2026-10-07T21:43:56Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33905201 2026-09-17T17:41:36Z category_146 category_7 category_12 category_21 category_734 category_931 portal_5 item_type_3 month_year_09_2026

<p>Annotation efficiency summary on the TIGER ROI dataset. Number of labeled tiles required to reach mIoU and annotation savings relative to SmartHisto. “-” indicates the method never reached the target within the 122-tile budget.</p> Sriram Vijendran (21520036) Bailey Arruda (6709262) Tavis K. Anderson (7380986) Oliver Eulenstein (3291621) Space Science Medicine Cell Biology Biotechnology Biological Sciences not elsewhere classified Information Systems not elsewhere classified xlink "> accurate utilizing large expert making expert labeling identify informative regions demonstrating substantial reductions bayesian neural network advancing systems biology novel active learning bayesian active learning multiple benchmark datasets unlabeled images rather deep learning annotated datasets entire images biological images variable staining recent advancements method achieves medical research mean iou major challenge image processing fixed magnifications efficient characterization developing automated approach employs annotation requirements <p>Annotation efficiency summary on the TIGER ROI dataset. Number of labeled tiles required to reach mIoU and annotation savings relative to SmartHisto. “-” indicates the method never reached the target within the 122-tile budget.</p> 2026-09-17T17:55:37Z Dataset Dataset 10.1371/journal.pcbi.1013611.t004 https://figshare.com/articles/dataset/_p_Annotation_efficiency_summary_on_the_TIGER_ROI_dataset_Number_of_labeled_tiles_required_to_reach_mIoU_and_annotation_savings_relative_to_SmartHisto_-_indicates_the_method_never_reached_the_target_within_the_122-tile_budget_p_/33905201 CC BY 4.0