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https://github.com/miyamotty/awesome_ImageAesthetics

A list of Image Aesthetics papers and resources.
https://github.com/miyamotty/awesome_ImageAesthetics

List: awesome_ImageAesthetics

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A list of Image Aesthetics papers and resources.

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README 

        
# Awesome Image Aesthetics



If you have any problems, suggestions or improvements, please submit the issue or PR.



## Contents

* [Datasets](#datasets)

* [Survey](#Survey)

* [Papers](#papers)

* [Misc](#misc)



## Datasets

- Algorithmic Inferencing of Aesthetics and Emotion in Natural Images: An Exposition [[pdf](http://infolab.stanford.edu/~wangz/project/imsearch/Aesthetics/ICIP08/datta.pdf)] [[project page](http://ritendra.weebly.com/aesthetics-datasets.html)] 2008

- Rule of Thirds Detection from Photograph [[pdf](http://web.cecs.pdx.edu/~fliu/papers/ism2011.pdf)][[project page](http://web.cecs.pdx.edu/~fliu/project/thirdsrule.htm)] 2011

- Detecting Rule of Simplicity from Photos [[pdf](http://web.cecs.pdx.edu/~fliu/papers/acmmm2012.pdf)] [[project page](http://web.cecs.pdx.edu/~fliu/project/simplicity/)] 2011

- AVA: A Large-Scale Database for Aesthetic Visual Analysis [[pdf](http://refbase.cvc.uab.es/files/MMP2012a.pdf)] 2012

- Content-Based Photo Quality Assessment [[pdf](http://www.ee.cuhk.edu.hk/~xgwang/papers/tangLWtmm13.pdf)] [[project page](http://mmlab.ie.cuhk.edu.hk/project_photo_quality.html)] IEEE Transactions on Multimedia (TMM), 2013

- TAMPERE IMAGE DATABASE 2013(TID2013) [[project page](http://www.ponomarenko.info/tid2013.htm)] 2013

- An Image is Worth More than a Thousand Favorites:

Surfacing the Hidden Beauty of Flickr Pictures [[pdf](http://www.di.unito.it/~schifane/papers/icwsm15beauty.pdf)] [[project page](http://www.di.unito.it/~schifane/dataset/beauty-icwsm15/)] 2015

- Photo Aesthetics Ranking Network with Attributes and Content Adaptation [[pdf](http://users.eecs.northwestern.edu/~xsh835/assets/eccv2016_aesthetics.pdf)] [[project page](https://www.ics.uci.edu/~skong2/aesthetics.html)] ECCV2016



## Survey

- Image Aesthetic Assessment:An Experimental Survey [[pdf](https://arxiv.org/pdf/1610.00838.pdf)] 2017



### State-of-the-Art

- [Aesthetics Quality Assessment on AVA](https://paperswithcode.com/sota/aesthetics-quality-assessment-on-ava) 



## Papers



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](https://arxiv.org/pdf/1709.05424v2.pdf)] [[code](https://github.com/idealo/image-quality-assessment)] [[project page](https://ai.googleblog.com/2017/12/introducing-nima-neural-image-assessment.html)] 2017

- A-Lamp: Adaptive Layout-Aware Multi-Patch Deep Convolutional Neural

Network for Photo Aesthetic Assessment [[pdf](https://arxiv.org/pdf/1704.00248v1.pdf)] 2017

- Learning Photography Aesthetics with Deep CNNs[[pdf](https://arxiv.org/pdf/1707.03981.pdf)] 2017

- Semantic Line Detection and Its Applications [[pdf](http://openaccess.thecvf.com/content_ICCV_2017/papers/Lee_Semantic_Line_Detection_ICCV_2017_paper.pdf)] ICCV2017

- Neural Aesthetic Image Reviewer [[pdf](https://arxiv.org/pdf/1802.10240.pdf)] 2018

- Food Image Aesthetic Quality Measurement by Distribution Prediction [[pdf](http://cs230.stanford.edu/projects_spring_2018/reports/8290634.pdf)] 2018

- USAR: an Interactive User-specific Aesthetic Ranking Framework for Images [[pdf](https://arxiv.org/pdf/1805.01091.pdf)] 2018

- Snap Angle Prediction for 360◦ Panoramas [[pdf](https://arxiv.org/pdf/1804.00126.pdf)] 2018

- Learning to Understand Image Blur [[pdf](http://users.eecs.northwestern.edu/~xsh835/assets/cvpr2018_smartblur.pdf)] CVPR2018

- Good View Hunting: Learning Photo Composition from Dense View Pairs [[pdf](http://openaccess.thecvf.com/content_cvpr_2018/CameraReady/3063.pdf)] [[project page](http://www.zijunwei.org/VPN_CVPR2018.html)] CVPR2018

- Attention-based Multi-Patch Aggregation for

Image Aesthetic Assessment [[pdf](http://chongyangma.com/publications/am/2018_am_paper.pdf)] [[code](https://github.com/Openning07/MPADA)] [[project page](http://chongyangma.com/publications/am/index.html)] 2018

- Gourmet Photography Dataset for Aesthetic Assessment

of Food Images [[pdf](http://chongyangma.com/publications/gp/2018_gp_paper.pdf)] 2018

- An Universal Image Attractiveness Ranking Framework [[pdf](https://arxiv.org/pdf/1805.00309.pdf)] 2019

- Composition-Aware Image Aesthetics Assessment [[pdf](https://arxiv.org/pdf/1907.10801.pdf)] 2019

- Effective Aesthetics Prediction with Multi-level Spatially Pooled Features [[pdf](https://arxiv.org/pdf/1904.01382v1.pdf)] [[code](https://github.com/subpic/ava-mlsp)] CVPR2019



## Misc

### Technical blog

- [Understanding Aesthetics with Deep Learning(NVIDIA)](https://devblogs.nvidia.com/understanding-aesthetics-deep-learning/) 2016

- [Personalized Aesthetics: Recording the Visual Mind using Machine Learning(NVIDIA)](https://devblogs.nvidia.com/personalized-aesthetics-machine-learning/) 2017

- [Using Deep Learning to automatically rank millions of hotel images (idealo)](https://medium.com/idealo-tech-blog/using-deep-learning-to-automatically-rank-millions-of-hotel-images-c7e2d2e5cae2) 2018

- [Deep Learning for Classifying Hotel Aesthetics Photos (NVIDIA)](https://devblogs.nvidia.com/deep-learning-hotel-aesthetics-photos/) 2018



### Service and Apps

- [Smart Crop](https://www.adobe.com/marketing/experience-manager-assets/smart-crop.html#) - adobe

- [Everypixel Aesthetics](https://www.everypixel.com/aesthetics) - EVERYPIXEL