NTIRE 2020 Challenge on Image Demoireing: Methods and Results
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Abstract (arXiv)
This paper reviews the Challenge on Image Demoireing that was part of the New Trends in Image Restoration and Enhancement (NTIRE) workshop, held in conjunction with CVPR 2020. Demoireing is a difficult task of removing moire patterns from an image to reveal an underlying clean image. The challenge was divided into two tracks. Track 1 targeted the single image demoireing problem, which seeks to remove moire patterns from a single image. Track 2 focused on the burst demoireing problem, where a set of degraded moire images of the same scene were provided as input, with the goal of producing a single demoired image as output. The methods were ranked in terms of their fidelity, measured using the peak signal-to-noise ratio (PSNR) between the ground truth clean images and the restored images produced by the participants' methods. The tracks had 142 and 99 registered participants, respectively, with a total of 14 and 6 submissions in the final testing stage. The entries span the current state-of-the-art in image and burst image demoireing problems.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 May 2020.
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Citing papers per year: 2021: 4; 2022: 1; 2023: 2; 2024: 0; 2025: 2.
9 papers.
- 2021Towards Domain Invariant Single Image Dehazingcited by 17
- 2023Recaptured Raw Screen Image and Video Demoir'eing via Channel and Spatial Modulationscited by 12
- 2021SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformerscited by 7
- 2021Evaluating COPY-BLEND Augmentation for Low Level Vision Taskscited by 4
- 2021Moir'e Attack (MA): A New Potential Risk of Screen Photoscited by 4
- 2022Compound Multi-branch Feature Fusion for Real Image Restorationcited by 2
- 2025Video Demoireing using Focused-Defocused Dual-Camera Systemcited by 2
- 2023Docmarking: Real-Time Screen-Cam Robust Document Image Watermarkingcited by 1
- 2025SIDME: Self-supervised Image Demoir'eing via Masked Encoder-Decoder Reconstructioncited by 0
- 2025Video Demoireing using Focused-Defocused Dual-Camera System5 Aug 2025
- 2025SIDME: Self-supervised Image Demoir'eing via Masked Encoder-Decoder Reconstruction16 Apr 2025
- 2023Recaptured Raw Screen Image and Video Demoir'eing via Channel and Spatial Modulations31 Oct 2023
- 2023Docmarking: Real-Time Screen-Cam Robust Document Image Watermarking25 Apr 2023
- 2022Compound Multi-branch Feature Fusion for Real Image Restoration2 Jun 2022
- 2021SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformers17 Dec 2021
- 2021Moir'e Attack (MA): A New Potential Risk of Screen Photos20 Oct 2021
- 2021Evaluating COPY-BLEND Augmentation for Low Level Vision Tasks10 Mar 2021
- 2021Towards Domain Invariant Single Image Dehazing9 Jan 2021