DualSwinUnet++: An enhanced Swin-Unet architecture with dual decoders for PTMC segmentation

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Maryam Dialameh, Hossein Rajabzadeh, Moslem Sadeghi-Goughari, Jung Suk Sim, Hyock Ju Kwon

Published: 2025, Last Modified: 07 Oct 2025Comput. Biol. Medicine 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Targets small thyroid tumors missed in standard ultrasound imaging.•Boosts tumor visibility by using thyroid region as spatial guide.•Cuts false positives by focusing only inside the thyroid boundary.•Offers fast and accurate segmentation for real-time surgery support.•Outperforms leading methods on two clinical ultrasound datasets.