Vision-based Human Action Recognition: A Sparse Representation Perspective
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Summary
The experimental results obtained using the method are compared with the results derived using conventional machine learning techniques such as K-Nearest Neighbors (KNN) and Support Vector Machines (SVM) and show that the proposed framework yields considerable performance improvement in many aspects.
- Type
- article
- Published
- 2012-01-01
- Cited by
- 5
- References
- 32
- Access
- Open access
- OpenAlex
- https://openalex.org/W75367691
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:18856055
Keywords
Perspective (graphical), Action (physics), Action recognition, Artificial intelligence, Representation (politics)
References
- An Introduction To Compressive Sampling
- Finding People in Images and Videos
- Distributed recognition of human actions using wearable motion sensor networks
- Support vector machines
- On Space-Time Interest Points
- Vision-based human motion analysis: An overview
- Motion-based recognition a survey
- Recognizing human actions in videos acquired by uncalibrated moving cameras
- A new compressive imaging camera architecture using optical-domain compression
- A survey on vision-based human action recognition
- Multiple-view object recognition in band-limited distributed camera networks
- The Visual Analysis of Human Movement: A Survey
- Single-pixel imaging via compressive sampling
- Robust Face Recognition via Sparse Representation
- Hybrid models for human motion recognition
- Privacy-Enabled Object Tracking in Video Sequences Using Compressive Sensing
- Histograms of oriented gradients for human detection
- The Recognition of Human Movement Using Temporal Templates
- Robust Visual Tracking using 1 Minimization
- Behavior recognition via sparse spatio-temporal features
Cited by
- Robust human action recognition via long short-term memory
- HUMAN ACTION RECOGNITION BASED ON DISCRIMINATIVE SPARSE REPRESENTATION ON MULTI-MANIFOLDS
- Sparsity-Induced Similarity Measure and Its Applications
- Human Action Recognition Based Sparse Representation
- Human Activity Recognition in Video Based on Histogram of Oriented Gradients and K-Nearest Neighbor
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