Author

Yuan Liang

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Preprint Sep 2026

Radiomics--Foundation Fusion for Interpretable RCC Classification: Internal Benchmarking and Exploratory External Transfer

Accurate preoperative subtype classification of renal cell carcinoma (RCC) from contrast-enhanced CT remains clinically challenging because clear cell RCC (ccRCC) and non-clear cell RCC often show overlapping imaging appearances. This study evaluates whether foundation representations reduce reliance on handcrafted rad...

Yuan Liang, Fangyijie Wang, Kathleen M. Curran et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Radiomics-Conditioned Modulation of RenalCLIP Features for Clear Cell Renal Cell Carcinoma Classification

These findings support radiomics as a useful complement to RenalCLIP in a small labelled cohort and identify FiLM as an effective approach to integrating their representations for robust renal tumour classification.

Yuan Liang, Sourav Bhattacharjee, A. Campbell · 0 citations

#artificial intelligence Preprint Sep 2026

Complementary Roles of Radiomics and Foundation Representations in Renal Cell Carcinoma Classification: A Comparative Study of 2D and 3D CT Encodings

It is suggested that radiomics remains relevant for RCC CT classification in the presence of foundation representations, and that its integration with MedVAE is more effective in the 3D setting, which supports a complementary role for radiomics and foundation representations in clinically meaningful imaging decision su...

Yuan Liang, Sourav Bhattacharjee, A. Campbell · 0 citations