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Publications of Siyi Du at Hamarneh Lab
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Nourhan Bayasi,
Siyi Du,
Ghassan Hamarneh,
and Rafeef Garbi.
Continual-GEN: Continual Group Ensembling for Domain-agnostic Skin Lesion Classification.
In Medical Image Computing and Computer-Assisted Intervention (MICCAI) ISIC Skin Image Analysis Workshop (MICCAI ISIC),
pages 000–000,
2023.
Keyword(s): Dermatology/Skin,
Color/Multichannel/Vector-valued,
Machine Learning,
Deep Learning,
Classification,
Continual Learning.
[bibtex-key = miccai_isic2023a]
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Siyi Du,
Nourhan Bayasi,
Ghassan Hamarneh,
and Rafeef Garbi.
AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets.
In Medical Image Computing and Computer-Assisted Intervention (MICCAI) ISIC Skin Image Analysis Workshop (MICCAI ISIC),
pages 000–000,
2023.
Keyword(s): Dermatology/Skin,
Color/Multichannel/Vector-valued,
Machine Learning,
Deep Learning,
Segmentation,
Transformers.
[bibtex-key = miccai_isic2023b]
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Siyi Du,
Nourhan Bayasi,
Ghassan Hamarneh,
and Rafeef Garbi.
MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets Segmentation.
In Lecture Notes in Computer Science, Medical Image Computing and Computer-Assisted Intervention (MICCAI),
pages 000-000,
2023.
Keyword(s): Dermatology/Skin,
Color/Multichannel/Vector-valued,
Machine Learning,
Deep Learning,
Transformers,
Classification.
[bibtex-key = miccai2023]
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Siyi Du,
Ben Her,
Nourhan Bayasi,
Ghassan Hamarneh,
and Rafeef Garbi.
FairDisCo: Fairer AI in Dermatology/Skin via Disentanglement Contrastive Learning.
In European Conference on Computer Vision (ECCV) ISIC Skin Image Analysis Workshop (ECCV ISIC),
pages 185-202,
2022.
Keyword(s): Dermatology/Skin,
Color/Multichannel/Vector-valued,
Machine Learning,
Deep Learning,
AI Bias and Fairness,
Classification.
[bibtex-key = eccv_isic2022b]
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Siyi Du,
Nourhan Bayasi,
Ghassan Hamarneh,
and Rafeef Garbi.
MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets Segmentation.
Technical report arxiv.2307.02100,
7 2023.
Keyword(s): Dermatology/Skin,
Color/Multichannel/Vector-valued,
Machine Learning,
Deep Learning,
Transformers,
Classification.
[bibtex-key = arxiv:2307.02100]
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Siyi Du,
Ben Her,
Nourhan Bayasi,
Ghassan Hamarneh,
and Rafeef Garbi.
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning.
Technical report arXiv:2208.10013,
8 2022.
Keyword(s): Dermatology/Skin,
Color/Multichannel/Vector-valued,
Machine Learning,
Deep Learning,
AI Bias and Fairness,
Classification.
[bibtex-key = arxiv:2208.10013]
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