Distribution of average recognition error rates on the benchmark dataset when repeatedly implementing the hyperparameter-tuning method using <i>n</i> labeled images 1000 times.
<p>In each replicate, a few (1, 3, 5, 10, 20, 30, or 50) images are randomly selected from the benchmark dataset, and <i>λ</i> is tuned for each image to a proper value so that MCount gives the same counting number as the label. Then, the average of <i>λ</i> is chosen f...
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2025
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