Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2012.04885
Cited By
v1
v2
v3 (latest)
Annotation-efficient deep learning for automatic medical image segmentation
9 December 2020
Shanshan Wang
Cheng Li
Rongpin Wang
Zaiyi Liu
Meiyun Wang
H. Tan
Yaping Wu
Xinfeng Liu
Hui Sun
Rui Yang
Xin Liu
Jie Chen
Hui-Chong Zhou
Ismail Ben Ayed
Bingsheng Huang
VLM
MedIm
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"Annotation-efficient deep learning for automatic medical image segmentation"
50 / 62 papers shown
Mitigating Spurious Correlations in Patch-wise Tumor Classification on High-Resolution Multimodal Images
Ihab Asaad
M. Shadaydeh
Joachim Denzler
103
0
0
17 Nov 2025
BARL: Bilateral Alignment in Representation and Label Spaces for Semi-Supervised Volumetric Medical Image Segmentation
Shujian Gao
Y Samuel Wang
Zekuan Yu
169
0
0
19 Oct 2025
DuPLUS: Dual-Prompt Vision-Language Framework for Universal Medical Image Segmentation and Prognosis
Numan Saeed
Tausifa Saleem
F. Maani
Muhammad Ridzuan
Hu Wang
Mohammad Yaqub
MedIm
VLM
264
0
0
03 Oct 2025
Diverse Teaching and Label Propagation for Generic Semi-Supervised Medical Image Segmentation
Wei Li
Pengcheng Zhou
Linye Ma
Wenyi Zhao
Huihua Yang
Yuchen Guo
175
0
0
12 Aug 2025
Generative Artificial Intelligence in Medical Imaging: Foundations, Progress, and Clinical Translation
Xuanru Zhou
Cheng Li
Shuqiang Wang
Ye Li
Tao Tan
Bingsheng Huang
Shanshan Wang
MedIm
LM&MA
142
3
0
07 Aug 2025
Cardiac-CLIP: A Vision-Language Foundation Model for 3D Cardiac CT Images
Yutao Hu
Ying Zheng
Shumei Miao
Xiaolei Zhang
Jiahao Xia
...
Ji-Quan Zhang
Wenqi Shao
Y. Liu
Longjiang Zhang
Guanyu Yang
MedIm
VLM
205
1
0
29 Jul 2025
Joint Holistic and Lesion Controllable Mammogram Synthesis via Gated Conditional Diffusion Model
Xin Li
Kaixiang Yang
Qiang Li
Zhiwei Wang
DiffM
MedIm
264
1
0
25 Jul 2025
On the Theory of Conditional Feature Alignment for Unsupervised Domain-Adaptive Counting
Zhuonan Liang
Dongnan Liu
Jianan Fan
Yaxuan Song
Qiang Qu
Yu Yao
Yu Yao
Weidong (Tom) Cai
Weidong Cai
221
1
0
20 Jun 2025
FMaMIL: Frequency-Driven Mamba Multi-Instance Learning for Weakly Supervised Lesion Segmentation in Medical Images
Hangbei Cheng
Xiaorong Dong
Xueyu Liu
Jianan Zhang
Xuetao Ma
Mingqiang Wei
Liansheng Wang
Junxin Chen
Yongfei Wu
Mamba
163
0
0
09 Jun 2025
Cross-Sequence Semi-Supervised Learning for Multi-Parametric MRI-Based Visual Pathway Delineation
Alou Diakite
Cheng Li
Lei Xie
Yuanjing Feng
Ruoyou Wu
Jianzhong He
Bingsheng Huang
Shanshan Wang
177
0
0
26 May 2025
BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis
Jiarun Liu
Hong-Yu Zhou
Weijian Huang
Hao Yang
Dongning Song
Tao Tan
Yong Liang
Shanshan Wang
MedIm
378
0
0
14 May 2025
An Arbitrary-Modal Fusion Network for Volumetric Cranial Nerves Tract Segmentation
Lei Xie
Huajun Zhou
Junxiong Huang
Jiahao Huang
Qingrun Zeng
...
Baohua Fan
Mingchu Li
Guoqiang Xie
Hao Chen
Yuanjing Feng
MedIm
165
0
0
05 May 2025
Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Yuwen Chen
Zafer Yildiz
Qihang Li
Yaqian Chen
Haoyu Dong
Hanxue Gu
Nicholas Konz
Maciej A. Mazurowski
MedIm
VLM
576
2
0
03 May 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
264
0
0
22 Apr 2025
From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Jingkun Chen
Haoran Duan
Xiao Zhang
Boyan Gao
Longxuan Zhao
Vicente Grau
521
9
0
15 Apr 2025
Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging
Abderrachid Hamrani
Anuradha Godavarty
MedIm
287
2
0
23 Mar 2025
Interpretable Deep Learning Framework for Improved Disease Classification in Medical Imaging
Jutika Borah
H. Singh
OOD
UQCV
419
0
0
14 Mar 2025
Robust Polyp Detection and Diagnosis through Compositional Prompt-Guided Diffusion Models
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Jia Yu
Yan Zhu
Peiyao Fu
Tianyi Chen
Junbo Huang
...
Pinghong Zhou
Zhihua Wang
Leilei Gan
Shuo Wang
Xian Yang
MedIm
431
3
0
25 Feb 2025
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation
Ivan Lopez
Fateme Nateghi Haredasht
Kaitlin Caoili
Jonathan H. Chen
Akshay S. Chaudhari
MedIm
SyDa
348
1
0
28 Jan 2025
Merging Context Clustering with Visual State Space Models for Medical Image Segmentation
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Yun Zhu
Dong Zhang
Yi Lin
Yifei Feng
Jinhui Tang
Mamba
334
33
0
03 Jan 2025
Generating Unseen Nonlinear Evolution in Sea Surface Temperature Using a Deep Learning-Based Latent Space Data Assimilation Framework
Qingyu Zheng
G. Han
Wei Li
Lige Cao
Gongfu Zhou
...
Ru Wang
Xiaobo Wu
X. Cui
Hong Li
Xuan Wang
AI4Cl
AI4CE
265
5
0
18 Dec 2024
Integrating Deep Metric Learning with Coreset for Active Learning in 3D Segmentation
Neural Information Processing Systems (NeurIPS), 2024
Arvind Murari Vepa
Zukang Yang
Andrew Choi
Jungseock Joo
Fabien Scalzo
Yizhou Sun
3DPC
405
10
0
24 Nov 2024
Medillustrator: Improving Retrospective Learning in Physicians' Continuous Medical Education via Multimodal Diagnostic Data Alignment and Representation
Yuansong Xu
Jiahe Dong
Yijie Fan
Yuheng Shao
Chang Jiang
Lixia Jin
Yuanwu Cao
Quan Li
296
0
0
23 Nov 2024
Optimized Vessel Segmentation: A Structure-Agnostic Approach with Small Vessel Enhancement and Morphological Correction
Dongning Song
Weijian Huang
Jiarun Liu
Md Jahidul Islam
Hao Yang
Shanshan Wang
356
1
0
22 Nov 2024
Robust Divergence Learning for Missing-Modality Segmentation
ACM Cloud and Autonomic Computing Conference (CAC), 2024
Runze Cheng
Zhongao Sun
Yujiao Shi
Chun Li
180
2
0
13 Nov 2024
LMOD: A Large Multimodal Ophthalmology Dataset and Benchmark for Large Vision-Language Models
North American Chapter of the Association for Computational Linguistics (NAACL), 2024
Zhenyue Qin
Yu Yin
Dylan Campbell
Xuansheng Wu
Ke Zou
Yih-Chung Tham
Ninghao Liu
Xiuzhen Zhang
Qingyu Chen
435
11
0
02 Oct 2024
AutoPET Challenge III: Testing the Robustness of Generalized Dice Focal Loss trained 3D Residual UNet for FDG and PSMA Lesion Segmentation from Whole-Body PET/CT Images
Shadab Ahamed
3DPC
MedIm
210
2
0
16 Sep 2024
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare
Zhikai Li
Jing Zhang
Qingyi Gu
MedIm
313
4
0
14 Sep 2024
Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes
medRxiv (medRxiv), 2024
Li Zhang
Basu Jindal
Ahmed Alaa
Robert Weinreb
David Wilson
Eran Segal
James Zou
Pengtao Xie
MedIm
242
22
0
30 Aug 2024
PropSAM: A Propagation-Based Model for Segmenting Any 3D Objects in Multi-Modal Medical Images
Zifan Chen
Xinyu Nan
Jiazheng Li
Jie Zhao
Haifeng Li
...
Heyun Chen
Yiting Liu
Bin Dong
Li Zhang
L. Tang
MedIm
214
1
0
25 Aug 2024
Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models
Haifan Gong
Yitao Wang
Yihan Wang
Jiashun Xiao
Xiang Wan
Haofeng Li
MedIm
356
6
0
12 Aug 2024
Large Language Model-Augmented Auto-Delineation of Treatment Target Volume in Radiation Therapy
Praveenbalaji Rajendran
Yong Yang
Thomas R. Niedermayr
Michael Gensheimer
Beth Beadle
Quynh Le
Lei Xing
Xianjin Dai
284
3
0
10 Jul 2024
Unleashing the Potential of Open-set Noisy Samples Against Label Noise for Medical Image Classification
Zehui Liao
Shishuai Hu
Yong-quan Xia
281
0
0
18 Jun 2024
Disease-informed Adaptation of Vision-Language Models
Jiajin Zhang
Ge Wang
Mannudeep K. Kalra
Pingkun Yan
VLM
340
10
0
24 May 2024
Perivascular space Identification Nnunet for Generalised Usage (PINGU)
Ben Sinclair
Lucy E Vivash
Jasmine Moses
Miranda Lynch
William Pham
...
David K Wright
Dexiao Kong
S. L. Naismith
Terence J. O'Brien
Meng Law
200
10
0
14 May 2024
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation
Suruchi Kumari
Pravendra Singh
209
3
0
12 May 2024
Unified Multi-modal Diagnostic Framework with Reconstruction Pre-training and Heterogeneity-combat Tuning
Yupei Zhang
Li Pan
Qiushi Yang
Tan Li
Zhen Chen
352
4
0
09 Apr 2024
3D-TransUNet for Brain Metastases Segmentation in the BraTS2023 Challenge
Siwei Yang
Xianhang Li
Jieru Mei
Jieneng Chen
Cihang Xie
Yuyin Zhou
MedIm
215
12
0
23 Mar 2024
Comparing Importance Sampling Based Methods for Mitigating the Effect of Class Imbalance
Indu Panigrahi
Richard Zhu
188
1
0
28 Feb 2024
Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024
Jiarun Liu
Hao Yang
Hong-Yu Zhou
Yan Xi
Lequan Yu
...
Yong Liang
Guangming Shi
Shaoting Zhang
Hairong Zheng
Shanshan Wang
Mamba
545
362
0
05 Feb 2024
Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement
Cheng Li
Weijian Huang
Hao Yang
Jiarun Liu
Shanshan Wang
MedIm
243
15
0
21 Jan 2024
LESEN: Label-Efficient deep learning for Multi-parametric MRI-based Visual Pathway Segmentation
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
Alou Diakite
Cheng Li
Lei Xie
Yuanjing Feng
Hua Han
Shanshan Wang
124
0
0
03 Jan 2024
MLIP: Medical Language-Image Pre-training with Masked Local Representation Learning
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
Jiarun Liu
Hong-Yu Zhou
Cheng Li
Weijian Huang
Hao Yang
Yong Liang
Shanshan Wang
VLM
240
9
0
03 Jan 2024
Enhancing Representation in Medical Vision-Language Foundation Models via Multi-Scale Information Extraction Techniques
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
Weijian Huang
Cheng Li
Hong-Yu Zhou
Jiarun Liu
Hao Yang
Yong Liang
Guangming Shi
Hairong Zheng
Shanshan Wang
288
4
0
03 Jan 2024
Multimodal self-supervised learning for lesion localization
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
Hao Yang
Hong-Yu Zhou
Cheng Li
Weijian Huang
Jiarun Liu
Yong Liang
Shanshan Wang
SSL
338
5
0
03 Jan 2024
Collaborative Learning for Annotation-Efficient Volumetric MR Image Segmentation
Y. Osman
Cheng Li
Weijian Huang
Shanshan Wang
294
4
0
18 Dec 2023
Echocardiogram Foundation Model -- Application 1: Estimating Ejection Fraction
Adil Dahlan
C. Zakka
Abhinav Kumar
Laura Tang
R. Shad
R. Fong
W. Hiesinger
248
3
0
21 Nov 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars
W. Feng
Lingting Zhu
Lequan Yu
MedIm
222
28
0
27 Aug 2023
Expert-Agnostic Ultrasound Image Quality Assessment using Deep Variational Clustering
IEEE International Conference on Robotics and Automation (ICRA), 2023
Deepak Raina
Dimitrios Ntentia
SheragaruH Chandrashekhara
Richard M. Voyles
S. K. Saha
289
6
0
05 Jul 2023
Transformer-based Annotation Bias-aware Medical Image Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Zehui Liao
Yutong Xie
Shishuai Hu
Yong-quan Xia
MedIm
148
18
0
02 Jun 2023
1
2
Next
Page 1 of 2
