Systems and methods for image classification
AssigneesOwkin, Inc., Owkin France SAS
InventorsPierre Courtiol, Eric W. Tramel, Marc Sanselme, Gilles Wainrib
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AssigneesOwkin, Inc., Owkin France SAS
InventorsPierre Courtiol, Eric W. Tramel, Marc Sanselme, Gilles Wainrib
Estimating the term…
A method and apparatus of a device that classifies an image is described. In an exemplary embodiment, the method includes tiling at least one region of interest of the input image into a set of tiles. For each tile, the method includes extracting a feature vector of the tile by applying a convolutional neural network, wherein a feature is a local descriptor of the tile; and computing a score of the tile from the extracted feature vector, said tile score being representative of a contribution of the tile into a classification of the input image. The method also includes sorting a set of the tile scores and selecting a subset of the tile scores based on their value and/or their rank in the sorted set. The method also includes applying a classifier to the selected tile scores in order to classify the input image.
A method for classifying an input image comprising:
A non-transitory computer readable medium with a memory storing code instructions which, when executed by a processor, cause the processor to perform operations for classifying an input image, the operations comprising:
A method for predicting a global score of an input image comprising:
A non-transitory computer readable medium with a memory storing code instructions which, when executed by a processor, cause the processor to perform operations for predicting a global score of an input image, the operations comprising:
Dependencies are inferred from the claim text.