2023 · 44 citations · 39 references
ComputingBiomedical EngineeringComputer ScienceComputer VisionDigital ImagingMachine LearningDigital Image ProcessingDigital Signal ProcessingImage EnhancementImage QualityImage RestorationNoise ReductionAdditive NoiseDenoisingImage DenoisingImage Noise Reduction
This paper reviews the NTIRE 2023 challenge on image denoising (σ = 50) with a focus on the proposed solutions and results. The aim is to obtain a network design capable to produce high-quality results with the best performance measured by PSNR for image denoising. Independent additive white Gaussian noise (AWGN) is assumed and the noise level is 50. The challenge had 225 registered participants, and 16 teams made valid submissions. They gauge the state-of-the-art for image denoising.
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Squeeze-and-Excitation Networks
Jie Hu, Li Shen, Samuel Albanie et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2019 · 12.5K citations
Dual Attention Network for Scene Segmentation
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Denoising Diffusion Probabilistic Models
arXiv (Cornell University) · 2020 · 5.6K citations · Full text