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Adelaide, South Australia, Australia
11K followers 500+ connections

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I am a research leader in Machine Learning and a Computer Vision researcher.

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    Australian Institute for Machine Learning (AIML)

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Publications

Patents

  • Method and software for analysing microbial growth

    Issued US US9292729B2

    A method for analysing microbial growth on a solid culture medium, the method including obtaining image data of the solid culture medium and any microbial growth, generating an associated feature vector of values obtained by applying one or more filters to the image data, using a classifier to classify each pixel in a plurality of pixels in the image data based on the associated feature vector, analysing results of pixel classifications of each said pixel to derive a microbiological assessment…

    A method for analysing microbial growth on a solid culture medium, the method including obtaining image data of the solid culture medium and any microbial growth, generating an associated feature vector of values obtained by applying one or more filters to the image data, using a classifier to classify each pixel in a plurality of pixels in the image data based on the associated feature vector, analysing results of pixel classifications of each said pixel to derive a microbiological assessment of the solid culture medium and any microbial growth, and outputting the microbiological assessment.

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  • Method and system for generating a 3D model

    Issued US US8675951B2

    A method for generating a three dimensional (3D) model of an object is depicted in a two dimensional (2D) image is disclosed, The 2D image includes associated 3D information. The method includes an operator determining a geometric primitive corresponding to shape characteristics of the object and then the generation of the 3D model based on the determined geometric primitive, the 2D image, and the associated 3D information.

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  • Image processing method and apparatus

    JP 4653155

    A method (100) is disclosed of classifying elements in a region within a frame (410). The method (100) creates (145) a background model (150) of at least said region based on a statistical function applied to features of elements of said region in a set of frames. A mapping (130) of features to labels is also received. A difference measure comprising a plurality of difference values is then calculated based on features of elements in the region and features of the background model (150). The…

    A method (100) is disclosed of classifying elements in a region within a frame (410). The method (100) creates (145) a background model (150) of at least said region based on a statistical function applied to features of elements of said region in a set of frames. A mapping (130) of features to labels is also received. A difference measure comprising a plurality of difference values is then calculated based on features of elements in the region and features of the background model (150). The method (100) then classifies (180) elements based upon the difference measure and the mapping (130).

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Honors & Awards

  • CVPR Best Paper Prize

    The Conference on Computer Vision and Pattern Recognition (CVPR)

    CVPR is the primary publication venue in Computer Vision, and the Best paper Prize is one of the most sought after awards in the field.

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