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
No-reference image quality assessment in contourlet domain
Neurocomputing
A no-reference perceptual blur metric using histogram of gradient profile sharpness
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Visual quality assessment for web videos
Journal of Visual Communication and Image Representation
Personalized photograph ranking and selection system
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
Proceedings of the international conference on Multimedia
Towards aesthetics: a photo quality assessment and photo selection system
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
Visual quality assessment algorithms: what does the future hold?
Multimedia Tools and Applications
Proceedings of the 2011 ACM Symposium on Applied Computing
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
A holistic approach to aesthetic enhancement of photographs
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
A data-driven approach to understanding skill in photographic composition
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
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
Prediction of the inter-observer visual congruency (IOVC) and application to image ranking
MM '11 Proceedings of the 19th ACM international conference on Multimedia
OSCAR: On-Site Composition and Aesthetics Feedback Through Exemplars for Photographers
International Journal of Computer Vision
Image search result summarization with informative priors
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
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
Aesthetic guideline driven photography by robots
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Video saliency detection with robust temporal alignment and local-global spatial contrast
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Evaluating visual aesthetics in photographic portraiture
CAe '12 Proceedings of the Eighth Annual Symposium on Computational Aesthetics in Graphics, Visualization, and Imaging
Multimedia features for click prediction of new ads in display advertising
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Semi-automated magazine layout using content-based image features
Proceedings of the 20th ACM international conference on Multimedia
Detecting rule of simplicity from photos
Proceedings of the 20th ACM international conference on Multimedia
Automatic cinemagraphs for ranking beautiful scenes
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
A hierarchical photo visualization system emphasizing temporal and color-based coherences
Multimedia Tools and Applications
Context-based automatic local image enhancement
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Real-Time viewfinder composition assessment and recommendation to mobile photographing
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
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
Spot the differences: from a photograph burst to the single best picture
Proceedings of the 21st ACM international conference on Multimedia
Towards a comprehensive computational model foraesthetic assessment of videos
Proceedings of the 21st ACM international conference on Multimedia
Estimating beauty ratings of videos using supervoxels
Proceedings of the 21st ACM international conference on Multimedia
Where should I stand? Learning based human position recommendation for mobile photographing
Multimedia Tools and Applications
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Traditionally, distinguishing between high quality professional photos and low quality amateurish photos is a human task. To automatically assess the quality of a photo that is consistent with humans perception is a challenging topic in computer vision. Various differences exist between photos taken by professionals and amateurs because of the use of photography techniques. Previous methods mainly use features extracted from the entire image. In this paper, based on professional photography techniques, we first extract the subject region from a photo, and then formulate a number of high-level semantic features based on this subject and background division. We test our features on a large and diverse photo database, and compare our method with the state of the art. Our method performs significantly better with a classification rate of 93% versus 72% by the best existing method. In addition, we conduct the first study on high-level video quality assessment. Our system achieves a precision of over 95% in a reasonable recall rate for both photo and video assessments. We also show excellent application results in web image search re-ranking.