B-cell lymphoma classification using vision-language models and in-context learning

Mobina Shrestha; Bishwas Mandal; Vishal Mandal; Amir Babu Shrestha

doi:10.1002/ctd2.70081

Clinical and Translational Discovery ›› 2025, Vol. 5 ›› Issue (4) : e70081 DOI: 10.1002/ctd2.70081

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B-cell lymphoma classification using vision-language models and in-context learning

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Mobina Shrestha, Bishwas Mandal, Vishal Mandal, Amir Babu Shrestha. B-cell lymphoma classification using vision-language models and in-context learning. Clinical and Translational Discovery, 2025, 5(4): e70081 DOI:10.1002/ctd2.70081

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References

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[1]	Patel H, Shah H, Patel G, Patel A. Hematologic cancer diagnosis and classification using machine and deep learning: state-of-the-art techniques and emerging research directives. Artif Intell Med. 2024; 152:102883.

[2]	Steiner DF, MacDonald R, Liu Y, et al. Impact of deep learning assistance on the histopathologic review of lymph nodes for metastatic breast cancer. Am J Surg Pathol. 2018; 42(12): 1636-1646.

[3]	Accessed: May 18, 2025. https://www.kaggle.com/datasets/andrewmvd/malignant-lymphoma-classification

[4]	Mandal B, Khanal S, Caragea D. Contrastive learning for multimodal classification of crisis related tweets. Proceedings of the ACM Web Conference 2024; 2024: 4555-4564.

[5]	Shrestha M, Mandal B, Mandal V, Shrestha A. In-context learning for label-efficient cancer image classification in oncology. 2025. arXiv:2505.08798.

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2025 The Author(s). Clinical and Translational Discovery published by John Wiley & Sons Australia, Ltd on behalf of Shanghai Institute of Clinical Bioinformatics.