AIMC Journal:
IEEE transactions on pattern analysis and machine intelligence

Showing 261 to 270 of 300 articles

Clickstream Analysis for Crowd-Based Object Segmentation with Confidence.

IEEE transactions on pattern analysis and machine intelligence Nov 27, 2017
With the rapidly increasing interest in machine learning based solutions for automatic image annotation, the availability of reference annotations for algorithm training is one of the major bottlenecks in the field. Crowdsourcing has evolved as a val...
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Ensembles of Lasso Screening Rules.

IEEE transactions on pattern analysis and machine intelligence Nov 24, 2017
In order to solve large-scale lasso problems, screening algorithms have been developed that discard features with zero coefficients based on a computationally efficient screening rule. Most existing screening rules were developed from a spherical con...
Databases, Factual Machine Learning Humans Computer Simulation Image Processing, Computer-Assisted Algorithms
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Cross Euclidean-to-Riemannian Metric Learning with Application to Face Recognition from Video.

IEEE transactions on pattern analysis and machine intelligence Nov 22, 2017
Riemannian manifolds have been widely employed for video representations in visual classification tasks including video-based face recognition. The success mainly derives from learning a discriminant Riemannian metric which encodes the non-linear geo...
Face Algorithms Pattern Recognition, Automated Image Processing, Computer-Assisted Video Recording Humans Biometric Identification Machine Learning
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A Simple, Fast and Highly-Accurate Algorithm to Recover 3D Shape from 2D Landmarks on a Single Image.

IEEE transactions on pattern analysis and machine intelligence Nov 13, 2017
Three-dimensional shape reconstruction of 2D landmark points on a single image is a hallmark of human vision, but is a task that has been proven difficult for computer vision algorithms. We define a feed-forward deep neural network algorithm that can...
Imaging, Three-Dimensional Video Recording Humans Face Neural Networks, Computer Algorithms Databases, Factual
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Error-Correcting Factorization.

IEEE transactions on pattern analysis and machine intelligence Oct 16, 2017
Error Correcting Output Codes (ECOC) is a successful technique in multi-class classification, which is a core problem in Pattern Recognition and Machine Learning. A major advantage of ECOC over other methods is that the multi-class problem is decoupl...
Algorithms Image Processing, Computer-Assisted Models, Theoretical Humans Machine Learning Pattern Recognition, Automated Yeasts Electronic Data Processing Escherichia coli Face
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Sharable and Individual Multi-View Metric Learning.

IEEE transactions on pattern analysis and machine intelligence Sep 7, 2017
This paper presents a sharable and individual multi-view metric learning (MvML) approach for visual recognition. Unlike conventional metric leaning methods which learn a distance metric on either a single type of feature representation or a concatena...
Biometric Identification Family Databases, Factual Deep Learning Humans Face Image Processing, Computer-Assisted Pattern Recognition, Automated
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Learning from Narrated Instruction Videos.

IEEE transactions on pattern analysis and machine intelligence Sep 5, 2017
Automatic assistants could guide a person or a robot in performing new tasks, such as changing a car tire or repotting a plant. Creating such assistants, however, is non-trivial and requires understanding of visual and verbal content of a video. Towa...
Unsupervised Machine Learning Natural Language Processing Information Dissemination Video Recording Internet Databases, Factual Cluster Analysis Narration
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Discriminatively Trained Latent Ordinal Model for Video Classification.

IEEE transactions on pattern analysis and machine intelligence Aug 22, 2017
We address the problem of video classification for facial analysis and human action recognition. We propose a novel weakly supervised learning method that models the video as a sequence of automatically mined, discriminative sub-events (e.g., onset a...
Computer Graphics Running Stochastic Processes Humans Supervised Machine Learning Algorithms Pattern Recognition, Automated Video Recording Artificial Intelligence Movement Databases, Factual Facial Expression Models, Statistical
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Photorealistic Monocular Gaze Redirection Using Machine Learning.

IEEE transactions on pattern analysis and machine intelligence Aug 14, 2017
We propose a general approach to the gaze redirection problem in images that utilizes machine learning. The idea is to learn to re-synthesize images by training on pairs of images with known disparities between gaze directions. We show that such lear...
Female Male Eye Movements Image Processing, Computer-Assisted Deep Learning Neural Networks, Computer Machine Learning Databases, Factual Humans Decision Trees Videoconferencing Facial Expression Face Fixation, Ocular
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Faceness-Net: Face Detection through Deep Facial Part Responses.

IEEE transactions on pattern analysis and machine intelligence Aug 11, 2017
We propose a deep convolutional neural network (CNN) for face detection leveraging on facial attributes based supervision. We observe a phenomenon that part detectors emerge within CNN trained to classify attributes from uncropped face images, withou...
Pattern Recognition, Automated Humans Neural Networks, Computer Artificial Intelligence Supervised Machine Learning Deep Learning Databases, Factual Face
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