Ten lectures on wavelets
The nature of statistical learning theory
The nature of statistical learning theory
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Selection of relevant features and examples in machine learning
Artificial Intelligence - Special issue on relevance
NeTra: a toolbox for navigating large image databases
Multimedia Systems - Special issue on video content based retrieval
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Earth Mover's Distance as a Metric for Image Retrieval
International Journal of Computer Vision
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
PARAgrab: a comprehensive architecture for web image management and multimodal querying
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Proceedings of the international workshop on Workshop on multimedia information retrieval
Learning the consensus on visual quality for next-generation image management
Proceedings of the 15th international conference on Multimedia
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Computer recognition of aesthetics in a zero-sum perfect information game
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Advanced computer recognition of aesthetics in the game of chess
WSEAS Transactions on Computers
Fuzzy aesthetic semantics description and extraction for art image retrieval
Computers & Mathematics with Applications
Large Image Collections --- Comprehension and Familiarization by Interactive Visual Analysis
SG '09 Proceedings of the 10th International Symposium on Smart Graphics
Computational Aesthetics 2008: Categorizing art: Comparing humans and computers
Computers and Graphics
The role of tags and image aesthetics in social image search
WSM '09 Proceedings of the first SIGMM workshop on Social media
Photo assessment based on computational visual attention model
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Sensation-based photo cropping
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Classification and quality assessment of high quality digital photographs
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Automatic textile image annotation by predicting emotional concepts from visual features
Image and Vision Computing
Automatic Rating and Selection of Digital Photographs
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Visualizing tags as a network of relatedness
FIE'09 Proceedings of the 39th IEEE international conference on Frontiers in education conference
ACQUINE: aesthetic quality inference engine - real-time automatic rating of photo aesthetics
Proceedings of the international conference on Multimedia information retrieval
Learning to evaluate the visual quality of web pages
Proceedings of the 19th international conference on World wide web
Where are focused places of a photo?
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Affective prediction in photographic images using probabilistic affective model
Proceedings of the ACM International Conference on Image and Video Retrieval
Emotion related structures in large image databases
Proceedings of the ACM International Conference on Image and Video Retrieval
Saliency-enhanced image aesthetics class prediction
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Personalized photograph ranking and selection system
Proceedings of the international conference on Multimedia
Affective image classification using features inspired by psychology and art theory
Proceedings of the international conference on Multimedia
A framework for photo-quality assessment and enhancement based on visual aesthetics
Proceedings of the international conference on Multimedia
Supporting personal photo storytelling for social albums
Proceedings of the international conference on Multimedia
Towards aesthetics: a photo quality assessment and photo selection system
Proceedings of the international conference on Multimedia
Training data collection system for a learning-based photographic aesthetic quality inference engine
Proceedings of the international conference on Multimedia
Learning artistic lighting template from portrait photographs
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Towards computational models of the visual aesthetic appeal of consumer videos
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Evaluating the visual quality of web pages using a computational aesthetic approach
Proceedings of the fourth ACM international conference on Web search and data mining
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
Visual quality assessment algorithms: what does the future hold?
Multimedia Tools and Applications
Color compatibility from large datasets
ACM SIGGRAPH 2011 papers
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Aesthetic classification and sorting based on image compression
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part II
Content based detection of popular images in large image databases
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
SG'11 Proceedings of the 11th international conference on Smart graphics
A holistic approach to aesthetic enhancement of photographs
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A data-driven approach to understanding skill in photographic composition
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Modeling human aesthetic perception of visual textures
ACM Transactions on Applied Perception (TAP)
Scenic photo quality assessment with bag of aesthetics-preserving features
MM '11 Proceedings of the 19th ACM international conference on Multimedia
The role of attractiveness in web image search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Analyzing emotional semantics of abstract art using low-level image features
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
OSCAR: On-Site Composition and Aesthetics Feedback Through Exemplars for Photographers
International Journal of Computer Vision
Leveraging user comments for aesthetic aware image search reranking
Proceedings of the 21st international conference on World Wide Web
Towards category-based aesthetic models of photographs
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Novelty detection in wildlife scenes through semantic context modelling
Pattern Recognition
Evaluating visual aesthetics in photographic portraiture
CAe '12 Proceedings of the Eighth Annual Symposium on Computational Aesthetics in Graphics, Visualization, and Imaging
Determining an aesthetic inscribed curve
CAe '12 Proceedings of the Eighth Annual Symposium on Computational Aesthetics in Graphics, Visualization, and Imaging
Toward Auvers period: evolution of van Gogh's style
Computational Aesthetics'10 Proceedings of the Sixth international conference on Computational Aesthetics in Graphics, Visualization and Imaging
Perceptual and computational categories in art
Computational Aesthetics'08 Proceedings of the Fourth Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
Semi-automated magazine layout using content-based image features
Proceedings of the 20th ACM international conference on Multimedia
Context-aware affective images classification based on bilayer sparse representation
Proceedings of the 20th ACM international conference on Multimedia
Detecting rule of simplicity from photos
Proceedings of the 20th ACM international conference on Multimedia
Where is the beauty?: retrieving appealing VideoScenes by learning Flickr-based graded judgments
Proceedings of the 20th ACM international conference on Multimedia
Visual appearance of display ads and its effect on click through rate
Proceedings of the 21st ACM international conference on Information and knowledge management
PHOG-derived aesthetic measures applied to color photographs of artworks, natural scenes and objects
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Enhancing semantic features with compositional analysis for scene recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Measuring the Visual Complexities of Web Pages
ACM Transactions on the Web (TWEB)
Recommendation system for automatic design of magazine covers
Proceedings of the 2013 international conference on Intelligent user interfaces
Finding image features associated with high aesthetic value by machine learning
EvoMUSART'13 Proceedings of the Second international conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design
Semantic indexing and computational aesthetics: interactions, bridgesand boundaries
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Probabilistic color-by-numbers: suggesting pattern colorizations using factor graphs
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Intelligent photographing interface with on-device aesthetic quality assessment
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
How self-similar are artworks at different levels of spatial resolution?
Proceedings of the Symposium on Computational Aesthetics
Sentribute: image sentiment analysis from a mid-level perspective
Proceedings of the Second International Workshop on Issues of Sentiment Discovery and Opinion Mining
Size does matter: how image size affects aesthetic perception?
Proceedings of the 21st ACM international conference on Multimedia
Automatic generation of social media snippets for mobile browsing
Proceedings of the 21st ACM international conference on Multimedia
Spot the differences: from a photograph burst to the single best picture
Proceedings of the 21st ACM international conference on Multimedia
Unveiling the multimedia unconscious: implicit cognitive processes and multimedia content analysis
Proceedings of the 21st ACM international conference on Multimedia
Large-scale visual sentiment ontology and detectors using adjective noun pairs
Proceedings of the 21st ACM international conference on Multimedia
Proceedings of the 2nd ACM international workshop on Crowdsourcing for multimedia
Towards a comprehensive computational model foraesthetic assessment of videos
Proceedings of the 21st ACM international conference on Multimedia
Beauty is here: evaluating aesthetics in videos using multimodal features and free training data
Proceedings of the 21st ACM international conference on Multimedia
Automatic semantic annotation by using fuzzy theory for natural images
International Journal of Wireless and Mobile Computing
Selection of canonical images of travel attractions using image clustering and aesthetics analysis
International Journal of Computational Science and Engineering
Where should I stand? Learning based human position recommendation for mobile photographing
Multimedia Tools and Applications
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Aesthetics, in the world of art and photography, refers to the principles of the nature and appreciation of beauty. Judging beauty and other aesthetic qualities of photographs is a highly subjective task. Hence, there is no unanimously agreed standard for measuring aesthetic value. In spite of the lack of firm rules, certain features in photographic images are believed, by many, to please humans more than certain others. In this paper, we treat the challenge of automatically inferring aesthetic quality of pictures using their visual content as a machine learning problem, with a peer-rated online photo sharing Website as data source. We extract certain visual features based on the intuition that they can discriminate between aesthetically pleasing and displeasing images. Automated classifiers are built using support vector machines and classification trees. Linear regression on polynomial terms of the features is also applied to infer numerical aesthetics ratings. The work attempts to explore the relationship between emotions which pictures arouse in people, and their low-level content. Potential applications include content-based image retrieval and digital photography.