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It was found that inter-annotator agreement in labeling medical images is low. What is the most appropriate action to improve the reliability of the AI model?
①Further increase the amount of data to relatively reduce the impact of mismatches.
②Reduce manual labor by entrusting everything to an automatic labeling tool.
③Create detailed annotation guidelines, have multiple annotators re-annotate, and have experts make the final decision.
④Remove all mismatched samples to clean the training data.
⑤Use a noise-tolerant loss function to directly handle variability in the labels.
