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Table 3 A comparison of SSL pretraining studies for segmentation in NIH Pancreas-CT [95]. The mean Dice score on the standard 4-fold cross validation is reported

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

Zheng [96]

Slice Shuffle

0.8569

0.8621

Tao [97]

Rubik’s cube++

0.8209

0.8408

Yang [98]

VoxSeP (3D)

0.8353

0.8571

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BMC Medical Imaging

ISSN: 1471-2342

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