AIM 2019 Challenge on Image Demoireing: Methods and Results
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Abstract (arXiv)
This paper reviews the first-ever image demoireing challenge that was part of the Advances in Image Manipulation (AIM) workshop, held in conjunction with ICCV 2019. This paper describes the challenge, and focuses on the proposed solutions and their results. Demoireing is a difficult task of removing moire patterns from an image to reveal an underlying clean image. A new dataset, called LCDMoire was created for this challenge, and consists of 10,200 synthetically generated image pairs (moire and clean ground truth). The challenge was divided into 2 tracks. Track 1 targeted fidelity, measuring the ability of demoire methods to obtain a moire-free image compared with the ground truth, while Track 2 examined the perceptual quality of demoire methods. The tracks had 60 and 39 registered participants, respectively. A total of eight teams competed in the final testing phase. The entries span the current the state-of-the-art in the image demoireing problem.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Nov 2019.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 1; 2024: 3; 2025: 5; 2026: 2.
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- 2024Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Taskscited by 47
- 2022Towards Efficient and Scale-Robust Ultra-High-Definition Image Demoireingcited by 30
- 2023Recaptured Raw Screen Image and Video Demoir'eing via Channel and Spatial Modulationscited by 12
- 2024Learning Image Demoireing from Unpaired Real Datacited by 8
- 2021SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformerscited by 7
- 2025UniDemoir'e: Towards Universal Image Demoir'eing with Data Generation and Synthesiscited by 6
- 2025MoCHA-former: Moir'e-Conditioned Hybrid Adaptive Transformer for Video Demoir'eingcited by 1
- 2025QuantDemoire: Quantization with Outlier Aware for Image Demoir'eingcited by 1
- 2024ShapeMoir'e: Channel-Wise Shape-Guided Network for Image Demoir'eingcited by 0
- 2025Freqformer: Image-Demoir'eing Transformer via Effective Frequency Decompositioncited by 0
- 2025Moir'eNet: A Compact Dual-Domain Network for Image Demoir'eingcited by 0
- 2026BinaryDemoire: Moir'e-Aware Binarization for Image Demoir'eingcited by 0
1 more
- 2026Fabric Image Demoir'eing Benchmark from Synthesis to Restoration23 Jun 2026
- 2026BinaryDemoire: Moir'e-Aware Binarization for Image Demoir'eing3 Feb 2026
- 2025QuantDemoire: Quantization with Outlier Aware for Image Demoir'eing5 Oct 2025
- 2025Moir'eNet: A Compact Dual-Domain Network for Image Demoir'eing23 Sep 2025
- 2025MoCHA-former: Moir'e-Conditioned Hybrid Adaptive Transformer for Video Demoir'eing20 Aug 2025
- 2025Freqformer: Image-Demoir'eing Transformer via Effective Frequency Decomposition25 May 2025
- 2025UniDemoir'e: Towards Universal Image Demoir'eing with Data Generation and Synthesis10 Feb 2025
- 2024ShapeMoir'e: Channel-Wise Shape-Guided Network for Image Demoir'eing28 Apr 2024
- 2024Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Tasks1 Mar 2024
- 2024Learning Image Demoireing from Unpaired Real Data5 Jan 2024
- 2023Recaptured Raw Screen Image and Video Demoir'eing via Channel and Spatial Modulations31 Oct 2023
- 2022Towards Efficient and Scale-Robust Ultra-High-Definition Image Demoireing20 Jul 2022
- 2022Towards Efficient and Scale-Robust Ultra-High-Definition Image Demoireingcited by 30
- 2023Recaptured Raw Screen Image and Video Demoir'eing via Channel and Spatial Modulationscited by 12
- 2024Learning Image Demoireing from Unpaired Real Datacited by 8
- 2021SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformerscited by 7
- 2025UniDemoir'e: Towards Universal Image Demoir'eing with Data Generation and Synthesiscited by 6
- 2025MoCHA-former: Moir'e-Conditioned Hybrid Adaptive Transformer for Video Demoir'eingcited by 1
- 2025QuantDemoire: Quantization with Outlier Aware for Image Demoir'eingcited by 1
- 2024ShapeMoir'e: Channel-Wise Shape-Guided Network for Image Demoir'eingcited by 0
- 2025Freqformer: Image-Demoir'eing Transformer via Effective Frequency Decompositioncited by 0
- 2025Moir'eNet: A Compact Dual-Domain Network for Image Demoir'eingcited by 0
- 2026BinaryDemoire: Moir'e-Aware Binarization for Image Demoir'eingcited by 0
- 2026Fabric Image Demoir'eing Benchmark from Synthesis to Restorationcited by 0
- 2026Fabric Image Demoir'eing Benchmark from Synthesis to Restoration23 Jun 2026
- 2026BinaryDemoire: Moir'e-Aware Binarization for Image Demoir'eing3 Feb 2026
- 2025QuantDemoire: Quantization with Outlier Aware for Image Demoir'eing5 Oct 2025
- 2025Moir'eNet: A Compact Dual-Domain Network for Image Demoir'eing23 Sep 2025
- 2025MoCHA-former: Moir'e-Conditioned Hybrid Adaptive Transformer for Video Demoir'eing20 Aug 2025
- 2025Freqformer: Image-Demoir'eing Transformer via Effective Frequency Decomposition25 May 2025
- 2025UniDemoir'e: Towards Universal Image Demoir'eing with Data Generation and Synthesis10 Feb 2025
- 2024ShapeMoir'e: Channel-Wise Shape-Guided Network for Image Demoir'eing28 Apr 2024
- 2024Learning Image Demoireing from Unpaired Real Data5 Jan 2024
- 2023Recaptured Raw Screen Image and Video Demoir'eing via Channel and Spatial Modulations31 Oct 2023
- 2022Towards Efficient and Scale-Robust Ultra-High-Definition Image Demoireing20 Jul 2022
- 2021SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformers17 Dec 2021