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- Algorithmic Inferencing of Aesthetics and Emotion in Natural Images: An Exposition [pdf] [project page] 2008
- Rule of Thirds Detection from Photograph [pdf][project page] 2011
- Detecting Rule of Simplicity from Photos [pdf] [project page] 2011
- AVA: A Large-Scale Database for Aesthetic Visual Analysis [pdf] 2012
- Content-Based Photo Quality Assessment [pdf] [project page] IEEE Transactions on Multimedia (TMM), 2013
- TAMPERE IMAGE DATABASE 2013(TID2013) [project page] 2013
- An Image is Worth More than a Thousand Favorites: Surfacing the Hidden Beauty of Flickr Pictures [pdf] [project page] 2015
- Photo Aesthetics Ranking Network with Attributes and Content Adaptation [pdf] [project page] ECCV2016
- Image Aesthetic Assessment:An Experimental Survey [pdf] 2017
The papers summarized here are mainly from 2017 onwards. Please refer to the Survey paper(Image Aesthetic Assessment:An Experimental Survey) before 2016.
- NIMA: Neural Image Assessment [pdf] [code] [project page] 2017
- A-Lamp: Adaptive Layout-Aware Multi-Patch Deep Convolutional Neural Network for Photo Aesthetic Assessment [pdf] 2017
- Learning Photography Aesthetics with Deep CNNs[pdf] 2017
- Semantic Line Detection and Its Applications [pdf] ICCV2017
- Neural Aesthetic Image Reviewer [pdf] 2018
- Food Image Aesthetic Quality Measurement by Distribution Prediction [pdf] 2018
- USAR: an Interactive User-specific Aesthetic Ranking Framework for Images [pdf] 2018
- Snap Angle Prediction for 360◦ Panoramas [pdf] 2018
- Learning to Understand Image Blur [pdf] CVPR2018
- Good View Hunting: Learning Photo Composition from Dense View Pairs [pdf] [project page] CVPR2018
- Attention-based Multi-Patch Aggregation for Image Aesthetic Assessment [pdf] [code] [project page] 2018
- Gourmet Photography Dataset for Aesthetic Assessment of Food Images [pdf] 2018
- An Universal Image Attractiveness Ranking Framework [pdf] 2019
- Composition-Aware Image Aesthetics Assessment [pdf] 2019
- Effective Aesthetics Prediction with Multi-level Spatially Pooled Features [pdf] [code] CVPR2019
- Understanding Aesthetics with Deep Learning(NVIDIA) 2016
- Personalized Aesthetics: Recording the Visual Mind using Machine Learning(NVIDIA) 2017
- Using Deep Learning to automatically rank millions of hotel images (idealo) 2018
- Deep Learning for Classifying Hotel Aesthetics Photos (NVIDIA) 2018
- Smart Crop - adobe
- Everypixel Aesthetics - EVERYPIXEL