Estimating manifold dimension by inversion error
Proceedings of the 2005 ACM symposium on Applied computing
High Resolution Animated Scenes from Stills
IEEE Transactions on Visualization and Computer Graphics
Optimal Camera Placement for Automated Surveillance Tasks
Journal of Intelligent and Robotic Systems
Interactive access to large image collections using similarity-based visualization
Journal of Visual Languages and Computing
Dimensionality reduction for heterogeneous dataset in rushes editing
Pattern Recognition
Compression of Video Data Using Parametric Line and Natural Cubic Spline Block Level Approximation
IEICE - Transactions on Information and Systems
Anomaly detection using manifold embedding and its applications in transportation corridors
Intelligent Data Analysis - Knowledge Discovery from Data Streams
Learning Highly Structured Manifolds: Harnessing the Power of SOMs
Similarity-Based Clustering
A template-based isomap algorithm for real-time removal of ocular artifacts from EEG signals
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Learning to recognize video-based spatiotemporal events
IEEE Transactions on Intelligent Transportation Systems
Nonlinear Dimensionality Reduction by Topologically Constrained Isometric Embedding
International Journal of Computer Vision
Video analysis via nonlinear dimensionality reduction
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Visualization and clustering of crowd video content in MPCA subspace
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part II
Learning video manifold for segmenting crowd events and abnormality detection
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Robust attentive behavior detection by non-linear head pose embedding and estimation
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Video manifold modelling: finding the right parameter settings for anomaly detection
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Identification of moving vehicle trajectory using manifold learning
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
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Dimensionality reduction techniques seek to representa set of images as a set of points in a low dimensionalspace.Here we explore a video representation thatconsiders a video as two parts - a space of possibleimages and a trajectory through that space.The non-lineardimensionality reduction technique of Isomap,gives, for many interesting scenes, a very low dimensionalrepresentation of the space of possible images.Analysis of the shape of the video trajectory throughthese image spaces gives new tools for video analysis.Experiments with natural video sequences illustratemethods for the very different tasts of classifyingvideo clips and temporal super-resolution.