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Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression
3D face reconstruction is a fundamental Computer Vision problem of extraordinary difficulty. Current systems often assume the availability of multiple facial images (sometimes from the same subject)Expand
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A CNN Cascade for Landmark Guided Semantic Part Segmentation
This paper proposes a CNN cascade for semantic part segmentation guided by pose-specific information encoded in terms of a set of landmarks (or keypoints). There is large amount of prior work on eachExpand
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Deep machine learning provides state-of-the-art performance in image-based plant phenotyping
Abstract In plant phenotyping, it has become important to be able to measure many features on large image sets in order to aid genetic discovery. The size of the datasets, now often capturedExpand
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Deep Machine Learning provides state-of-the-art performance in image-based plant phenotyping
Deep learning is an emerging field that promises unparalleled results on many data analysis problems. We show the success offered by such techniques when applied to the challenging problem ofExpand
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3D Human Body Reconstruction from a Single Image via Volumetric Regression
This paper proposes the use of an end-to-end Convolutional Neural Network for direct reconstruction of the 3D geometry of humans via volumetric regression. The proposed method does not require theExpand
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Restricted set classification: Who is there?
Abstract We consider a problem where a set X of N objects (instances) coming from c classes have to be classified simultaneously. A restriction is imposed on X in that the maximum possible number ofExpand
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Deep Hourglass for Brain Tumor Segmentation
The segmentation of a brain tumour in an MRI scan is a challenging task, in this paper we present our results for this problem via the BraTS 2018 challenge, consisting of 210 high grade glioma (HGG)Expand
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Improving freight rail safety with on-board monitoring and control systems
The Office of Research and Development of the Federal Railroad Administration (FRA) is sponsoring a revenue service demonstration of Advanced Train Systems to demonstrate new technologies forExpand
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Who Is Missing? A New Pattern Recognition Puzzle
Consider a multi-class classification problem. Given is a set of objects, for which it is known that there is at most one object from each class. The problem is to identify the missing classes. WeExpand
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