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2201.09873
Cited By
Transformers in Medical Imaging: A Survey
24 January 2022
Fahad Shamshad
Salman Khan
Syed Waqas Zamir
Muhammad Haris Khan
Munawar Hayat
Fahad Shahbaz Khan
Huazhu Fu
ViT
LM&MA
MedIm
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Papers citing
"Transformers in Medical Imaging: A Survey"
50 / 212 papers shown
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Mingxi Lei
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Layer-wise Noise Guided Selective Wavelet Reconstruction for Robust Medical Image Segmentation
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Ziliang Wang
Weixin Xu
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Yongqiang Zhao
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252
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Analysis of heart failure patient trajectories using sequence modeling
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Yinan Yu
Annika Rosengren
Martin Lindgren
Christina E. Lundberg
Erik Aerts
Martin Adiels
Helen Sjöland
Mamba
325
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20 Nov 2025
H-CNN-ViT: A Hierarchical Gated Attention Multi-Branch Model for Bladder Cancer Recurrence Prediction
Xueyang Li
Zongren Wang
Yuliang Zhang
Zixuan Pan
Yu-Jen Chen
Nishchal Sapkota
Gelei Xu
Danny Chen
Yiyu Shi
230
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17 Nov 2025
MTMed3D: A Multi-Task Transformer-Based Model for 3D Medical Imaging
Fan Li
Arun Iyengar
Lanyu Xu
MedIm
ViT
168
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15 Nov 2025
A Circular Argument : Does RoPE need to be Equivariant for Vision?
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Timo Lüddecke
Polina Turishcheva
Alexander S. Ecker
233
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11 Nov 2025
CryptoMoE: Privacy-Preserving and Scalable Mixture of Experts Inference via Balanced Expert Routing
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025
Yifan Zhou
Tianshi Xu
Jue Hong
Ye Wu
Meng Li
MoE
629
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0
03 Nov 2025
Validating Deep Models for Alzheimer's 18F-FDG PET Diagnosis Across Populations: A Study with Latin American Data
Hugo Massaroli
Hernan Chaves
Pilar Anania
Mauricio Farez
Emmanuel Iarussi
Viviana Siless
MedIm
LM&MA
191
0
0
01 Nov 2025
BrainPuzzle: Hybrid Physics and Data-Driven Reconstruction for Transcranial Ultrasound Tomography
Shengyu Chen
Shihang Feng
Yi Luo
Xiaowei Jia
Youzuo Lin
159
0
0
22 Oct 2025
FS-RWKV: Leveraging Frequency Spatial-Aware RWKV for 3T-to-7T MRI Translation
Yingtie Lei
Zimeng Li
Chi-Man Pun
Yupeng Liu
Xuhang Chen
MedIm
174
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0
10 Oct 2025
CoPA: Hierarchical Concept Prompting and Aggregating Network for Explainable Diagnosis
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Yiheng Dong
Yi Lin
Xin Yang
169
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0
04 Oct 2025
Wave-GMS: Lightweight Multi-Scale Generative Model for Medical Image Segmentation
Talha Ahmed
Nehal Ahmed Shaikh
Hassan Mohy-ud-Din
MedIm
VLM
181
0
0
03 Oct 2025
U-MAN: U-Net with Multi-scale Adaptive KAN Network for Medical Image Segmentation
Bohan Huang
Qianyun Bao
Haoyuan Ma
SSeg
398
2
0
26 Sep 2025
Toward Next-generation Medical Vision Backbones: Modeling Finer-grained Long-range Visual Dependency
Mingyuan Meng
MedIm
157
0
0
14 Sep 2025
CompLex: Music Theory Lexicon Constructed by Autonomous Agents for Automatic Music Generation
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Zhejing Hu
Yan Liu
Gong Chen
Bruce X. B. Yu
153
1
0
27 Aug 2025
Breaking the Layer Barrier: Remodeling Private Transformer Inference with Hybrid CKKS and MPC
IACR Cryptology ePrint Archive (IACR ePrint), 2025
Tianshi Xu
Wen-jie Lu
Jiangrui Yu
Chen Yi
Chenqi Lin
Runsheng Wang
Meng Li
140
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27 Aug 2025
A Novel Attention-Augmented Wavelet YOLO System for Real-time Brain Vessel Segmentation on Transcranial Color-coded Doppler
Wenxuan Zhang
Shuai Li
Xinyi Wang
Yu Sun
Hongyu Kang
Pui Yuk Chryste Wan
Jing Qin
Yuanpeng Zhang
Yong-Ping Zheng
Sai Kit Lam
226
0
0
19 Aug 2025
A Fully Transformer Based Multimodal Framework for Explainable Cancer Image Segmentation Using Radiology Reports
Enobong Adahada
Isabel Sassoon
Kate Hone
Yongmin Li
ViT
MedIm
117
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19 Aug 2025
SwinECAT: A Transformer-based fundus disease classification model with Shifted Window Attention and Efficient Channel Attention
Peiran Gu
Teng Yao
Mengshen He
Fuhao Duan
Feiyan Liu
RenYuan Peng
Bao Ge
MedIm
262
1
0
29 Jul 2025
Differential-UMamba: Rethinking Tumor Segmentation Under Limited Data Scenarios
Dhruv Jain
R. Modzelewski
Romain Hérault
Clément Chatelain
Eva Torfeh
S. Thureau
Mamba
220
1
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24 Jul 2025
A Hybrid CNN-VSSM model for Multi-View, Multi-Task Mammography Analysis: Robust Diagnosis with Attention-Based Fusion
Yalda Zafari
Roaa Elalfy
M. Mabrok
S. Al-Maadeed
T. Khattab
Essam A. Rashed
209
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22 Jul 2025
MedFormer: Hierarchical Medical Vision Transformer with Content-Aware Dual Sparse Selection Attention
Zunhui Xia
Hongxing Li
Libin Lan
MedIm
299
8
0
03 Jul 2025
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles
IEEE Transactions on Medical Imaging (TMI), 2023
Xing Shen
Hengguan Huang
Brennan Nichyporuk
Tal Arbel
MedIm
597
13
0
01 Jul 2025
DuoFormer: Leveraging Hierarchical Representations by Local and Global Attention Vision Transformer
Xiaoya Tang
Bodong Zhang
M. M. Ho
Beatrice Knudsen
Tolga Tasdizen
ViT
MedIm
226
1
0
15 Jun 2025
A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks
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Loan Dao
Ngoc Quoc Ly
337
11
0
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TK-Mamba: Marrying KAN With Mamba for Text-Driven 3D Medical Image Segmentation
Haoyu Yang
Yuxiang Cai
Meixing Shi
Xuhong Zhang
Jintao Chen
...
Wenhui Lei
Yankai Jiang
Xiaoming Shi
Yankai Jiang
Jianwei Yin
Mamba
464
1
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24 May 2025
CENet: Context Enhancement Network for Medical Image Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Afshin Bozorgpour
Sina Ghorbani Kolahi
Reza Azad
Ilker Hacihaliloglu
Dorit Merhof
440
5
0
23 May 2025
Recent Advances in Medical Imaging Segmentation: A Survey
Fares Bougourzi
Abdenour Hadid
OOD
369
13
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Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation
Yi Lin
Dong Zhang
X. B. Fang
Yufan Chen
K.-T. Cheng
Hao Chen
348
11
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06 May 2025
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Zihan Cheng
Jintao Guo
Junxuan Zhang
Lei Qi
Luping Zhou
Yinghuan Shi
Yang Gao
Mamba
370
19
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24 Apr 2025
Embedding Radiomics into Vision Transformers for Multimodal Medical Image Classification
Zhenyu Yang
Haiming Zhu
Rihui Zhang
Haipeng Zhang
Jianliang Wang
Chunhao Wang
Minbin Chen
F. Yin
MedIm
369
4
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15 Apr 2025
Semiconductor Wafer Map Defect Classification with Tiny Vision Transformers
Faisal Mohammad
Duksan Ryu
209
3
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03 Apr 2025
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning
Edwin Tay
Nazli Tümer
Amir A. Zadpoor
MedIm
619
0
0
27 Mar 2025
Evaluating Visual Explanations of Attention Maps for Transformer-based Medical Imaging
Minjae Chung
Jong Bum Won
Ganghyun Kim
Yujin Kim
Utku Ozbulak
MedIm
436
12
0
12 Mar 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation
Anzhe Cheng
Chenzhong Yin
Yu Chang
Heng Ping
Shixuan Li
Shahin Nazarian
Paul Bogdan
SSeg
703
2
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11 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
Tassilo Wald
Saikat Roy
Hyunjin Park
Constantin Ulrich
Sebastian Ziegler
D. Trofimova
Raphael Stock
Michael Baumgartner
Gregor Köhler
Klaus H. Maier-Hein
ViT
MedIm
312
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03 Mar 2025
SST-DUNet: Automated preclinical functional MRI skull stripping using Smart Swin Transformer and Dense UNet
Sima Soltanpour
Rachel Utama
Arnold Chang
Md Taufiq Nasseef
Dan Madularu
Praveen Kulkarni
Craig Ferris
Chris Joslin
228
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A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images
N. Shvetsov
T. Kilvaer
M. Tafavvoghi
Anders Sildnes
Kajsa Møllersen
Lill-ToveRasmussen Busund
L. A. Bongo
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Arrhythmia Classification from 12-Lead ECG Signals Using Convolutional and Transformer-Based Deep Learning Models
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Maria Nutu
307
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Vision Foundation Models in Medical Image Analysis: Advances and Challenges
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Bin Pu
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Yiwei Li
Jian Shu
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Qing Chang
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395
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A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics
Information Fusion (Inf. Fusion), 2023
Kai He
Rui Mao
Qika Lin
Yucheng Ruan
Xiang Lan
Mengling Feng
Xiaoshi Zhong
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AILaw
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28 Jan 2025
Multi-View Transformers for Airway-To-Lung Ratio Inference on Cardiac CT Scans: The C4R Study
IEEE International Symposium on Biomedical Imaging (ISBI), 2025
Sneha N. Naik
Elsa D. Angelini
Eric A. Hoffman
Elizabeth C. Oelsner
R. G. Barr
Benjamin M. Smith
Andrew F. Laine
240
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Interpretable Auto Window Setting for Deep-Learning-Based CT Analysis
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Meiling Chen
Zhengjie Zhang
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256
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Stealthy Backdoor Attack to Real-world Models in Android Apps
Jiali Wei
Ming Fan
Xicheng Zhang
Wenjing Jiao
Jian Shu
Ting Liu
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341
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Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion
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406
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Multi-Head Explainer: A General Framework to Improve Explainability in CNNs and Transformers
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Pietro Liò
ViT
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500
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Semantic Alignment and Reinforcement for Data-Free Quantization of Vision Transformers
Mingliang Xu
Yuyao Zhou
Yuxin Zhang
Shen Li
Shen Li
Jiayi Ji
Zhanpeng Zeng
Rongrong Ji
MQ
935
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Advances in Transformers for Robotic Applications: A Review
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439
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SAM-Mamba: Mamba Guided SAM Architecture for Generalized Zero-Shot Polyp Segmentation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Tapas Kumar Dutta
Snehashis Majhi
Deepak Ranjan Nayak
Debesh Jha
Mamba
319
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Mask of truth: model sensitivity to unexpected regions of medical images
Théo Sourget
Michelle Hestbek-Møller
Amelia Jiménez-Sánchez
Jack Junchi Xu
Veronika Cheplygina
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611
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05 Dec 2024
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