Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and
DINOv2 in Medical Imaging Classification

Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification

12 February 2024

Jingchen Zou

Qing Zhao

Jianqiang Li

Changwei Song

Gabriel Jimenez

Guanghui Fu

Papers citing "Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification"

8 / 8 papers shown

Title
Boosting multi-demographic federated learning for chest x-ray analysis using general-purpose self-supervised representations Mahshad Lotfinia Arash Tayebiarasteh Samaneh Samiei Mehdi Joodaki Soroosh Tayebi Arasteh 32 0 0 11 Apr 2025
Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2 Gustav Muller-Franzes Firas Khader R. Siepmann T. Han Jakob Nikolas Kather S. Nebelung Daniel Truhn MedIm 74 0 0 24 Nov 2024
DINOv2 Rocks Geological Image Analysis: Classification, Segmentation, and Interpretability Florent Brondolo Samuel Beaussant AI4CE 24 0 0 25 Jul 2024
Segment Anything Model for Medical Images? Yuhao Huang Yitian Zhao Lei Mou H. Fu Ao Chang ... Lei Li Vicente Grau M. Akiba Fajin Dong Jiang-Dong Liu VLM 80 38 0 28 Apr 2023
Reproducibility in machine learning for medical imaging O. Colliot Elina Thibeau-Sutre Ninon Burgos OOD 14 8 0 12 Sep 2022
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 314 5,775 0 29 Apr 2021
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 286 10,613 0 19 Feb 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 255 36,362 0 25 Aug 2016