A Model of Saliency-Based Visual Attention for Rapid Scene Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Real-Time Face Detection
International Journal of Computer Vision
The Design of High-Level Features for Photo Quality Assessment
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
2006 Special Issue: Modeling attention to salient proto-objects
Neural Networks
Photo and Video Quality Evaluation: Focusing on the Subject
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part III
The Photographer's Eye: Composition and Design for Better Digital Photos
The Photographer's Eye: Composition and Design for Better Digital Photos
Studying aesthetics in photographic images using a computational approach
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Image quality assessment: from error visibility to structural similarity
IEEE Transactions on Image Processing
An information fidelity criterion for image quality assessment using natural scene statistics
IEEE Transactions on Image Processing
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
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
Proceedings of the 2011 ACM Symposium on Applied Computing
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
Scenic photo quality assessment with bag of aesthetics-preserving features
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
Semi-automated magazine layout using content-based image features
Proceedings of the 20th ACM international conference on Multimedia
Size does matter: how image size affects aesthetic perception?
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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It is difficult to be satisfied for automatic photo assessment using only low level visual features such as brightness, lighting, hue, contrast, color distribution and so on. Instead of using low level visual features, we present a novel computational visual attention model to assess photos. Firstly, a face-sensitive saliency map analysis is deployed to estimate attention distribution. Then, a Rate of Focused Attention (RFA) measurement is proposed to quantify photo quality. By integrating top-down supervision into the visual attention model, we further achieve personalized photo assessment to take user preference into quality evaluation, which can be extended into object or semantic oriented photo assessment scenarios. Experiments on personal photo albums with comparison to ground-truth user evaluations demonstrate the effeteness of the proposed method.