AIM 2019 Challenge on Image Demoireing: Dataset and Study
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Abstract (arXiv)
This paper introduces a novel dataset, called LCDMoire, which was created for the first-ever image demoireing challenge that was part of the Advances in Image Manipulation (AIM) workshop, held in conjunction with ICCV 2019. The dataset comprises 10,200 synthetically generated image pairs (consisting of an image degraded by moire and a clean ground truth image). In addition to describing the dataset and its creation, this paper also reviews the challenge tracks, competition, and results, the latter summarizing the current state-of-the-art on this dataset.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Nov 2019.
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Citing papers per year: 2021: 2; 2022: 1; 2023: 2; 2024: 1; 2025: 4; 2026: 3.
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- 2024Towards Data-Centric Face Anti-Spoofing: Improving Cross-domain Generalization via Physics-based Data Synthesiscited by 16
- 2023Real-Time Image Demoireing on Mobile Devicescited by 13
- 2021SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformerscited by 7
- 2023FPANet: Frequency-based Video Demoireing using Frame-level Post Alignmentcited by 6
- 2021Moir'e Attack (MA): A New Potential Risk of Screen Photoscited by 4
- 2025Image Demoir'eing Using Dual Camera Fusion on Mobile Phonescited by 3
- 2022Compound Multi-branch Feature Fusion for Real Image Restorationcited by 2
- 2025Video Demoireing using Focused-Defocused Dual-Camera Systemcited by 2
- 2025Moir'eXNet: Adaptive Multi-Scale Demoir'eing with Linear Attention Test-Time Training and Truncated Flow Matching Priorcited by 1
- 2025SIDME: Self-supervised Image Demoir'eing via Masked Encoder-Decoder Reconstructioncited by 0
- 2026MoireMix: A Formula-Based Data Augmentation for Improving Image Classification Robustnesscited by 0
- 2026JND-Guided Neural Watermarking with Spatial Transformer Decoding for Screen-Capture Robustnesscited by 0
1 more
- 2026Improving Complex Moir'e Removal with Generative Supervision18 Aug 2026
- 2026MoireMix: A Formula-Based Data Augmentation for Improving Image Classification Robustness26 Mar 2026
- 2026JND-Guided Neural Watermarking with Spatial Transformer Decoding for Screen-Capture Robustness24 Mar 2026
- 2025Video Demoireing using Focused-Defocused Dual-Camera System5 Aug 2025
- 2025Moir'eXNet: Adaptive Multi-Scale Demoir'eing with Linear Attention Test-Time Training and Truncated Flow Matching Prior19 Jun 2025
- 2025Image Demoir'eing Using Dual Camera Fusion on Mobile Phones10 Jun 2025
- 2025SIDME: Self-supervised Image Demoir'eing via Masked Encoder-Decoder Reconstruction16 Apr 2025
- 2024Towards Data-Centric Face Anti-Spoofing: Improving Cross-domain Generalization via Physics-based Data Synthesis4 Sep 2024
- 2023Real-Time Image Demoireing on Mobile Devices4 Feb 2023
- 2023FPANet: Frequency-based Video Demoireing using Frame-level Post Alignment18 Jan 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
1 more
- 2021Moir'e Attack (MA): A New Potential Risk of Screen Photos20 Oct 2021
- 2024Towards Data-Centric Face Anti-Spoofing: Improving Cross-domain Generalization via Physics-based Data Synthesiscited by 16
- 2023Real-Time Image Demoireing on Mobile Devicescited by 13
- 2021SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformerscited by 7
- 2023FPANet: Frequency-based Video Demoireing using Frame-level Post Alignmentcited by 6
- 2021Moir'e Attack (MA): A New Potential Risk of Screen Photoscited by 4
- 2025Image Demoir'eing Using Dual Camera Fusion on Mobile Phonescited by 3
- 2022Compound Multi-branch Feature Fusion for Real Image Restorationcited by 2
- 2025Video Demoireing using Focused-Defocused Dual-Camera Systemcited by 2
- 2025SIDME: Self-supervised Image Demoir'eing via Masked Encoder-Decoder Reconstructioncited by 0
- 2026MoireMix: A Formula-Based Data Augmentation for Improving Image Classification Robustnesscited by 0
- 2026JND-Guided Neural Watermarking with Spatial Transformer Decoding for Screen-Capture Robustnesscited by 0
- 2026Improving Complex Moir'e Removal with Generative Supervisioncited by 0
- 2026Improving Complex Moir'e Removal with Generative Supervision18 Aug 2026
- 2026MoireMix: A Formula-Based Data Augmentation for Improving Image Classification Robustness26 Mar 2026
- 2026JND-Guided Neural Watermarking with Spatial Transformer Decoding for Screen-Capture Robustness24 Mar 2026
- 2025Video Demoireing using Focused-Defocused Dual-Camera System5 Aug 2025
- 2025Image Demoir'eing Using Dual Camera Fusion on Mobile Phones10 Jun 2025
- 2025SIDME: Self-supervised Image Demoir'eing via Masked Encoder-Decoder Reconstruction16 Apr 2025
- 2024Towards Data-Centric Face Anti-Spoofing: Improving Cross-domain Generalization via Physics-based Data Synthesis4 Sep 2024
- 2023Real-Time Image Demoireing on Mobile Devices4 Feb 2023
- 2023FPANet: Frequency-based Video Demoireing using Frame-level Post Alignment18 Jan 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