[HTML][HTML] Computational pathology: a survey review and the way forward

MS Hosseini, BE Bejnordi, VQH Trinh, L Chan… - Journal of Pathology …, 2024 - Elsevier
Abstract Computational Pathology (CPath) is an interdisciplinary science that augments
developments of computational approaches to analyze and model medical histopathology …

Feddbl: Communication and data efficient federated deep-broad learning for histopathological tissue classification

T Deng, Y Huang, G Han, Z Shi, J Lin… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Histopathological tissue classification is a fundamental task in computational pathology.
Deep learning (DL)-based models have achieved superior performance but centralized …

Synthetic Generation of Dermatoscopic Images with GAN and Closed-Form Factorization

RR Mekala, F Pahde, S Baur, S Chandrashekar… - arxiv preprint arxiv …, 2024 - arxiv.org
In the realm of dermatological diagnoses, where the analysis of dermatoscopic and
microscopic skin lesion images is pivotal for the accurate and early detection of various …

DiNO-Diffusion. Scaling Medical Diffusion via Self-Supervised Pre-Training

G Jimenez-Perez, P Osorio, J Cersovsky… - arxiv preprint arxiv …, 2024 - arxiv.org
Diffusion models (DMs) have emerged as powerful foundation models for a variety of tasks,
with a large focus in synthetic image generation. However, their requirement of large …

Mask-guided cross-image attention for zero-shot in-silico histopathologic image generation with a diffusion model

D Winter, N Triltsch, M Rosati, A Shumilov… - arxiv preprint arxiv …, 2024 - arxiv.org
Creating in-silico data with generative AI promises a cost-effective alternative to staining,
imaging, and annotating whole slide images in computational pathology. Diffusion models …

Generative fractional diffusion models

G Nobis, M Springenberg, M Aversa, M Detzel… - arxiv preprint arxiv …, 2023 - arxiv.org
We introduce the first continuous-time score-based generative model that leverages
fractional diffusion processes for its underlying dynamics. Although diffusion models have …