Deep Convolutional Neural Models for Picture-Quality Prediction: Challenges and Solutions to Data-Driven Image Quality Assessment
Kim, Jongyoo, Zeng, Hui, Ghadiyaram, Deepti, Lee, Sanghoon, Zhang, Lei, Bovik, Alan C.·2017·IEEE Signal Processing Magazine
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- Deep Blind Image Quality Assessment by Learning Sensitivity MapJongyoo Kim, Woojae Kim, Sanghoon Lee · 2018 · IEEE International Conference on Acoustics Speech and Signal Processing
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- A Novel Contractive GAN Model for a Unified Approach Towards Blind Quality Assessment of Images from Heterogeneous SourcesTan Lu, Ann Dooms · 2020 · Lecture notes in computer science
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- Multivariate Statistics for Blind Image Quality ApplicationsPraful Gupta, Christos G. Bampis, Alan Conrad Bovik · 2018 · Proceedings - International Conference on Image Processing
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