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Intelligent Photographing Interface with On-Device Aesthetic Quality Assessment [chapter]

Kuo-Yen Lo, Keng-Hao Liu, Chu-Song Chen
2013 Lecture Notes in Computer Science  
This paper proposes a efficient method for instant photo aesthetics quality assessment that can be implemented on general portable devices.  ...  Moreover, an aesthetic information display to present the aesthetics evaluation results to users is introduced.  ...  Fig. 6 . 6 Assessment examples of proposed instant photo aesthetic quality assessment system. (a) Scenes with different poses (b) Scenes with different background.  ... 
doi:10.1007/978-3-642-37484-5_43 fatcat:ppc4fgefmzdjtmkp3tfnupjkay

Towards aesthetics

Congcong Li, Alexander C. Loui, Tsuhan Chen
2010 Proceedings of the international conference on Multimedia - MM '10  
before optimizing photo composition; 3) We also incorporate the aesthetic evaluation with other metrics to select quintessential photos for a large collection of photos.  ...  The system has three contributions: 1) We propose an aesthetics-based photo assessment algorithm, by considering different aesthetics-related factors, including the technical characteristics of the photo  ...  CONCLUSIONS In this paper, we propose an automated system for photo evaluation, photo editing recommendation, and photo selection, based on the assessment of the aesthetic visual quality of consumer photos  ... 
doi:10.1145/1873951.1874089 dblp:conf/mm/LiLC10 fatcat:xvqlw23ymjeczko7jidcsvd5hy

ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation [article]

Xin Jin, Le Wu, Xiaodong Li, Xiaokun Zhang, Jingying Chi, Siwei Peng, Shiming Ge, Geng Zhao, Shuying Li
2018 arXiv   pre-print
In this paper, we address a challenging problem of aesthetic image classification, which is to label an input image as high or low aesthetic quality.  ...  Thus, it is easy to use a pre-trained GoogLeNet for large-scale image classification problem and fine tune our connected layers on an large scale database of aesthetic related images: AVA, i.e. domain  ...  Acknowledgments This work is partially supported by the National Natural Science Foundation of China (Grant Nos. 61402021, 61401228, Parts of this paper have previously appeared in our previous work  ... 
arXiv:1610.02256v3 fatcat:2f3nmr6oyjbs3objhd3kqg4s6a

Deep Cropping via Attention Box Prediction and Aesthetics Assessment [article]

Wenguan Wang, Jianbing Shen
2017 arXiv   pre-print
Via leveraging rich data for attention prediction and aesthetics assessment, the proposed method produces high-quality cropping results, even with the limited availability of training data for photo cropping  ...  Then, aesthetics assessment is employed to select the final crop as the one with the best aesthetic quality.  ...  Aesthetics Assessment The main goal of aesthetics assessment is to imitate human interpretation of the beauty of natural images.  ... 
arXiv:1710.08014v1 fatcat:eypiwckpffbrfnrifgvqsodttq

A Deep Network Solution for Attention and Aesthetics Aware Photo Cropping

Wenguan Wang, Jianbing Shen, Haibin Ling
2018 IEEE Transactions on Pattern Analysis and Machine Intelligence  
By leveraging attention prediction and aesthetics assessment, the cropping model produces high-quality cropping results, even with the limited availability of training data for photo cropping.  ...  We study the problem of photo cropping, which aims to find a cropping window of an input image to preserve as much as possible its important parts while being aesthetically pleasant.  ...  Image Aesthetics Assessment The main goal of aesthetics assessment is to imitate human's interpretation of the beauty of natural images.  ... 
doi:10.1109/tpami.2018.2840724 pmid:29993710 fatcat:rafmww2mrzf5vgxhmndg6um74u

A comprehensive aesthetic quality assessment method for natural images using basic rules of photography

Eftichia Mavridaki, Vasileios Mezaris
2015 2015 IEEE International Conference on Image Processing (ICIP)  
In this paper we propose a comprehensive photo aesthetic assessment method that represents each photo according to a set of photographic rules.  ...  Index Terms-No-Reference image aesthetic quality assessment, photography, rules of photography, support vector machine.  ...  INTRODUCTION Photo aesthetic quality assessment is an emerging task in the field of image processing.  ... 
doi:10.1109/icip.2015.7350927 dblp:conf/icip/MavridakiM15 fatcat:xmo5lp7thvc2jmdgxvicm3n6yy

A-Lamp: Adaptive Layout-Aware Multi-patch Deep Convolutional Neural Network for Photo Aesthetic Assessment

Shuang Ma, Jing Liu, Chang Wen Chen
2017 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)  
Extensive experiments on the largescale aesthetics assessment benchmark (AVA) demonstrate significant performance improvement over the state-of-theart in photo aesthetic assessment.  ...  In this paper, we present an Adaptive Layout-Aware Multi-Patch Convolutional Neural Network (A-Lamp CNN) architecture for photo aesthetic assessment.  ...  From the predicted aesthetic score Figure 7 . Results of predicted photos. The top two rows are predicted photos with high aesthetic scores.  ... 
doi:10.1109/cvpr.2017.84 dblp:conf/cvpr/MaLC17 fatcat:brvylnil7zd6xogxycbiuq7zrq

A-Lamp: Adaptive Layout-Aware Multi-Patch Deep Convolutional Neural Network for Photo Aesthetic Assessment [article]

Shuang Ma, Jing Liu, Chang Wen Chen
2017 arXiv   pre-print
Extensive experiments on the large-scale aesthetics assessment benchmark (AVA) demonstrate significant performance improvement over the state-of-the-art in photo aesthetic assessment.  ...  In this paper, we present an Adaptive Layout-Aware Multi-Patch Convolutional Neural Network (A-Lamp CNN) architecture for photo aesthetic assessment.  ...  From the predicted aesthetic score Figure 7 . Results of predicted photos. The top two rows are predicted photos with high aesthetic scores.  ... 
arXiv:1704.00248v1 fatcat:vnigeoizkfcmxfqxc4dk72zl3i

Relationship Between Visual Complexity and Aesthetics: Application to Beauty Prediction of Photos [chapter]

Litian Sun, Toshihiko Yamasaki, Kiyoharu Aizawa
2015 Lecture Notes in Computer Science  
Complexity is believed to be an important indicator of aesthetic assessment and widely used.  ...  thousands of photos.  ...  For "Cityscape" and "Landscape" categories, the ascending trends have clear statistical significance, except that aesthetic assessment expectations of photos with intermediate complexity levels may be  ... 
doi:10.1007/978-3-319-16178-5_2 fatcat:zt4juhaooncw7kbhlldxyw6epa

Exploring to establish an appropriate model for image aesthetic assessment via CNN-based RSRL: An empirical study [article]

Ying Dai
2021 arXiv   pre-print
To establish an appropriate model for photo aesthetic assessment, in this paper, a D-measure which reflects the disentanglement degree of the final layer FC nodes of CNN is introduced.  ...  Moreover, the FD-determined optimal models with the comparatively high FD always have the FFP an AIR which are close to the human's aesthetic perception when enjoying photos.  ...  In order to improve the learning efficiency during the training process, a multi-patch aggregation method for image aesthetic assessment with preserving the original aspect ratio is proposed [5] .  ... 
arXiv:2106.03316v2 fatcat:dbxm4u4c6bh6lhpcld3m75fcq4

Aesthetic Quality Assessment for Group photograph [article]

Yaoting Wang , Cuijiao Zhang School of computer science and technology, Tiangong University, Tianjin Key Laboratory of Autonomous Intelligence Technology and Systems
2020 arXiv   pre-print
Then we combined them and 83 generic aesthetic features to build two aesthetic assessment models. We also constructed a large dataset of group photographs - GPD- annotated with the aesthetic score.  ...  Image aesthetic quality assessment has got much attention in recent years, but not many works have been done on a specific genre of photos: Group photograph.  ...  Acknowledgments This research was partially supported by National Natural Science Foundation of China [Grant No. 61771340,61602344] and Natural Science Foundation  ... 
arXiv:2002.01096v1 fatcat:dgw6x45eqvfzto52gltyxieypq

Study on Aesthetic Analysis of Photographic Images Techniques to Produce High Dynamic Range Images

Vikram More, Poorva Agrawal
2017 International Journal of Computer Applications  
There are number of methods introduced under different categories for automated aesthetic analysis of photographic images with goal of generating more appealing images such as HDR.  ...  In this paper, first we are presenting details on Aesthetic Quality Assessment and Attributes, then different aesthetic analysis methods have been studied.  ...  Author introduced the method for assessing the aesthetic quality of a photo based on the photo"s color harmony, called as "bags-of-colorpatterns."  ... 
doi:10.5120/ijca2017913020 fatcat:m5axkbiizvfvpn6rolmixg7at4

Relative features for photo quality assessment

Mei-Chen Yeh, Yu-Chen Cheng
2012 2012 19th IEEE International Conference on Image Processing  
Automatic evaluation of photo aesthetic quality is a challenging problem in multimedia computing.  ...  Numerous aesthetic features have been proposed in previous works but the features are extracted solely from the photo under evaluation.  ...  The second experiment evaluates the feasibility of relative features for assessing a photo's aesthetic quality.  ... 
doi:10.1109/icip.2012.6467496 dblp:conf/icip/YehC12a fatcat:ca2imwlohbayfeg65vhydsq2gu

Correlations between aesthetic preferences of river and landscape characters

Jingwei Zhao, Pingjia Luo, Ronghua Wang, Yongli Cai
2012 Journal of Environmental Engineering and Landscape Management  
Some landscape characters put great influences on the aesthetic preferences of a river. Finding out these characters will provide for river landscape design and management with explicit keystones.  ...  The results demonstrate that the aesthetic preferences of photos judged one-by-one and judged together receive similar results; the preference scores of deflective views are significantly higher than the  ...  Acknowledgements We would like to thank the hundreds of anonymous respondents for landscape assessment. This research was supported by the National Nature Science Foundation of China (50908225).  ... 
doi:10.3846/16486897.2012.695738 fatcat:b3ram3muincatmfp4pah3fgcwq

Assessment of Aesthetic Quality of Forest Areas Using Aerial Photograph Image Data

D. Surová, P. Surový, A. Yoshimoto
2013 FORMATH  
This study proposes a new approach to assess the aesthetic quality of forest areas using false color infrared aerial photographs and image analysis techniques.  ...  Results suggest a number of these indicators, including spatial patterns, crown conditions, and percent crown cover, can quickly and efficiently be assessed using readily available aerial photography databases  ...  To efficiently create these maps-to assign different levels of aesthetic value to forests over space-we need a tool and a methodology for spatial aesthetic quality assessment that is consistent with common  ... 
doi:10.15684/formath.12.55 fatcat:ogai554q4ne5hmng4q3tigr5ga
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