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Finally, the fibrosis class classification of FibroMeter2G had a significantly higher correct classification (qualitative accuracy descriptor) and a significantly lower discrepancy level (quantitative accuracy descriptor better reflecting disagreement than the former) compared to local pathologists.
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They are diagnostic accuracy descriptors that do not vary greatly among patient populations, but they can vary greatly among radiologists.
With the object of analyzing our results and in order to check for the assessment of the KID procedure, we have previously designed several accuracy descriptors (AD) that relate the results obtained through the HOMO and LUMO calculations with those obtained by means of the vertical I and A within a (Delta SCF procedure.
Such descriptors! pic.twitter.com/ZeqXki3x0i.
Furthermore, for the accuracy of the descriptor is not important for the machine learning calculations.
The first five central moments (UF5) have also been calculated, to see if the fifth central moment improves the accuracy of the descriptor representation.
Following are the main contributions of our work: 1. Definition of GRAB as a generalized operator for feature description; 2. Method for selection of operator's scale space; 3. Demonstration of higher accuracy of GRAB descriptor compared to existing methods on low-scale images.
Similarly, this links to the computational cost per entry and the accuracy of the descriptors used, from full quantum chemical structural characterisations to fast calculations of topological descriptors, and, correspondingly, from detailed mapping of structural and electronic properties, retaining close links to the mechanism of reaction, to coarse bins of structural similarities.
Mean classification accuracy for all descriptors on the Brodatz dataset.
Mean classification accuracy for all descriptors on the Kylberg dataset.
Mean classification accuracy for all descriptors on the Virus dataset.
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