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» Harmonium Models for Semantic Video Representation and Class...
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MM
2004
ACM
124views Multimedia» more  MM 2004»
13 years 10 months ago
An online-optimized incremental learning framework for video semantic classification
This paper considers the problems of feature variation and concept uncertainty in typical learning-based video semantic classification schemes. We proposed a new online semantic c...
Jun Wu, Xian-Sheng Hua, HongJiang Zhang, Bo Zhang
CIVR
2007
Springer
231views Image Analysis» more  CIVR 2007»
13 years 11 months ago
Classification of video events using 4-dimensional time-compressed motion features
Among the various types of semantic concepts modeled, events pose the greatest challenge in terms of computational power needed to represent the event and accuracy that can be ach...
Alexander Haubold, Milind R. Naphade
IPC
2007
IEEE
13 years 11 months ago
Semantic Tolerance Relation-Based Image Representation and Classification
The nature of the concepts regarding images in many domains are imprecise, and the interpretation of finding similar images is also ambiguous and subjective on the level of human ...
Ying Dai
ICMCS
2006
IEEE
167views Multimedia» more  ICMCS 2006»
13 years 11 months ago
Mining Relationship Between Video Concepts using Probabilistic Graphical Models
For large scale automatic semantic video characterization, it is necessary to learn and model a large number of semantic concepts. These semantic concepts do not exist in isolatio...
Rong Yan, Ming-yu Chen, Alexander G. Hauptmann
KDD
2004
ACM
147views Data Mining» more  KDD 2004»
13 years 10 months ago
Semantic representation: search and mining of multimedia content
Semantic understanding of multimedia content is critical in enabling effective access to all forms of digital media data. By making large media repositories searchable, semantic ...
Apostol Natsev, Milind R. Naphade, John R. Smith