2008 · 27 citations · 15 references
ComputingComputer ScienceComputer VisionFeature EngineeringMachine LearningAction RecognitionFeature DescriptionMultimedia RetrievalOptical FlowRepresentation LearningVideo AnalysisActivity RecognitionHuman Activity RecognitionSpatiotemporal Feature ExtractionSpatiotemporal Feature LearningVideo ClassificationVideo Representation Learning
In this paper, we examine the problem of internet video categorization. Specifically, we explore the representation of a video as a ldquobag of wordsrdquo using various combinations of spatial and temporal descriptors. The descriptors incorporate both spatial and temporal gradients as well as optical flow information. We achieve state-of-the-art results on a standard human activity recognition database and demonstrate promising category recognition performance on two new databases of approximately 1000 and 1500 online user-submitted videos, which we will be making available to the community.
15
Object recognition from local scale-invariant features
David Lowe · 1999 · 16.2K citations
Video Google: a text retrieval approach to object matching in videos
A Bayesian Hierarchical Model for Learning Natural Scene Categories
Li Fei-Fei, Pietro Perona · 2005 · 3.6K citations
Behavior Recognition via Sparse Spatio-Temporal Features
Piotr Dollár, Vincent Rabaud, Garrison W. Cottrell et al. · 2006 · 2.5K citations
Computing, Zoology, Computer Vision +14