ABSTRACT
We present a system for automating magazine layout process and data on its performance in a user evaluation test. The purpose of the study is to find the feasibility of the key system variables on the end-user. This semi-automatic system is based on content-based image feature algorithms to automate the layout process. The image related automation includes image cropping, overlaying text on top of images, image color palette creation, and image alignment. The algorithms rely on principles of photography and are used here together in the context of graphic design. For example the rule-of-space and leading line concepts can be extended to layout contexts for improved alignment of text and images. The computation is based on automatic analysis, such as face detection, color saliency, and textureness. We used the automation to create a functional prototype, an iPad magazine, using an open HTML5 eBook framework, which relies on CSS3 media queries for the layout adaptation. User experiments (40 participants) were conducted where the system was compared against two commercial iPad magazine systems in terms of overall usability with emphasis on visual aspects. Questionnaires and free commenting was used in a task-based usage scenario. The experiments were video recorded and the user comments were transcribed and coded into attributes. Usability results mixed with qualitative observation are reported. Results show that usability, read- ability and visuality are important to the users. Our system was considered more usable than the other two systems with some of the defining aspects being simplicity in terms of usability, subjective readability and visual clarity.
- R. Achanta, S. Hemami, F. Estrada, and S. Süsstrunk. Frequency-Tuned Salient Region Detection. In IEEE Conference on Computer Vision and Pattern Recognition, pages 1597--1604, 2009.Google Scholar
- S. Avidan and A. Shamir. Seam Carving for Content-Aware Image Resizing. ACM Transactions on Graphics, 26(3):10, 2007. Google ScholarDigital Library
- S. Bae, S. Paris, and F. Durand. Two-Scale Tone Management for Photographic Look. ACM Transactions on Graphics, 25(3):637, 2006. Google ScholarDigital Library
- S. Banerjee and B. Evans. In-Camera Automation of Photographic Composition Rules. IEEE Transactions on Image Processing, 16(7):1807--1820, 2007. Google ScholarDigital Library
- K. Berkner and B. Erol. Adaptation of Document Images to Display Constraints. In Proceedings of SPIE, volume 6806, page 68061C, 2008.Google Scholar
- C. Braganza, K. Marriott, P. Moulder, M. Wybrow, and T. Dwyer. Scrolling Behaviour with Single- and Multi-column Layout. In International World Wide Web Conference, pages 831--840, 2009. Google ScholarDigital Library
- J. Brooke. SUS: A Quick and Dirty Usability Scale. In P. W. Jordan, B. A. Weerdmeester, B. Thomas, and I. L. McClelland, editors, Usability Evaluation in Industry, chapter SUS, pages 189--194. Taylor and Francis, 1996.Google Scholar
- W.-l. Chang and H.-l. Lin. The Impact of Color Traits on Corporate Branding. Journal of Business, 4(15):3344--3355, 2010.Google Scholar
- B. Cheng, B. Ni, S. Yan, and Q. Tian. Learning to Photograph. In Proceedings of the ACM International Conference on Multimedia - MM '10, pages 291--300, 2010. Google ScholarDigital Library
- R. Datta, D. Joshi, J. Li, and J. Z. Wang. Studying Aesthetics in Photographic Images Using a Computational Approach. In European Conference on Computer Vision, pages 288--301, 2006. Google ScholarDigital Library
- L. Fernandes and M. Oliveira. Real-Time Line Detection Through an Improved Hough Transform Voting Scheme. Pattern Recognition, 41(1):299--314, 2008. Google ScholarDigital Library
- B. Geng, L. Yang, C. Xu, X.-S. Hua, and S. Li. The Role of Attractiveness in Web Image Search. In Proceedings of the ACM International Conference on Multimedia - MM '11, pages 63--72, 2011. Google ScholarDigital Library
- T. Grill and M. Scanlon. Photographic Composition. Fountain Press, 1984.Google Scholar
- C. Havasi, R. Speer, and J. Holmgren. Automated Color Selection Using Semantic Knowledge. In AAAI Fall Symposium, pages 40--45, 2010.Google Scholar
- C. Jacobs, W. Li, E. Schrier, D. Bargeron, and D. Salesin. Adaptive grid-based document layout. ACM Transactions on Graphics, 22(3):838--847, 2003. Google ScholarDigital Library
- Y. Ke, X. Tang, and F. Jing. The Design of High-Level Features for Photo Quality Assessment. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pages 419--426, 2006. Google ScholarDigital Library
- R. Kumar, J. Kim, and S. R. Klemmer. Automatic Retargeting of Web Page Content. In Human Factors in Computing Systems - CHI EA, pages 4237--4242, 2009. Google ScholarDigital Library
- C.-Y. Lai, P.-H. Chen, S.-W. Shih, Y. Liu, and J.-S. Hong. Computational Models and Experimental Investigations of Effects of Balance and Symmetry on the Aesthetics of Text-Overlaid Images. Journal of Human Computer Studies, 68(1--2):41--56, 2010. Google ScholarDigital Library
- T. Lavie and N. Tractinsky. Assessing Dimensions of Perceived Visual Aesthetics of Web Sites. International Journal of Human-Computer Studies, 60(3):269--298, 2004. Google ScholarDigital Library
- J. R. Lewis and J. Sauro. The Factor Structure of the System Usability Scale. In Proceedings of the International Conference on Human Centered Design, pages 94--103, 2009. Google ScholarDigital Library
- M. D. S. Lonsdale, M. C. Dyson, and L. Reynolds. Reading in Examination-Type Situations: The Effects of Text Layout on Performance. Journal of Research in Reading, 29(4):433--453, 2006.Google ScholarCross Ref
- Y. Luo and X. Tang. Photo and Video Quality Evaluation: Focusing on the Subject. In European Conference on Computer Vision, pages 386--399, 2008. Google ScholarDigital Library
- E. Marcotte. Responsive Web Design. A Book Apart, 2011.Google Scholar
- M. Moshagen and M. T. Thielsch. Facets of Visual Aesthetics. International Journal of Human-Computer Studies, 68(10):689--709, 2010. Google ScholarDigital Library
- M. Nebeling, F. Matulic, L. Streit, and M. C. Norrie. Adaptive Layout Template for Effective Web Content Presentation in Large-Screen Contexts. In Proceedings of the 11th ACM Symposium on Document Engineering - DocEng '11, page 219, 2011. Google ScholarDigital Library
- P. Sandhaus, M. Rabbath, and S. Boll. Employing Aesthetic Principles for Automatic Photo Book Layout. In International Conference on Advances in Multimedia Modeling, pages 84--95, 2010. Google ScholarDigital Library
- E. Schrier, M. Dontcheva, C. Jacobs, G. Wade, and D. Salesin. Adaptive Layout for Dynamically Aggregated Documents. In Proceedings of the ACM International Conference on Intelligent User Interfaces, pages 99--108, 2008. Google ScholarDigital Library
- V. Setlur, S. Takagi, R. Raskar, M. Gleicher, and B. Gooch. Automatic Image Retargeting. In International Conference on Mobile and Ubiquitous Multimedia, pages 59--68, 2005. Google ScholarDigital Library
- X. Sun, H. Yao, R. Ji, and S. Liu. Photo Assessment Based on Computational Visual Attention Model. In Proceedings of the ACM International Conference on Multimedia - MM '09, pages 541--544, 2009. Google ScholarDigital Library
- P. Viola and M. Jones. Robust Real-time Object Detection. International Journal of Computer Vision, 57(2):137--154, 2001. Google ScholarDigital Library
Index Terms
- Semi-automated magazine layout using content-based image features
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