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Pirm challenge on perceptual image enhancement on smartphones: Report
This paper reviews the first challenge on efficient perceptual image enhancement with the
focus on deploying deep learning models on smartphones. The challenge consisted of two …
focus on deploying deep learning models on smartphones. The challenge consisted of two …
Aim 2020 challenge on learned image signal processing pipeline
This paper reviews the second AIM learned ISP challenge and provides the description of
the proposed solutions and results. The participating teams were solving a real-world RAW …
the proposed solutions and results. The participating teams were solving a real-world RAW …
Attention guided low-light image enhancement with a large scale low-light simulation dataset
Low-light image enhancement is challenging in that it needs to consider not only brightness
recovery but also complex issues like color distortion and noise, which usually hide in the …
recovery but also complex issues like color distortion and noise, which usually hide in the …
Replacing mobile camera isp with a single deep learning model
As the popularity of mobile photography is growing constantly, lots of efforts are being
invested now into building complex hand-crafted camera ISP solutions. In this work, we …
invested now into building complex hand-crafted camera ISP solutions. In this work, we …
Learned smartphone isp on mobile npus with deep learning, mobile ai 2021 challenge: Report
As the quality of mobile cameras starts to play a crucial role in modern smartphones, more
and more attention is now being paid to ISP algorithms used to improve various perceptual …
and more attention is now being paid to ISP algorithms used to improve various perceptual …
Low-light image enhancement with regularized illumination optimization and deep noise suppression
Maritime images captured under low-light imaging condition easily suffer from low visibility
and unexpected noise, leading to negative effects on maritime traffic supervision and …
and unexpected noise, leading to negative effects on maritime traffic supervision and …
MicroISP: processing 32mp photos on mobile devices with deep learning
While neural networks-based photo processing solutions can provide a better image quality
compared to the traditional ISP systems, their application to mobile devices is still very …
compared to the traditional ISP systems, their application to mobile devices is still very …
Pynet-v2 mobile: Efficient on-device photo processing with neural networks
The increased importance of mobile photography created a need for fast and performant
RAW image processing pipelines capable of producing good visual results in spite of the …
RAW image processing pipelines capable of producing good visual results in spite of the …
Learned smartphone ISP on mobile GPUs with deep learning, mobile AI & AIM 2022 challenge: report
The role of mobile cameras increased dramatically over the past few years, leading to more
and more research in automatic image quality enhancement and RAW photo processing. In …
and more research in automatic image quality enhancement and RAW photo processing. In …
Ntire 2019 challenge on image enhancement: Methods and results
This paper reviews the first NTIRE challenge on perceptual image enhancement with the
focus on proposed solutions and results. The participating teams were solving a real-world …
focus on proposed solutions and results. The participating teams were solving a real-world …