3 citations · 5 across the 4 of their papers we have counts for
4 papers
Content-based 3D Image Retrieval and a ColBERT-inspired Re-ranking for Tumor Flagging and Staging
Farnaz Khun Jush, Steffen Vogler, Matthias Lenga
The increasing volume of medical images poses challenges for radiologists in retrieving relevant cases. Content-based image retrieval (CBIR) systems offer potential for efficient a…
Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study
Farnaz Khun Jush, Steffen Vogler, Tuan Truong +1
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…
Medical Image Retrieval Using Pretrained Embeddings
Farnaz Khun Jush, Tuan Truong, Steffen Vogler +1
A wide range of imaging techniques and data formats available for medical images make accurate retrieval from image databases challenging. Efficient retrieval systems are crucial i…
Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted Pooling
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-reco…