Search Results for author: Litao Yang

Found 3 papers, 2 papers with code

A Multimodal Vision Foundation Model for Clinical Dermatology

1 code implementation • 19 Oct 2024 • Siyuan Yan, Zhen Yu, Clare Primiero, Cristina Vico-Alonso, Zhonghua Wang, Litao Yang, Philipp Tschandl, Ming Hu, Lie Ju, Gin Tan, Vincent Tang, Aik Beng Ng, David Powell, Paul Bonnington, Simon See, Elisabetta Magnaterra, Peter Ferguson, Jennifer Nguyen, Pascale Guitera, Jose Banuls, Monika Janda, Victoria Mar, Harald Kittler, H. Peter Soyer, ZongYuan Ge

Diagnosing and treating skin diseases require advanced visual skills across domains and the ability to synthesize information from multiple imaging modalities.

Diagnostic Lesion Segmentation +4

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Code

TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification

1 code implementation • 1 May 2023 • Litao Yang, Deval Mehta, Sidong Liu, Dwarikanath Mahapatra, Antonio Di Ieva, ZongYuan Ge

Due to the high resolution of the WSI and the unavailability of patch-level annotations, WSI classification is usually formulated as a weakly supervised problem, which relies on multiple instance learning (MIL) based on patches of a WSI.

Image Classification Multiple Instance Learning +1

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Code

Leukocyte Classification using Multimodal Architecture Enhanced by Knowledge Distillation

no code implementations • 17 Aug 2022 • Litao Yang, Deval Mehta, Dwarikanath Mahapatra, ZongYuan Ge

Our unique contribution is two-fold - 1) We present a first of its kind multimodal WBC dataset for WBC classification; 2) We develop a high performing multimodal architecture which is also efficient and low in complexity at the same time.

Classification Knowledge Distillation

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