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Navigating Data Scarcity using Foundation Models: A Benchmark of Few-Shot and Zero-Shot Learning Approaches in Medical Imaging
15 August 2024
S. Woerner
Christian F. Baumgartner
VLM
MedIm
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Papers citing
"Navigating Data Scarcity using Foundation Models: A Benchmark of Few-Shot and Zero-Shot Learning Approaches in Medical Imaging"
3 / 3 papers shown
Unified Supervision For Vision-Language Modeling in 3D Computed Tomography
Hao-Chih Lee
Zelong Liu
Hamza Ahmed
Spencer Kim
Sean Huver
Vishwesh Nath
Z. Fayad
T. Deyer
X. Mei
143
3
0
01 Sep 2025
Benchmarking Foundation Models and Parameter-Efficient Fine-Tuning for Prognosis Prediction in Medical Imaging
Filippo Ruffini
Elena Mulero Ayllón
Linlin Shen
Paolo Soda
V. Guarrasi
LM&MA
370
6
0
23 Jun 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
Sheng Zhang
Yanbo Xu
Naoto Usuyama
Hanwen Xu
J. Bagga
...
Carlo Bifulco
M. Lungren
Tristan Naumann
Sheng Wang
Hoifung Poon
LM&MA
MedIm
990
530
0
10 Jan 2025
1
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