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Disruptive Autoencoders: Leveraging Low-level features for 3D Medical
  Image Pre-training

Disruptive Autoencoders: Leveraging Low-level features for 3D Medical Image Pre-training

International Conference on Medical Imaging with Deep Learning (MIDL), 2023
31 July 2023
Jeya Maria Jose Valanarasu
Yucheng Tang
Dong Yang
Ziyue Xu
Can Zhao
Wenqi Li
Vishal M. Patel
Bennett Landman
Daguang Xu
Yufan He
V. Nath
    MedIm
ArXiv (abs)PDFHTML

Papers citing "Disruptive Autoencoders: Leveraging Low-level features for 3D Medical Image Pre-training"

11 / 11 papers shown
U-Mamba2-SSL for Semi-Supervised Tooth and Pulp Segmentation in CBCT
U-Mamba2-SSL for Semi-Supervised Tooth and Pulp Segmentation in CBCT
Zhi Qin Tan
Xiatian Zhu
Owen Addison
Yunpeng Li
Mamba
330
0
0
24 Sep 2025
U-Mamba2: Scaling State Space Models for Dental Anatomy Segmentation in CBCT
U-Mamba2: Scaling State Space Models for Dental Anatomy Segmentation in CBCT
Zhi Qin Tan
Xiatian Zhu
Owen Addison
Yunpeng Li
MambaAI4CE
246
1
0
15 Sep 2025
HU-based Foreground Masking for 3D Medical Masked Image Modeling
HU-based Foreground Masking for 3D Medical Masked Image Modeling
Jin Lee
Vu Dang
Gwang-Hyun Yu
Anh Le
Zahid Rahman
Jin-Ho Jang
Heonzoo Lee
Kun-Yung Kim
Jin-Sul Kim
Jin-Young Kim
116
0
0
09 Sep 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
Wenxuan Li
Yaoyao Liu
Zongwei Zhou
MedIm
321
16
0
20 Jan 2025
Medical Multimodal Foundation Models in Clinical Diagnosis and
  Treatment: Applications, Challenges, and Future Directions
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future DirectionsArtificial Intelligence in Medicine (AIM), 2024
Kai Sun
Siyan Xue
F. Sun
Haoran Sun
Yu-Juan Luo
...
Xinzhou Wang
Lei Yang
Shuo Jin
Jun Yan
Jiahong Dong
AI4CE
350
21
0
03 Dec 2024
Revisiting MAE pre-training for 3D medical image segmentation
Revisiting MAE pre-training for 3D medical image segmentationComputer Vision and Pattern Recognition (CVPR), 2024
Tassilo Wald
Constantin Ulrich
Stanislav Lukyanenko
Andrei Goncharov
Alberto Paderno
Leander Maerkisch
Paul F. Jäger
Paul F. Jäger
Klaus Maier-Hein
355
16
0
30 Oct 2024
Multi-modal Vision Pre-training for Medical Image Analysis
Multi-modal Vision Pre-training for Medical Image AnalysisComputer Vision and Pattern Recognition (CVPR), 2024
Shaohao Rui
Lingzhi Chen
Zhenyu Tang
Lilong Wang
M. Liu
Shanghang Zhang
Xiaosong Wang
352
0
0
14 Oct 2024
Merlin: A Vision Language Foundation Model for 3D Computed Tomography
Merlin: A Vision Language Foundation Model for 3D Computed Tomography
Louis Blankemeier
Joseph Paul Cohen
Ashwin Kumar
Dave Van Veen
Syed Jamal Safdar Gardezi
...
Andrew L. Wentland
C. Langlotz
Jason Hom
S. Gatidis
Akshay S. Chaudhari
LM&MAMedIm
275
103
0
10 Jun 2024
Towards General Purpose Vision Foundation Models for Medical Image
  Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks
Towards General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks
Mohammed Baharoon
Waseem Qureshi
J. Ouyang
Yanwu Xu
Abdulrhman Aljouie
Wei Peng
MedImAI4CE
323
5
0
04 Dec 2023
Automated Measurement of Vascular Calcification in Femoral
  Endarterectomy Patients Using Deep Learning
Automated Measurement of Vascular Calcification in Femoral Endarterectomy Patients Using Deep Learning
Alireza Bagheri Rajeoni
Breanna Pederson
Daniel G. Clair
S. Lessner
H. Valafar
153
13
0
27 Nov 2023
Domain Generalization for Mammographic Image Analysis with Contrastive
  Learning
Domain Generalization for Mammographic Image Analysis with Contrastive Learning
Zheren Li
Zhiming Cui
Lichi Zhang
Sheng Wang
Chenjin Lei
...
Yajia Gu
Zaiyi Liu
Chunling Liu
Dinggang Shen
Jie‐Zhi Cheng
572
3
0
20 Apr 2023
1
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