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Significant research can be found on automating diagnosis by applying computational techniques to medical images, thereby eliminating the need for individual image analysis and greatly diminishing overall costs.
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For individual image collection, this is done by calculating the average retrieval rates for each query set by varying the visual dictionary size and the number of nodes in each hidden layers of HDLA. Figure 9 depicts the average retrieval rates obtained by different image collections while changing the number of hidden layer units along with visual dictionary size.
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They had helpers write captions for individual images and for series of images in specific sequences.
The results for burnt area mapping demonstrated an average producer's accuracy of 85% (range of 28 to 100% for individual images) and average user's accuracy of 71% (range of 4 to 99% for individual images).
There are two ways to approach these densely packed tableaus: as a scavenger hunt, looking for individual images to figure out the artist's life; or, more satisfying for me, simply allowing the eye to wander.
By ranking structural models using posterior probabilities calculated for individual images, BioEM in principle addresses the challenge of working with highly dynamic or heterogeneous systems not easily handled in traditional EM reconstruction.
In addition to the raw data, the same database also indexes metadata associated with multiple levels of reduced data products, including contrast measures for individual images and combined image sequences, which serve as the primary metric of performance for the final science products.
Standard aperture photometry was performed for individual images, and the results are summarized in Table 4.
For analysis, background signal was set as threshold for individual images and objects in red (ZO-1) and green (tricellulin) cannels were automatically identified by the software.
All outcome measures were calculated for individual images (obtained on the subjects' right and left sides) as well as averaged across sides within subjects.
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