Search Results - "Mishra, Divyanshu"

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    Statistical Characterisation of Fetal Anatomy in Simple Obstetric Ultrasound Video Sweeps by Gleed, Alexander D., Mishra, Divyanshu, Self, Alice, Thiruvengadam, Ramachandran, Desiraju, Bapu Koundinya, Bhatnagar, Shinjini, Papageorghiou, Aris T., Noble, J. Alison

    Published in Ultrasound in medicine & biology (01-07-2024)
    “…We present a statistical characterisation of fetal anatomies in obstetric ultrasound video sweeps where the transducer follows a fixed trajectory on the…”
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    Journal Article
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    Automatic Image Guidance for Assessment of Placenta Location in Ultrasound Video Sweeps by Gleed, Alexander D., Chen, Qingchao, Jackman, James, Mishra, Divyanshu, Chandramohan, Varun, Self, Alice, Bhatnagar, Shinjini, Papageorghiou, Aris T., Noble, J. Alison

    Published in Ultrasound in medicine & biology (01-01-2023)
    “…Ultrasound-based assistive tools are aimed at reducing the high skill needed to interpret a scan by providing automatic image guidance. This may encourage…”
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    Journal Article
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    Rethinking Semi-Supervised Federated Learning: How to co-train fully-labeled and fully-unlabeled client imaging data by Saha, Pramit, Mishra, Divyanshu, Noble, J. Alison

    Published 28-10-2023
    “…The most challenging, yet practical, setting of semi-supervised federated learning (SSFL) is where a few clients have fully labeled data whereas the other…”
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    Journal Article
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    Examining Modality Incongruity in Multimodal Federated Learning for Medical Vision and Language-based Disease Detection by Saha, Pramit, Mishra, Divyanshu, Wagner, Felix, Kamnitsas, Konstantinos, Noble, J. Alison

    Published 07-02-2024
    “…Multimodal Federated Learning (MMFL) utilizes multiple modalities in each client to build a more powerful Federated Learning (FL) model than its unimodal…”
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    Journal Article
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    F$^3$OCUS -- Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics by Saha, Pramit, Wagner, Felix, Mishra, Divyanshu, Peng, Can, Thakur, Anshul, Clifton, David, Kamnitsas, Konstantinos, Noble, J. Alison

    Published 17-11-2024
    “…Effective training of large Vision-Language Models (VLMs) on resource-constrained client devices in Federated Learning (FL) requires the usage of…”
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    Journal Article
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    Dual Conditioned Diffusion Models for Out-Of-Distribution Detection: Application to Fetal Ultrasound Videos by Mishra, Divyanshu, Zhao, He, Saha, Pramit, Papageorghiou, Aris T, Noble, J. Alison

    Published 01-11-2023
    “…Out-of-distribution (OOD) detection is essential to improve the reliability of machine learning models by detecting samples that do not belong to the training…”
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    Journal Article