How Transferable Are Self-supervised Features in Medical Image Classification Tasks?

23 August 2021

Papers citing "How Transferable Are Self-supervised Features in Medical Image Classification Tasks?"

27 / 27 papers shown

Title
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 61 0 0 24 Nov 2024
Graph Neural Networks: A suitable Alternative to MLPs in Latent 3D Medical Image Classification? Johannes Kiechle Daniel M. Lang Stefan M. Fischer Lina Felsner J. Peeken Julia A. Schnabel MedIm 14 0 0 24 Jul 2024
Self-Supervised Modality-Agnostic Pre-Training of Swin Transformers Abhiroop Talasila M. Maity U. Priyakumar OOD ViT MedIm 22 0 0 21 May 2024
Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study Farnaz Khun Jush Steffen Vogler Tuan Truong Matthias Lenga 19 1 0 15 May 2024
Diagnosis of Multiple Fundus Disorders Amidst a Scarcity of Medical Experts Via Self-supervised Machine Learning Yong Liu Mengtian Kang Shuo Gao Chi Zhang Ying Liu ... Edoardo Occhipinti Mayinuer Yusufu Ningli Wang Weiling Bai L. Occhipinti 22 0 0 20 Apr 2024
Indiscriminate Data Poisoning Attacks on Pre-trained Feature Extractors Yiwei Lu Matthew Y.R. Yang Gautam Kamath Yaoliang Yu AAML SILM 21 7 0 20 Feb 2024
DRStageNet: Deep Learning for Diabetic Retinopathy Staging from Fundus Images Yevgeniy Men Jonathan Fhima Leo Anthony Celi L. Z. Ribeiro Luis Filipe Nakayama Joachim A. Behar 23 4 0 22 Dec 2023
Benchmarking Pretrained Vision Embeddings for Near- and Duplicate Detection in Medical Images Tuan Truong Farnaz Khun Jush Matthias Lenga 13 2 0 12 Dec 2023
Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving Trend M. Woodland Austin Castelo Mais Al Taie Jessica Albuquerque Marques Silva Mohamed Eltaher ... Austin Castelo Suprateek Kundu Joshua P. Yung Ankit B. Patel Kristy K. Brock MedIm AAML 23 10 0 22 Nov 2023
Medical Image Retrieval Using Pretrained Embeddings Farnaz Khun Jush Tuan Truong Steffen Vogler Matthias Lenga 17 5 0 22 Nov 2023
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks Micah Goldblum Hossein Souri Renkun Ni Manli Shu Viraj Prabhu ... Adrien Bardes Judy Hoffman Ramalingam Chellappa Andrew Gordon Wilson Tom Goldstein VLM 68 62 0 30 Oct 2023
LMC: Large Model Collaboration with Cross-assessment for Training-Free Open-Set Object Recognition Haoxuan Qu Xiaofei Hui Yujun Cai Jun Liu 31 10 0 22 Sep 2023
Self-Supervised Pre-Training with Contrastive and Masked Autoencoder Methods for Dealing with Small Datasets in Deep Learning for Medical Imaging Daniel Wolf Tristan Payer C. Lisson C. Lisson Meinrad Beer Michael Götz Timo Ropinski 14 3 0 12 Aug 2023
Dual-Query Multiple Instance Learning for Dynamic Meta-Embedding based Tumor Classification Simon Holdenried-Krafft Peter Somers Ivonne A. Montes-Majarro Diana Silimon Cristina Tarín F. Fend Hendrik P. A. Lensch MedIm 12 3 0 14 Jul 2023
A Comparison of Self-Supervised Pretraining Approaches for Predicting Disease Risk from Chest Radiograph Images Yanru Chen Michael T Lu V. Raghu SSL 11 0 0 15 Jun 2023
Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks Chuyan Zhang Yun Gu 17 0 0 25 Sep 2022
Self-Supervised Learning of Phenotypic Representations from Cell Images with Weak Labels J. Cross-Zamirski Guy B. Williams E. Mouchet Carola-Bibiane Schönlieb Riku Turkki Yinhai Wang 29 21 0 16 Sep 2022
A Path Towards Clinical Adaptation of Accelerated MRI Michael S. Yao M. Hansen MedIm 19 1 0 26 Aug 2022
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images Kristoffer Wickstrøm Eirik Agnalt Ostmo Keyur Radiya Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen SSL 14 13 0 11 Jul 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 57 57 0 19 May 2022
Fused Audio Instance and Representation for Respiratory Disease Detection Tuan Truong Matthias Lenga A. Serrurier Sadegh Mohammadi 6 0 0 22 Apr 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang D. Shen ViT MedIm 10 253 0 24 Feb 2022
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 11 25 0 10 Dec 2021
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis Levy G. Chaves Alceu Bissoto Eduardo Valle Sandra Avila 12 14 0 17 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
CheXtransfer: Performance and Parameter Efficiency of ImageNet Models for Chest X-Ray Interpretation Alexander Ke William Ellsworth Oishi Banerjee A. Ng Pranav Rajpurkar MedIm 54 101 0 18 Jan 2021
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy A. Smeaton SSL AI4TS 146 670 0 10 Oct 2020