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Journal ArticleDOI

Facial expression recognition from near-infrared videos

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TLDR
A novel research on a dynamic facial expression recognition, using near-infrared (NIR) video sequences and LBP-TOP feature descriptors and component-based facial features are presented to combine geometric and appearance information, providing an effective way for representing the facial expressions.
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This article is published in Image and Vision Computing.The article was published on 2011-08-01. It has received 586 citations till now. The article focuses on the topics: Three-dimensional face recognition & Face hallucination.

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Citations
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Journal ArticleDOI

Detection of Genuine and Posed Facial Expressions of Emotion: Databases and Methods.

TL;DR: In this paper, a general review of the relevant research, including several spontaneous vs. posed facial expression databases and various computer vision based detection methods is presented along with open issues and technical challenges in this nascent field.
Posted Content

From Facial Expression Recognition to Interpersonal Relation Prediction

TL;DR: In this paper, a multi-task Siamese network is proposed to predict inter-personal relations. But the model is limited to face images and does not handle other attributes, such as gender, age, and head pose.
Journal ArticleDOI

Leveraging 3D blendshape for facial expression recognition using CNN

TL;DR: In order to train the blendshape network, a large blendshape image dataset is constructed, namely BlendshapeExp, which gets 297,490 images with ground truth blendshape coefficients and is trained to regress these coefficients from a single image.
Book ChapterDOI

Deep Learning-Based Emotion Recognition from Real-Time Videos

TL;DR: A novel framework for emotional state detection from facial expression targeted to learning environments based on a convolutional deep neural network that classifies people’s emotions that are captured through a web-cam and integrated into an affective pedagogical agent system.
Posted Content

Discriminatively Trained Latent Ordinal Model for Video Classification

TL;DR: In this paper, a weakly supervised learning method was proposed to model the video as a sequence of automatically mined, discriminative sub-events (e.g., onset and offset phase for "smile", running and jumping for "highjump").
References
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Journal ArticleDOI

Multiresolution gray-scale and rotation invariant texture classification with local binary patterns

TL;DR: A generalized gray-scale and rotation invariant operator presentation that allows for detecting the "uniform" patterns for any quantization of the angular space and for any spatial resolution and presents a method for combining multiple operators for multiresolution analysis.
Journal ArticleDOI

Robust Face Recognition via Sparse Representation

TL;DR: This work considers the problem of automatically recognizing human faces from frontal views with varying expression and illumination, as well as occlusion and disguise, and proposes a general classification algorithm for (image-based) object recognition based on a sparse representation computed by C1-minimization.
Journal ArticleDOI

On combining classifiers

TL;DR: A common theoretical framework for combining classifiers which use distinct pattern representations is developed and it is shown that many existing schemes can be considered as special cases of compound classification where all the pattern representations are used jointly to make a decision.
Journal ArticleDOI

From few to many: illumination cone models for face recognition under variable lighting and pose

TL;DR: A generative appearance-based method for recognizing human faces under variation in lighting and viewpoint that exploits the fact that the set of images of an object in fixed pose but under all possible illumination conditions, is a convex cone in the space of images.
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