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GTM: the generative topographic mapping
Neural Computation
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Does organisation by similarity assist image browsing?
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
PhotoMesa: a zoomable image browser using quantum treemaps and bubblemaps
Proceedings of the 14th annual ACM symposium on User interface software and technology
Visual structures for image browsing
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
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MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
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Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Time quilt: scaling up zoomable photo browsers for large, unstructured photo collections
CHI '05 Extended Abstracts on Human Factors in Computing Systems
Query on demand video browsing
Proceedings of the 15th international conference on Multimedia
Interactive access to large image collections using similarity-based visualization
Journal of Visual Languages and Computing
Balancing thread based navigation for targeted video search
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
An introduction to nonlinear dimensionality reduction by maximum variance unfolding
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
IEEE Transactions on Pattern Analysis and Machine Intelligence
MoireGraphs: radial focus+context visualization and interaction for graphs with visual nodes
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
SURF: speeded up robust features
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
A multimedia analytics framework for browsing image collections in digital forensics
Proceedings of the 20th ACM international conference on Multimedia
An Evaluation of Color Sorting for Image Browsing
International Journal of Multimedia Data Engineering & Management
A user study of visual search performance with interactive 2d and 3d storyboards
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
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Ideally, one would like to perform image search using an intuitive and friendly approach. Many existing image search engines, however, present users with sets of images arranged in some default order on the screen, typically the relevance to a query, only. While this certainly has its advantages, arguably, a more flexible and intuitive way would be to sort images into arbitrary structures such as grids, hierarchies, or spheres so that images that are visually or semantically alike are placed together. This paper focuses on designing such a navigation system for image browsers. This is a challenging task because arbitrary layout structure makes it difficult -- if not impossible -- to compute cross-similarities between images and structure coordinates, the main ingredient of traditional layouting approaches. For this reason, we resort to a recently developed machine learning technique: kernelized sorting. It is a general technique for matching pairs of objects from different domains without requiring cross-domain similarity measures and hence elegantly allows sorting images into arbitrary structures. Moreover, we extend it so that some images can be preselected for instance forming the tip of the hierarchy allowing to subsequently navigate through the search results in the lower levels in an intuitive way.