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
Parallel white noise generation on a GPU via cryptographic hash
Proceedings of the 2008 symposium on Interactive 3D graphics and games
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
Graphics hardware implementation of the parameter-less self-organising map
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Multimedia Mining on Manycore Architectures: The Case for GPUs
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
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
Data organization and visualization using self-sorting map
Proceedings of Graphics Interface 2011
Similarity-based image organization and browsing using multi-resolution self-organizing map
Image and Vision Computing
High-performance dynamic quantum clustering on graphics processors
Journal of Computational Physics
Accelerating text mining workloads in a MapReduce-based distributed GPU environment
Journal of Parallel and Distributed Computing
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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A novel approach is proposed in this paper to facilitate browsing a large collection of community photos based on visual similarities. Using extracted feature vectors, the approach maps photos onto a 2D rectangular area such that the ones with similar features are close to each other. When a user browses the collection, a subset of photos is automatically selected to compose a photo collage. Once having identified photos of interest the user can find more photos with similar features through panning and zooming operations, which dynamically update the photo collage. To quickly organize a large number of photos, the 2D mapping process is performed on the GPU, which yields 15~19 times speedup over the CPU implementation.