Class-based n-gram models of natural language
Computational Linguistics
Parameterized modeling and recognition of activities
Computer Vision and Image Understanding
Activity monitoring: noticing interesting changes in behavior
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
The Recognition of Human Movement Using Temporal Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Coupled hidden Markov models for complex action recognition
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
On the algorithmic implementation of multiclass kernel-based vector machines
The Journal of Machine Learning Research
Recognizing Action at a Distance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Temporal classification: extending the classification paradigm to multivariate time series
Temporal classification: extending the classification paradigm to multivariate time series
Large Margin Methods for Structured and Interdependent Output Variables
The Journal of Machine Learning Research
Efficient Visual Event Detection Using Volumetric Features
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
TemporalBoost for Event Recognition
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
View Invariance for Human Action Recognition
International Journal of Computer Vision
Supervised clustering of streaming data for email batch detection
Proceedings of the 24th international conference on Machine learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning and Inferring Motion Patterns using Parametric Segmental Switching Linear Dynamic Systems
International Journal of Computer Vision
Event Modeling and Recognition Using Markov Logic Networks
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Semantic Representation and Recognition of Continued and Recursive Human Activities
International Journal of Computer Vision
Human Action Recognition in Videos Using Kinematic Features and Multiple Instance Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Minimal-latency human action recognition using reliable-inference
Image and Vision Computing
Modeling the temporal extent of actions
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Modeling temporal structure of decomposable motion segments for activity classification
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Recognizing human actions by attributes
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Joint segmentation and classification of human actions in video
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
An online kernel change detection algorithm
IEEE Transactions on Signal Processing - Part II
Modeling and recognition of hand gesture using colored Petri nets
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Max-margin early event detectors
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Human activity prediction: Early recognition of ongoing activities from streaming videos
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Discriminative figure-centric models for joint action localization and recognition
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Parsing video events with goal inference and intent prediction
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Learning spatiotemporal graphs of human activities
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Complex events detection using data-driven concepts
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Cost-Sensitive top-down/bottom-up inference for multiscale activity recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Human focused action localization in video
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Exploring the Trade-off Between Accuracy and Observational Latency in Action Recognition
International Journal of Computer Vision
Recognizing 50 human action categories of web videos
Machine Vision and Applications
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The need for early detection of temporal events from sequential data arises in a wide spectrum of applications ranging from human-robot interaction to video security. While temporal event detection has been extensively studied, early detection is a relatively unexplored problem. This paper proposes a maximum-margin framework for training temporal event detectors to recognize partial events, enabling early detection. Our method is based on Structured Output SVM, but extends it to accommodate sequential data. Experiments on datasets of varying complexity, for detecting facial expressions, hand gestures, and human activities, demonstrate the benefits of our approach.