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Deep Learning for Medical Image Analysis

Deep Learning for Medical Image Analysis

17 August 2017
Mina Rezaei
Haojin Yang
Christoph Meinel
ArXivPDFHTML

Papers citing "Deep Learning for Medical Image Analysis"

50 / 150 papers shown
Title
Reproducing and Improving CheXNet: Deep Learning for Chest X-ray Disease Classification
Reproducing and Improving CheXNet: Deep Learning for Chest X-ray Disease Classification
Daniel Strick
Carlos Garcia
Anthony Huang
LM&MA
35
0
0
10 May 2025
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging
Sifan Song
Siyeop Yoon
Pengfei Jin
Sekeun Kim
Matthew Tivnan
...
Zhiliang Lyu
Dufan Wu
Ning Guo
Xiang Li
Quanzheng Li
OOD
ViT
64
0
0
08 May 2025
Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation
Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation
Anjila Budathoki
Manish Dhakal
AAML
39
0
0
05 May 2025
Human Aligned Compression for Robust Models
Human Aligned Compression for Robust Models
Samuel Räber
Andreas Plesner
Till Aczél
Roger Wattenhofer
AAML
39
0
0
16 Apr 2025
MedM-VL: What Makes a Good Medical LVLM?
MedM-VL: What Makes a Good Medical LVLM?
Yiming Shi
Shaoshuai Yang
Xun Zhu
Haoyu Wang
Miao Li
Ji Wu
VLM
40
1
0
06 Apr 2025
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning
Edwin Tay
Nazli Tümer
Amir A. Zadpoor
MedIm
52
0
0
27 Mar 2025
RURANET++: An Unsupervised Learning Method for Diabetic Macular Edema Based on SCSE Attention Mechanisms and Dynamic Multi-Projection Head Clustering
RURANET++: An Unsupervised Learning Method for Diabetic Macular Edema Based on SCSE Attention Mechanisms and Dynamic Multi-Projection Head Clustering
Wei Yang
Yiran Zhu
Jiayu Shen
Yuhan Tang
Chengchang Pan
Hui He
Yan Su
Honggang Qi
66
0
0
27 Feb 2025
A Privacy-Preserving Domain Adversarial Federated learning for multi-site brain functional connectivity analysis
A Privacy-Preserving Domain Adversarial Federated learning for multi-site brain functional connectivity analysis
Wenjie Qu
Likai Wang
Kuan-Jui Su
Aiying Zhang
Hao Zhu
Xiaowen Liu
Hui Shen
Vince D. Calhoun
Yuping Wang
H. Deng
63
0
0
03 Feb 2025
SpineFM: Leveraging Foundation Models for Automatic Spine X-ray Segmentation
SpineFM: Leveraging Foundation Models for Automatic Spine X-ray Segmentation
Samuel J. Simons
Bartłomiej W. Papież
MedIm
100
0
0
28 Jan 2025
Topology of Out-of-Distribution Examples in Deep Neural Networks
Topology of Out-of-Distribution Examples in Deep Neural Networks
Esha Datta
Johanna Hennig
Eva Domschot
Connor Mattes
Michael R. Smith
72
0
0
21 Jan 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion
Dong Zhang
Kwang-Ting Cheng
MedIm
22
0
0
03 Jan 2025
Pretraining with random noise for uncertainty calibration
Pretraining with random noise for uncertainty calibration
Jeonghwan Cheon
Se-Bum Paik
OnRL
46
0
0
23 Dec 2024
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments
Mingjian Li
Mingyuan Meng
Shuchang Ye
David Dagan Feng
Lei Bi
Jinman Kim
84
0
0
18 Dec 2024
Data-Driven Analysis of AI in Medical Device Software in China: Deep Learning and General AI Trends Based on Regulatory Data
Data-Driven Analysis of AI in Medical Device Software in China: Deep Learning and General AI Trends Based on Regulatory Data
Yu Han
Aaron Ceross
Sarim Ather
Jeroen Bergmann
OOD
23
0
0
11 Nov 2024
On the Learn-to-Optimize Capabilities of Transformers in In-Context Sparse Recovery
On the Learn-to-Optimize Capabilities of Transformers in In-Context Sparse Recovery
Renpu Liu
Ruida Zhou
Cong Shen
Jing Yang
30
0
0
17 Oct 2024
Graphical Perception of Saliency-based Model Explanations
Graphical Perception of Saliency-based Model Explanations
Yayan Zhao
Mingwei Li
Matthew Berger
XAI
FAtt
49
2
0
11 Jun 2024
CausalConceptTS: Causal Attributions for Time Series Classification
  using High Fidelity Diffusion Models
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models
Juan Miguel Lopez Alcaraz
Nils Strodthoff
DiffM
AI4TS
CML
29
3
0
24 May 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis
Jiaxin Zhuang
Linshan Wu
Qiong Wang
V. Vardhanabhuti
Lin Luo
Hao Chen
Hao Chen
57
4
0
24 Apr 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image
  Segmentation
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation
Songkai Sun
Qingshan She
Yuliang Ma
Rihui Li
Yingchun Zhang
MedIm
36
0
0
11 Apr 2024
Structured Gradient-based Interpretations via Norm-Regularized
  Adversarial Training
Structured Gradient-based Interpretations via Norm-Regularized Adversarial Training
Shizhan Gong
Qi Dou
Farzan Farnia
FAtt
42
2
0
06 Apr 2024
A slice classification neural network for automated classification of
  axial PET/CT slices from a multi-centric lymphoma dataset
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset
Shadab Ahamed
Yixi Xu
I. Bloise
J. O
C. Uribe
Rahul Dodhia
J. L. Lavista Ferres
Arman Rahmim
25
0
0
11 Mar 2024
A Comprehensive Survey of Convolutions in Deep Learning: Applications,
  Challenges, and Future Trends
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends
Abolfazl Younesi
Mohsen Ansari
Mohammadamin Fazli
A. Ejlali
Muhammad Shafique
Joerg Henkel
3DV
52
44
0
23 Feb 2024
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for
  Hypertensive Intracerebral Hemorrhage Research
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage Research
Jie Li
Yulong Xia
Tongxin Yang
Fenglin Cai
Miao Wei
Zhiwei Zhang
Li Jiang
VLM
28
0
0
29 Jan 2024
Differentially Private Gradient Flow based on the Sliced Wasserstein Distance
Differentially Private Gradient Flow based on the Sliced Wasserstein Distance
Ilana Sebag
Muni Sreenivas Pydi
Jean-Yves Franceschi
Alain Rakotomamonjy
Mike Gartrell
Jamal Atif
Alexandre Allauzen
24
2
0
13 Dec 2023
Towards Interpretable Classification of Leukocytes based on Deep
  Learning
Towards Interpretable Classification of Leukocytes based on Deep Learning
S. Röhrl
Johannes Groll
M. Lengl
Simon Schumann
C. Klenk
D. Heim
Martin Knopp
Oliver Hayden
Klaus Diepold
30
2
0
24 Nov 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for
  Consistent Semi-supervised Medical Image Segmentation
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation
Qingjie Zeng
Yutong Xie
Ziling Lu
Mengkang Lu
Yong-quan Xia
28
4
0
26 Sep 2023
Unveiling the frontiers of deep learning: innovations shaping diverse domains
Unveiling the frontiers of deep learning: innovations shaping diverse domains
Shams Forruque Ahmed
Md. Sakib Bin Alam
Maliha Kabir
Shaila Afrin
Sabiha Jannat Rafa
Aanushka Mehjabin
Amir H. Gandomi
AI4CE
42
2
0
06 Sep 2023
Towards Head Computed Tomography Image Reconstruction Standardization
  with Deep Learning Assisted Automatic Detection
Towards Head Computed Tomography Image Reconstruction Standardization with Deep Learning Assisted Automatic Detection
B. Zheng
Chenxi Huang
Yuemei Luo
13
4
0
31 Jul 2023
Is attention all you need in medical image analysis? A review
Is attention all you need in medical image analysis? A review
G. Papanastasiou
Nikolaos Dikaios
Jiahao Huang
Chengjia Wang
Guang Yang
ViT
MedIm
25
23
0
24 Jul 2023
Unsupervised Anomaly Detection in Medical Images Using Masked Diffusion
  Model
Unsupervised Anomaly Detection in Medical Images Using Masked Diffusion Model
H. Iqbal
Umar Khalid
Jing Hua
Chong Chen
DiffM
MedIm
38
25
0
31 May 2023
Noise robust neural network architecture
Noise robust neural network architecture
Yunuo Xiong
Hongwei Xiong
14
1
0
16 May 2023
Explainable Knowledge Distillation for On-device Chest X-Ray
  Classification
Explainable Knowledge Distillation for On-device Chest X-Ray Classification
C. Termritthikun
Ayaz Umer
Suwichaya Suwanwimolkul
Feng Xia
Ivan Lee
24
13
0
10 May 2023
Complex Mixer for MedMNIST Classification Decathlon
Complex Mixer for MedMNIST Classification Decathlon
Zhuoran Zheng
Xiuyi Jia
32
7
0
20 Apr 2023
A Review on Explainable Artificial Intelligence for Healthcare: Why,
  How, and When?
A Review on Explainable Artificial Intelligence for Healthcare: Why, How, and When?
M. Rubaiyat
Hossain Mondal
Prajoy Podder
26
56
0
10 Apr 2023
Local Contrastive Learning for Medical Image Recognition
Local Contrastive Learning for Medical Image Recognition
S. A. Rizvi
Ruixiang Tang
X. Jiang
X. Ma
X. Hu
33
6
0
24 Mar 2023
O2CTA: Introducing Annotations from OCT to CCTA in Coronary Plaque
  Analysis
O2CTA: Introducing Annotations from OCT to CCTA in Coronary Plaque Analysis
Jun Li
Kexin Li
Ya-Fu Zhou
S. Kevin Zhou
28
0
0
11 Mar 2023
Intelligent diagnostic scheme for lung cancer screening with Raman
  spectra data by tensor network machine learning
Intelligent diagnostic scheme for lung cancer screening with Raman spectra data by tensor network machine learning
Yujia An
Shengxing Bai
Lin Cheng
Xiao‐Guang Li
Cheng Wang
Xiao Han
Gang Su
Shi-Ju Ran
Cong Wang
19
1
0
11 Mar 2023
A residual dense vision transformer for medical image super-resolution
  with segmentation-based perceptual loss fine-tuning
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning
Jin Zhu
Guang Yang
Pietro Lio
ViT
MedIm
32
5
0
22 Feb 2023
Climate Intervention Analysis using AI Model Guided by Statistical
  Physics Principles
Climate Intervention Analysis using AI Model Guided by Statistical Physics Principles
S. K. Kim
Kalai Ramea
Salva Rühling Cachay
H. Hirasawa
Subhashis Hazarika
D. Hingmire
Peetak Mitra
P. Rasch
Hansi K. A. Singh
AI4CE
35
0
0
07 Feb 2023
MoreauGrad: Sparse and Robust Interpretation of Neural Networks via
  Moreau Envelope
MoreauGrad: Sparse and Robust Interpretation of Neural Networks via Moreau Envelope
Jingwei Zhang
Farzan Farnia
UQCV
31
3
0
08 Jan 2023
NeuroExplainer: Fine-Grained Attention Decoding to Uncover Cortical
  Development Patterns of Preterm Infants
NeuroExplainer: Fine-Grained Attention Decoding to Uncover Cortical Development Patterns of Preterm Infants
Chen Xue
Fan Wang
Yuanzhuo Zhu
Hui Li
Deyu Meng
Dinggang Shen
C. Lian
50
2
0
01 Jan 2023
Interpretable Diabetic Retinopathy Diagnosis based on Biomarker
  Activation Map
Interpretable Diabetic Retinopathy Diagnosis based on Biomarker Activation Map
P. Zang
T. Hormel
Jie Wang
Yukun Guo
Steven T. Bailey
C. Flaxel
David Huang
T. Hwang
Yali Jia
MedIm
25
7
0
13 Dec 2022
Med-Query: Steerable Parsing of 9-DoF Medical Anatomies with Query
  Embedding
Med-Query: Steerable Parsing of 9-DoF Medical Anatomies with Query Embedding
Heng Guo
Jianfeng Zhang
K. Yan
Le Lu
Minfeng Xu
MedIm
19
2
0
05 Dec 2022
Interpreting deep learning output for out-of-distribution detection
Interpreting deep learning output for out-of-distribution detection
Damian J. Matuszewski
I. Sintorn
OODD
32
1
0
07 Nov 2022
Unsupervised Model Adaptation for Source-free Segmentation of Medical
  Images
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images
Serban Stan
Mohammad Rostami
OOD
30
10
0
02 Nov 2022
PIPPI2021: An Approach to Automated Diagnosis and Texture Analysis of
  the Fetal Liver & Placenta in Fetal Growth Restriction
PIPPI2021: An Approach to Automated Diagnosis and Texture Analysis of the Fetal Liver & Placenta in Fetal Growth Restriction
A. Zeidan
Paula Ramirez Gilliland
Ashay Patel
Zhanchong Ou
Dimitra Flouri
...
K. Maksym
Rosalind Aughwane
Sebastien Ourselin
A. David
Andrew Melbourne
13
2
0
01 Nov 2022
A deep learning network with differentiable dynamic programming for
  retina OCT surface segmentation
A deep learning network with differentiable dynamic programming for retina OCT surface segmentation
Hui Xie
Weiyu Xu
Xiaodong Wu
35
9
0
08 Oct 2022
EmbryosFormer: Deformable Transformer and Collaborative
  Encoding-Decoding for Embryos Stage Development Classification
EmbryosFormer: Deformable Transformer and Collaborative Encoding-Decoding for Embryos Stage Development Classification
Tien-Phat Nguyen
Trong-Thang Pham
Tri Minh Nguyen
Hung Le
Dung Nguyen
Hau Lam
Phong H. Nguyen
Jennifer Fowler
Minh-Triet Tran
Ngan Le
ViT
30
13
0
07 Oct 2022
Jensen-Shannon Divergence Based Novel Loss Functions for Bayesian Neural
  Networks
Jensen-Shannon Divergence Based Novel Loss Functions for Bayesian Neural Networks
Ponkrshnan Thiagarajan
Susanta Ghosh
BDL
25
8
0
23 Sep 2022
3D Cross-Pseudo Supervision (3D-CPS): A semi-supervised nnU-Net
  architecture for abdominal organ segmentation
3D Cross-Pseudo Supervision (3D-CPS): A semi-supervised nnU-Net architecture for abdominal organ segmentation
Yo-Ping Huang
Han Zhang
Yan Yan
Haseeb Hassan
21
3
0
19 Sep 2022
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