Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
PicSOM—content-based image retrieval with self-organizing maps
Pattern Recognition Letters - Selected papers from the 11th scandinavian conference on image analysis
An Evaluation of Color-Spatial Retrieval Techniques for Large Image Databases
Multimedia Tools and Applications
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Visual structures for image browsing
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Photo tourism: exploring photo collections in 3D
ACM SIGGRAPH 2006 Papers
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
A survey of browsing models for content based image retrieval
Multimedia Tools and Applications
Texture classification through multiscale orientation histogram analysis
Scale Space'03 Proceedings of the 4th international conference on Scale space methods in computer vision
Visual image browsing and exploration (Vibe): user evaluations of image search tasks
AMT'10 Proceedings of the 6th international conference on Active media technology
Organizing and browsing image search results based on conceptual and visual similarities
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Similarity-based image organization and browsing using multi-resolution self-organizing map
Image and Vision Computing
PhotoFeel: feeling your photo collection with graph-based audiovisual flocking
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Photo stream alignment for collaborative photo collection and sharing in social media
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
Analysing Facebook features to support event detection for photo-based Facebook applications
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
A granular computing perspective on image organization within an image retrieval context
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Computing similarity between cultural heritage items using multimodal features
LaTeCH '12 Proceedings of the 6th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities
Fast organization of large photo collections using CUDA
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part II
CIDER: Concept-based image diversification, exploration, and retrieval
Information Processing and Management: an International Journal
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Two-dimensional similarity-based image organizing studies how to place photos within 2D virtual canvas based on their visual contents so that the users can easily locate the desired photos. As an extension to our previous work [10], several improvements are made in this paper to allow better photo browsing experiences. For example, the new approach pre-orders all the photos so that a consistent set of photos is selected for display. This solves the photo flickering problem of our previous approach, which uses K-mean algorithm to dynamically select photos. The main focus of this paper however is on the evaluation of the effectiveness of different feature vectors for 2D photo organization. A performance metric is proposed to measure how well photos with similar visual contents are grouped together on the 2D canvas. Feature vectors generated using eight different low-level feature extraction approaches are tested. The evaluation results reveal the pros and cons of different feature extraction approaches, which can be a useful guide for developing new feature vectors.