no code implementations • 15 May 2024 • Farnaz Khun Jush, Steffen Vogler, Tuan Truong, Matthias Lenga
While content-based image retrieval (CBIR) has been extensively studied in natural image retrieval, its application to medical images presents ongoing challenges, primarily due to the 3D nature of medical images.
1 code implementation • 28 Mar 2024 • Mubashara Akhtar, Omar Benjelloun, Costanza Conforti, Pieter Gijsbers, Joan Giner-Miguelez, Nitisha Jain, Michael Kuchnik, Quentin Lhoest, Pierre Marcenac, Manil Maskey, Peter Mattson, Luis Oala, Pierre Ruyssen, Rajat Shinde, Elena Simperl, Goeffry Thomas, Slava Tykhonov, Joaquin Vanschoren, Jos van der Velde, Steffen Vogler, Carole-Jean Wu
Data is a critical resource for Machine Learning (ML), yet working with data remains a key friction point.
no code implementations • 22 Nov 2023 • Farnaz Khun Jush, Tuan Truong, Steffen Vogler, Matthias Lenga
A wide range of imaging techniques and data formats available for medical images make accurate retrieval from image databases challenging.
1 code implementation • 9 Apr 2021 • Jonas Dippel, Steffen Vogler, Johannes Höhne
This paper presents Contrastive Reconstruction, ConRec - a self-supervised learning algorithm that obtains image representations by jointly optimizing a contrastive and a self-reconstruction loss.