Recent advances and clinical applications of deep learning in medical image analysis

27 May 2021

Papers citing "Recent advances and clinical applications of deep learning in medical image analysis"

50 / 79 papers shown

Title
CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss D. Pitawela Gustavo Carneiro Hsiang-Ting Chen 48 0 0 22 Apr 2025
Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg Jingchen Zou Jianqiang Li Gabriel Jimenez Qing Zhao Daniel Racoceanu Matias Cosarinsky Enzo Ferrante Guanghui Fu 26 0 0 22 Apr 2025
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Qing Xu Zhenye Lou Chenxin Li Xiangjian He Rong Qu Tesema Fiseha Berhanu Yi Wang Wenting Duan Zhen Chen MedIm 31 0 0 08 Apr 2025
IMPACT: A Generic Semantic Loss for Multimodal Medical Image Registration Valentin Boussot Cédric Hémon Jean-Claude Nunes Jason Downling Simon Rouzé Caroline Lafond Anaïs Barateau Jean-Louis Dillenseger 43 0 0 31 Mar 2025
Bridging Synthetic-to-Real Gaps: Frequency-Aware Perturbation and Selection for Single-shot Multi-Parametric Mapping Reconstruction Linyu Fan Che Wang Ming Ye Qizhi Yang Zejun Wu Xinghao Ding Yue Huang Jianfeng Bao S. Cai C. Cai MedIm 72 0 0 05 Mar 2025
EPEE: Towards Efficient and Effective Foundation Models in Biomedicine Zaifu Zhan Shuang Zhou Huixue Zhou Z. Liu Rui Zhang 37 1 0 03 Mar 2025
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 82 0 0 18 Dec 2024
Denoising Diffusion Models for Anomaly Localization in Medical Images Cosmin I. Bercea P. Cattin Julia A. Schnabel J. Wolleb DiffM MedIm 36 0 0 31 Oct 2024
Med-TTT: Vision Test-Time Training model for Medical Image Segmentation Jiashu Xu ViT LM&MA MedIm 28 0 0 03 Oct 2024
Seeing Through the Mask: Rethinking Adversarial Examples for CAPTCHAs Yahya Jabary Andreas Plesner Turlan Kuzhagaliyev Roger Wattenhofer AAML 27 0 0 09 Sep 2024
Label-free evaluation of lung and heart transplant biopsies using virtual staining Yuzhu Li N. Pillar Tairan Liu Guangdong Ma Yuxuan Qi ... Kuang-Yu Jen Kenneth A. Iczkowski Yulun Wu W. D. Wallace Aydogan Ozcan 28 1 0 09 Sep 2024
Few-shot Adaptation of Medical Vision-Language Models Fereshteh Shakeri Yunshi Huang Julio Silva-Rodríguez Houda Bahig An Tang Jose Dolz Ismail Ben Ayed VLM 34 2 0 05 Sep 2024
LCE: A Framework for Explainability of DNNs for Ultrasound Image Based on Concept Discovery Weiji Kong Xun Gong Juan Wang 21 1 0 19 Aug 2024
A Novel Momentum-Based Deep Learning Techniques for Medical Image Classification and Segmentation Koushik Biswas Ridal Pal Shaswat Patel Debesh Jha Meghana Karri ... M. Antalek Yury Velichko Daniela Ladner Amir Borhani Ulas Bagci 30 0 0 11 Aug 2024
Leveraging Task-Specific Knowledge from LLM for Semi-Supervised 3D Medical Image Segmentation Suruchi Kumari Aryan Das S. K. Roy Indu Joshi Pravendra Singh 29 3 0 06 Jul 2024
Gaze-directed Vision GNN for Mitigating Shortcut Learning in Medical Image Shaoxuan Wu Xiao Zhang Bin Wang Zhuo Jin Hansheng Li Jun Feng MedIm 3DH 20 2 0 20 Jun 2024
Challenges in explaining deep learning models for data with biological variation Lenka Tětková E. Dreier Robin Malm Lars Kai Hansen AAML 38 1 0 14 Jun 2024
Neuro-TransUNet: Segmentation of stroke lesion in MRI using transformers Muhammad Nouman M. Mabrok Essam A. Rashed 19 2 0 10 Jun 2024
Contour-weighted loss for class-imbalanced image segmentation Zhhengyong Huang Yao Sui 42 3 0 07 Jun 2024
Uncertainty Measurement of Deep Learning System based on the Convex Hull of Training Sets Hyekyoung Hwang Jitae Shin AAML UQCV 24 0 0 25 May 2024
Harnessing the power of longitudinal medical imaging for eye disease prognosis using Transformer-based sequence modeling G. Holste Mingquan Lin Ruiwen Zhou Fei-Yue Wang Lei Liu ... Kyle Kovacs Emily Y. Chew Zhiyong Lu Zhangyang Wang Yifan Peng MedIm 29 0 0 14 May 2024
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation Suruchi Kumari Pravendra Singh 32 1 0 12 May 2024
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation Jiashu Xu Mamba 32 9 0 08 May 2024
Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis Diogo J. Araújo M. R. Verdelho Alceu Bissoto Jacinto C. Nascimento Carlos Santiago Catarina Barata 27 1 0 02 May 2024
Out-of-distribution Detection in Medical Image Analysis: A survey Zesheng Hong Yubiao Yue Yubin Chen Lele Cong Huanjie Lin ... Jialong Xu Xiaoqi Yang Hechang Chen Zhenzhang Li Sihong Xie OOD 34 5 0 28 Apr 2024
Mammo-CLIP: Leveraging Contrastive Language-Image Pre-training (CLIP) for Enhanced Breast Cancer Diagnosis with Multi-view Mammography Xuxin Chen Yuheng Li Mingzhe Hu Ella Salari Xiaoqian Chen Richard L. J. Qiu Bin Zheng Xiaofeng Yang VLM 34 6 0 24 Apr 2024
Semantics-Aware Attention Guidance for Diagnosing Whole Slide Images Kechun Liu Wenjun Wu J. Elmore Linda G. Shapiro MedIm 32 1 0 16 Apr 2024
Unified Multi-modal Diagnostic Framework with Reconstruction Pre-training and Heterogeneity-combat Tuning Yupei Zhang Li Pan Qiushi Yang Tan Li Zhen Chen 26 1 0 09 Apr 2024
Few-shot Object Localization Yunhan Ren Bo Li Chengyang Zhang Yong Zhang Baocai Yin 32 1 0 19 Mar 2024
A Unified Model for Longitudinal Multi-Modal Multi-View Prediction with Missingness Boqi Chen Junier Oliva Marc Niethammer 30 2 0 18 Mar 2024
MLVICX: Multi-Level Variance-Covariance Exploration for Chest X-ray Self-Supervised Representation Learning Azad Singh Vandan Gorade Deepak Mishra SSL 22 2 0 18 Mar 2024
CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging Ibrahim Ethem Hamamci Sezgin Er Bjoern H. Menze MedIm 33 21 0 11 Mar 2024
MedMamba: Vision Mamba for Medical Image Classification Yubiao Yue Zhenzhang Li Mamba 26 57 0 06 Mar 2024
Coronary artery segmentation in non-contrast calcium scoring CT images using deep learning M. Bujny K. Jesionek J. Nalepa K. Miszalski-Jamka Katarzyna Widawka-.Zak Sabina Wolny M. Kostur 16 3 0 04 Mar 2024
SDR-Former: A Siamese Dual-Resolution Transformer for Liver Lesion Classification Using 3D Multi-Phase Imaging Meng Lou Hanning Ying Xiaoqing Liu Hong-Yu Zhou Yuqing Zhang Yizhou Yu MedIm 37 8 0 27 Feb 2024
Adversarially Robust Feature Learning for Breast Cancer Diagnosis Degan Hao Dooman Arefan M. Zuley Wendie Berg Shandong Wu OOD MedIm 24 1 0 13 Feb 2024
Exploring Low-Resource Medical Image Classification with Weakly Supervised Prompt Learning Fudan Zheng Jindong Cao Weijiang Yu Zhiguang Chen Nong Xiao Yutong Lu VLM MedIm 21 16 0 06 Feb 2024
Self-Supervised Representation Learning for Nerve Fiber Distribution Patterns in 3D-PLI Alexander Oberstrass Sascha E. A. Muenzing Meiqi Niu N. Palomero-Gallagher Christian Schiffer M. Axer K. Amunts Timo Dickscheid 9 3 0 30 Jan 2024
Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search Yanjie Li Weijun Li Lina Yu Min Wu Jingyi Liu Wenqiang Li Meilan Hao Shu Wei Yusong Deng 43 9 0 24 Jan 2024
Few-shot learning for COVID-19 Chest X-Ray Classification with Imbalanced Data: An Inter vs. Intra Domain Study Alejandro Galán-Cuenca Antonio Javier Gallego Marcelo Saval-Calvo A. Pertusa 20 6 0 18 Jan 2024
ADAPT: Alzheimer Diagnosis through Adaptive Profiling Transformers Yifeng Wang Ke Chen Haohan Wang MedIm 15 1 0 12 Jan 2024
AGNES: Abstraction-guided Framework for Deep Neural Networks Security Akshay Dhonthi Marcello Eiermann E. M. Hahn Vahid Hashemi AAML 16 0 0 07 Nov 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 32 12 0 10 Oct 2023
Gravity Network for end-to-end small lesion detection Ciro Russo Alessandro Bria Claudio Marrocco MedIm 19 0 0 22 Sep 2023
Adaptive Input-image Normalization for Solving the Mode Collapse Problem in GAN-based X-ray Images Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly MedIm GAN 24 1 0 21 Sep 2023
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation Malo de Boisredon Eugene Vorontsov W. Le Samuel Kadoury MedIm ViT 19 0 0 17 Sep 2023
Empowering Precision Medicine: AI-Driven Schizophrenia Diagnosis via EEG Signals: A Comprehensive Review from 2002-2023 M. Jafari Delaram Sadeghi A. Shoeibi Hamid Alinejad-Rokny Amin Beheshti David López-García Zhaolin Chen U. Acharya Juan M Gorriz 21 19 0 14 Sep 2023
Developing a Novel Image Marker to Predict the Clinical Outcome of Neoadjuvant Chemotherapy (NACT) for Ovarian Cancer Patients Keqin Zhang Neman Abdoli Patrik W. Gilley Youkabed Sadri Xuxin Chen T. Thai Lauren Dockery Kathleen N. Moore Robert S. Mannel Yuchen Qiu 26 1 0 13 Sep 2023
Deep learning in medical image registration: introduction and survey Ahmad Hammoudeh Stéphane Dupont MedIm 19 4 0 01 Sep 2023
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision Julio Silva-Rodríguez H. Chakor Riadh Kobbi Jose Dolz Ismail Ben Ayed VLM MedIm 64 33 0 15 Aug 2023