Computationally Assessing the Visual Quality of a Web Page
FINAL YEAR PROJECT INTERIM REPORT
COMPUTATIONALLY ASSESSING THE VISUAL QUALITY OF A WEB PAGE
(A3147-121)
Supervised by Submitted by
: Prof. Wang Gang : Aparna Janardhanan Nambiar U0920595J IEM/4
TABLE OF CONTENTS
Table of Figures ................................................................................................................................................................. 2 Abstract ................................................................................................................................................................................ 3 1. Introduction .................................................................................................................................................................. 4 2. Literature Review ........................................................................................................................................................ 5 3. Methodology ................................................................................................................................................................. 7 3.1. Database collection ........................................................................................................................................ 7 3.2. Feature extraction .......................................................................................................................................... 7 3.3. Obtaining the Codebook and the Kernal Matrix ................................................................................ 7 3.4. Manipulating the testing data.................................................................................................................... 8 4. Future Work ................................................................................................................................................................... 9 4.1. Plan of Action
COMPUTATIONALLY ASSESSING THE VISUAL QUALITY OF A WEB PAGE
(A3147-121)
Supervised by Submitted by
: Prof. Wang Gang : Aparna Janardhanan Nambiar U0920595J IEM/4
TABLE OF CONTENTS
Table of Figures ................................................................................................................................................................. 2 Abstract ................................................................................................................................................................................ 3 1. Introduction .................................................................................................................................................................. 4 2. Literature Review ........................................................................................................................................................ 5 3. Methodology ................................................................................................................................................................. 7 3.1. Database collection ........................................................................................................................................ 7 3.2. Feature extraction .......................................................................................................................................... 7 3.3. Obtaining the Codebook and the Kernal Matrix ................................................................................ 7 3.4. Manipulating the testing data.................................................................................................................... 8 4. Future Work ................................................................................................................................................................... 9 4.1. Plan of Action
Cited: [1] Y. C. L. H. Ou Wu, “Evaluating the Visual Quality of Web Pages Using a Computational Aesthetic Approach,” in WSDM, 2011. [2] S. Lazebnik, C. Schmid and J. Ponce, “Beyond Bags of Features : Spatial Pyramid Matching for Recognizing Natural Scene Categories,” in Computer Vision and Pattern Recognition, 2006. [3] G. M. N. S. Hadjidemetriou E, “Multiresolution Histograms and Their Use for Recognition,” Pattern Analysis and Machine Intelligence, 2004. [4] “Wikipedia,” [Online]. Available: http://en.wikipedia.org/wiki/Scaleinvariant_feature_transform. [5] “Wikipedia,” [Online]. Available: http://en.wikipedia.org/wiki/Support_vector_machine.