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Owning a home, but worried about paying the mortgage … you can't just box them into a simple descriptor category.
This simple descriptor alone can provide a useful prediction of mutagenicity [3, 67, 68].
In UCID, the best performing SIMPLE descriptor (gaussRnd-CEDD) achieves a MAP score of 0.7955.
Generally, when a simple descriptor is used, different molecules happen to be represented by one description and correctly classifying molecules into active or non-active groups is impossible.
A simple descriptor vector per each frame is considered and video is clustered by looking at co-occurrences of motion and appearance patterns.
Therefore, the extracted landmarks are identified by a simple descriptor which consists of a window of pixels around the observed landmark.
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On the UCID collection, 11 out of the 16 proposed SIMPLE descriptors outperform the baseline non-SIMPLE descriptor.
Tables 5 and 6 present in a ranked manner, the % improvement of the metrics MAP, P@k and ANMRR that the proposed SIMPLE descriptors attained against the respective baseline non-SIMPLE descriptor.
We prepared separate tables of results for the tested non-SIMPLE and SIMPLE descriptors.
The CCN and SVM models were constructed using simple descriptors and validated with external data.
SIMPLE descriptors that employ the SURF detector perform significantly better than SIFT.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com