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Table 4 A comparison of SSL pretraining studies for liver tumour segmentation using 3D CNNs on the LiTS2017 benchmark. We display the intersection over union (IoU) reported by each study

From: A survey of the impact of self-supervised pretraining for diagnostic tasks in medical X-ray, CT, MRI, and ultrasound

Method

Initialization

First Author [ref]

Identifier

Random

SSL

Zhou [73]

Models Genesis (3D)

0.7976

0.8510

Feng [75]

Parts2Whole

0.7782

0.8670

Guo [80]

United

0.7782

0.8653

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BMC Medical Imaging

ISSN: 1471-2342

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