Semi-supervised cross feature learning for semantic concept detection in videos

• Published in: 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) Vol. 1; pp. 657 - 663 vol. 1
• Main Authors: Rong Yan, Naphade, M.
• Format: Conference Proceeding
• Language: English
• Published: IEEE 2005
• Subjects: Computer science; Data mining; Degradation; Drives; Gunshot detection systems; Large-scale systems; Semisupervised learning; Speech; Training data; Videos

For large scale automatic semantic video characterization, it is necessary to learn and model a large number of semantic concepts. But a major obstacle to this is the insufficiency of labeled training samples. Multi-view semi-supervised learning algorithms such as co-training may help by incorporati...