Co‐training semi‐supervised medical image segmentation based on pseudo‐label weight balancing
Sign Up to like & getrecommendations! Published in 2025 at "Medical Physics"
DOI: 10.1002/mp.17712
Abstract: Major challenges in current semi‐supervised segmentation methods: (1) The complementary nature of information in pseudo‐label: a key limitation of consistent regularization methods is the tendency of sub‐networks to converge to the consensus case early on,… read more here.
Keywords: segmentation; pseudo label; pseudo; semi supervised ... See more keywords
Self-locked dipillar[5]arene-based pseudo[1]rotaxanes and bispseudo[1]rotaxanes with different lengths of bridging chains
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DOI: 10.1039/c7nj05192a
Abstract: By condensation reactions of pillar[5]arene derivatives and alkylenediamines with different lengths of alkyl chains, self-locked dipillar[5]arene-based pseudo[1]rotaxanes and bispseudo[1]-rotaxanes were obtained, which were characterized via 1D NMR, 2D NMR, and X-ray analyses. It was found… read more here.
Keywords: self locked; based pseudo; arene based; locked dipillar ... See more keywords
Active site tuning based on pseudo-binary alloys for low-temperature acetylene semihydrogenation
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DOI: 10.1039/d3sc03704e
Abstract: The development of an efficient catalytic system for low-temperature acetylene semihydrogenation using nonnoble metals is important for the cost-effective production of polymer-grade pure ethylene. However, it remains challenging owing to the intrinsic low activity. Herein,… read more here.
Keywords: acetylene; acetylene semihydrogenation; pseudo binary; low temperature ... See more keywords
Perception-Based Pseudo-Motion Response for 360-Degree Video Streaming
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DOI: 10.1109/lsp.2022.3205272
Abstract: Streaming high-quality 360-degree video over constrained networks with low latency is very challenging due to high bandwidth requirement. Tile-based viewport adaptive streaming that proactively delivers predicted visible fields with higher quality is bandwidth-friendly, but limited… read more here.
Keywords: based pseudo; degree video; video streaming; perception based ... See more keywords
Segmentation of HE-stained meningioma pathological images based on pseudo-labels
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DOI: 10.1371/journal.pone.0263006
Abstract: Biomedical research is inseparable from the analysis of various histopathological images, and hematoxylin-eosin (HE)-stained images are one of the most basic and widely used types. However, at present, machine learning based approaches of the analysis… read more here.
Keywords: based pseudo; segmentation stained; pseudo labels; machine learning ... See more keywords
CycleGAN-Driven MR-Based Pseudo-CT Synthesis for Knee Imaging Studies
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DOI: 10.3390/app14114655
Abstract: In the field of knee imaging, the incorporation of MR-based pseudo-CT synthesis holds the potential to mitigate the need for separate CT scans, simplifying workflows, enhancing patient comfort, and reducing radiation exposure. In this work,… read more here.
Keywords: pseudo synthesis; based pseudo; knee imaging; cyclegan driven ... See more keywords