AIMC Journal:
IEEE transactions on pattern analysis and machine intelligence

Showing 281 to 290 of 300 articles

Hierarchical Clustering Multi-Task Learning for Joint Human Action Grouping and Recognition.

IEEE transactions on pattern analysis and machine intelligence Mar 2, 2016
This paper proposes a hierarchical clustering multi-task learning (HC-MTL) method for joint human action grouping and recognition. Specifically, we formulate the objective function into the group-wise least square loss regularized by low rank and spa...
Task Performance and Analysis Least-Squares Analysis Pattern Recognition, Automated Machine Learning Learning Humans Algorithms Cluster Analysis Artificial Intelligence Databases, Factual
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Deep Dynamic Neural Networks for Multimodal Gesture Segmentation and Recognition.

IEEE transactions on pattern analysis and machine intelligence Mar 2, 2016
This paper describes a novel method called Deep Dynamic Neural Networks (DDNN) for multimodal gesture recognition. A semi-supervised hierarchical dynamic framework based on a Hidden Markov Model (HMM) is proposed for simultaneous gesture segmentation...
Neural Networks, Computer Algorithms Learning Humans Normal Distribution Gestures Pattern Recognition, Automated
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Minimum Entropy Rate Simplification of Stochastic Processes.

IEEE transactions on pattern analysis and machine intelligence Feb 23, 2016
We propose minimum entropy rate simplification (MERS), an information-theoretic, parameterization-independent framework for simplifying generative models of stochastic processes. Applications include improving model quality for sampling tasks by conc...
Sound Spectrography Pattern Recognition, Automated Entropy Models, Statistical Models, Biological Speech Production Measurement Humans Machine Learning Computer Simulation Animals Algorithms
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Nonparametric Feature Matching Based Conditional Random Fields for Gesture Recognition from Multi-Modal Video.

IEEE transactions on pattern analysis and machine intelligence Jan 18, 2016
We present a new gesture recognition method that is based on the conditional random field (CRF) model using multiple feature matching. Our approach solves the labeling problem, determining gesture categories and their temporal ranges at the same time...
Algorithms Gestures Support Vector Machine Hand Humans Pattern Recognition, Automated
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Modeling 3D Environments through Hidden Human Context.

IEEE transactions on pattern analysis and machine intelligence Dec 3, 2015
The idea of modeling object-object relations has been widely leveraged in many scene understanding applications. However, as the objects are designed by humans and for human usage, when we reason about a human environment, we reason about it through ...
Robotics Humans Algorithms Imaging, Three-Dimensional Models, Theoretical
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Labeled Graph Kernel for Behavior Analysis.

IEEE transactions on pattern analysis and machine intelligence Sep 23, 2015
Automatic behavior analysis from video is a major topic in many areas of research, including computer vision, multimedia, robotics, biology, cognitive science, social psychology, psychiatry, and linguistics. Two major problems are of interest when an...
Pattern Recognition, Automated Support Vector Machine Humans Video Recording Algorithms
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HAKE: A Knowledge Engine Foundation for Human Activity Understanding.

IEEE transactions on pattern analysis and machine intelligence Jul 1, 2023
Human activity understanding is of widespread interest in artificial intelligence and spans diverse applications like health care and behavior analysis. Although there have been advances with deep learning, it remains challenging. The object recognit...
Humans Knowledge Bases Artificial Intelligence Algorithms Human Activities Gadiformes Animals
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Parsing Based on Parselets: A Unified Deformable Mixture Model for Human Parsing.

IEEE transactions on pattern analysis and machine intelligence Jan 1, 2016
Human parsing, namely partitioning the human body into semantic regions, has drawn much attention recently for its wide applications in human-centric analysis. Previous works often consider solving the problem of human pose estimation as the prerequi...
Humans Artificial Intelligence Algorithms Pattern Recognition, Automated Pattern Recognition, Visual Databases, Factual Computer Simulation
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Human-Machine CRFs for Identifying Bottlenecks in Scene Understanding.

IEEE transactions on pattern analysis and machine intelligence Jan 1, 2016
Recent trends in image understanding have pushed for scene understanding models that jointly reason about various tasks such as object detection, scene recognition, shape analysis, contextual reasoning, and local appearance based classifiers. In this...
Humans Artificial Intelligence Databases, Factual Computer Simulation Algorithms Pattern Recognition, Visual Pattern Recognition, Automated Brain-Computer Interfaces
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Anticipating Human Activities Using Object Affordances for Reactive Robotic Response.

IEEE transactions on pattern analysis and machine intelligence Jan 1, 2016
An important aspect of human perception is anticipation, which we use extensively in our day-to-day activities when interacting with other humans as well as with our surroundings. Anticipating which activities will a human do next (and how) can enabl...
Algorithms Human Activities Imaging, Three-Dimensional Anticipation, Psychological Robotics Perception Video Recording Movement Models, Statistical Humans Machine Learning
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