Allison Clement
Allison Clement
Wolfson Building, Parks Road, Oxford OX1 3QD
Interests
I am a DPhil Student apart of a Medical Imaging research group lead by Irina Voiculescu. I am part of the Computational and Health informatics theme. I have an undergraduate degree in Biomechanical Engineering and a Masters in Biomedical Engineering. I have worked on many computational projects in biomechanical engineering. This has lead me to Computer Science.
My research focuses on techniques aimed to create a better understanding of the skeleton and to develop technologies for diagnosis/treatment of orthopeadic disease.
My current work focuses on screening babies for hip dislocations. It is important to improve screening methods to allow for more accessible patient care. To do this, I have developed landmark-based methods incorporating the clinical decision to improve landmark localisation.
My current work focuses on developing and evaluating incorporating multimodal (text and image data) to improve landmark-based orthopaedic screening.
Current work includes:
- Improving automated ultrasound screening methods.
- Exploring the use of integrating clinical classification into a loss function to improved ultrasound screening.
- Combined landmark−based screening method to improve disease classification.
- Creating angle metrics to evaluate agreement with classification.
- Incorporating multimodal (text and image data) to improve orthopeadic screening.
Previous work includes:
- Skull to face predictive models (UNets) using metadata and CT images.
- Skull implants generation for defects from CT images ( Auto Implant Challenge MICCAI 2021)
- Facial recognition CNNs for intraoperative tools to improve nasal reconstruction surgery.
- Automated tumor segmentation in preclinical and clinical models.
- Material, mecahnical and quatitative characterization of bone architecture and quality.
Selected Publications
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Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip
Allison Clement‚ Abhinav Singh and Irina Voiculescu
In European Conference on Computer Vision (ECCV). Women in Computer Vision (WiCV) Workshop. Springer Cham. September, 2024.
Details about Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip | BibTeX data for Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip | Link to Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip
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Improving Automated Ultrasound Infant Hip Screening using an Integrated Clinical Classification Loss
Allison Clement‚ Abhinav Singh‚ Daniel Perry and Irina Voiculescu
In Annual Conference on Medical Image Understanding and Analysis. Springer. July, 2024.
Details about Improving Automated Ultrasound Infant Hip Screening using an Integrated Clinical Classification Loss | BibTeX data for Improving Automated Ultrasound Infant Hip Screening using an Integrated Clinical Classification Loss | Link to Improving Automated Ultrasound Infant Hip Screening using an Integrated Clinical Classification Loss