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The UNICORN challenge comprises 20 tasks to evaluate model performance across radiology and pathology.

Note: Additional tasks may be introduced in the future to address the latest medical challenges.

ID Name Task Type Modality Domain
T1 Classifying HE prostate biopsies into ISUP scores Classification Vision Pathology
T2 Classifying lung nodule malignancy in CT Classification Vision Radiology
T3 Predicting the time to biochemical recurrence in HE prostatectomies Regression Vision Pathology
T4 Predicting slide-level tumor proportion score in NSCLC IHC-stained WSI Classification Vision Pathology
T5 Detecting signet ring cells in HE-stained WSI of gastric cancer Detection Vision Pathology
T6 Detecting clinically significant cancer in prostate MRI exams Detection Vision Radiology
T7 Detecting lung nodules in thoracic CT Detection Vision Radiology
T8 Detecting mitotic figures in breast cancer HE-stained WSIs Detection Vision Pathology
T9 Segmenting ROIs in breast cancer HE-stained WSIs Segmentation Vision Pathology
T10 Segmenting lesions within ROIs in CT Segmentation Vision Radiology
T11 Segmenting three anatomical structures in lumbar spine MRI Segmentation Vision Radiology
T12 Predicting histopathology sample origin Classification Language Pathology
T13 Classifying pulmonary nodule presence Classification Language Radiology
T14 Classifying kidney abnormality Classification Language Radiology
T15 Predicting Hip Kellgren-Lawrence score Classification Language Radiology
T16 Classifying colon histopathology diagnosis Classification Language Pathology
T17 Predicting lesion size measurements Regression Language Radiology
T18 Predicting prostate volume, PSA, and PSA density Regression Language Radiology
T19 Anonymizing report Named Entity Recognition Language Radiology + Pathology
T20 Generating caption from WSI Generation Vision-Language Pathology