erasing Netcited by 36
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Taskscited by 27
- 2022ShaDocNet: Learning Spatial-Aware Tokens in Transformer for Document Shadow Removalcited by 16
- 2022UDoc-GAN: Unpaired Document Illumination Correction with Background Light Priorcited by 15
- 2023DocDeshadower: Frequency-Aware Transformer for Document Shadow Removalcited by 9
- 2021Light-weight Document Image Cleanup using Perceptual Losscited by 6
- 2024S3R-Net: A Single-Stage Approach to Self-Supervised Shadow Removalcited by 6
- 2023LP-IOANet: Efficient High Resolution Document Shadow Removalcited by 5
- 2025Uni-DocDiff: A Unified Document Restoration Model Based on Diffusioncited by 5
- 2023ShaDocFormer: A Shadow-Attentive Threshold Detector With Cascaded Fusion Refiner for Document Shadow Removalcited by 2
- 2025Leveraging Contrast Information for Efficient Document Shadow Removalcited by 1
- 2024RenDetNet: Weakly-supervised Shadow Detection with Shadow Caster Verificationcited by 0
12 most cited of 15 All 15 (JSON)
- 2026ENet-GP: Unified Document Image Restoration27 Sep 2026
- 2026DocPure: Prompt-Free Unified Document Restoration via Degradation-Aware Structure-Guided Wavelet Modulation10 Aug 2026
- 2025MatteViT: High-Frequency-Aware Document Shadow Removal with Shadow Matte Guidance9 Dec 2025
- 2025Uni-DocDiff: A Unified Document Restoration Model Based on Diffusion6 Aug 2025
- 2025Leveraging Contrast Information for Efficient Document Shadow Removal1 Apr 2025
- 2024RenDetNet: Weakly-supervised Shadow Detection with Shadow Caster Verification30 Aug 2024
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks7 May 2024
- 2024S3R-Net: A Single-Stage Approach to Self-Supervised Shadow Removal18 Apr 2024
- 2023ShaDocFormer: A Shadow-Attentive Threshold Detector With Cascaded Fusion Refiner for Document Shadow Removal13 Sep 2023
- 2023High-Resolution Document Shadow Removal via A Large-Scale Real-World Dataset and A Frequency-Aware Shadow Erasing Net27 Aug 2023
- 2023DocDeshadower: Frequency-Aware Transformer for Document Shadow Removal28 Jul 2023
- 2023LP-IOANet: Efficient High Resolution Document Shadow Removal22 Mar 2023
12 newest of 15 All 15 (JSON)