VIDS defines a new open specification with 21 machine-enforceable validation rules across two compliance profiles; four major public datasets meet only 20-39% of the dimensions, with provenance and quality as the largest gaps, and a new 100-subject reference dataset is released that passes all rules
The Pascal visual object classes (VOC) challenge.International Journal of Computer Vision, 88(2):303–338
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VIDS: A Verified Imaging Dataset Standard for Medical AI
VIDS defines a new open specification with 21 machine-enforceable validation rules across two compliance profiles; four major public datasets meet only 20-39% of the dimensions, with provenance and quality as the largest gaps, and a new 100-subject reference dataset is released that passes all rules