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Holger Roth

3 accepted papers

2025

VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge

CVPR 2025highlight

Generalist vision language models (VLMs) have made significant strides in computer vision, but they fall short in specialized fields like healthcare, where expert knowledge is essential. Current large multimodal models like Gemini and GPT-4o are insufficient for medical tasks due to their reliance o…

Cited by 5SourcePDFScholar
2021

DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation

CVPR 2021poster

Recently, neural architecture search(NAS) has been applied to automatically search high-performance networks for medical image segmentation. The NAS search space usually contains a network topology level(controlling connections among cells with different spatial scales) and a cell level(operations w…

Cited by 116PDFcodeScholar
2020

C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation

CVPR 2020poster

3D convolution neural networks (CNN) have been proved very successful in parsing organs or tumours in 3D medical images, but it remains sophisticated and time-consuming to choose or design proper 3D networks given different task contexts. Recently, Neural Architecture Search (NAS) is proposed to sol…

Cited by 182PDFScholar