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Hybrid GAN–P-TransUNet framework for alveolar bone regeneration in dental implant planning: A hypothesis | Synapse
March 3, 2026
Hybrid GAN–P-TransUNet framework for alveolar bone regeneration in dental implant planning: A hypothesis
SS
S. Shyam Sundar
SS
Sahith Kumar Shetty
KB
K. Brindha
Key Points
Alveolar bone regeneration is enhanced using the Hybrid GAN–P-TransUNet framework, with potential benefits in dental planning.
The framework employs Generative Adversarial Networks along with P-TransUNet to optimize bone regeneration outcomes.
Analysis evaluates efficacy through simulated applications in implant dentistry, targeting improved procedures.
Highlighting innovative technology, further validation in clinical settings may enhance dental practices.
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Sundar et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75b4ac6e9836116a22607
https://doi.org/https://doi.org/10.1016/j.mehy.2026.111892
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