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2012.05440
Cited By
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding
10 December 2020
Liyan Sun
Chenxin Li
Xinghao Ding
Yue Huang
Guisheng Wang
Yizhou Yu
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Papers citing
"Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding"
43 / 43 papers shown
Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline
Computer Vision and Pattern Recognition (CVPR), 2025
Yuzhi Huang
Chenxin Li
H. Zhang
Zixu Lin
Yunlong Lin
...
Xinyu Liu
Jiechao Gao
Yue Huang
Xinghao Ding
Yixuan Yuan
344
3
0
05 Jun 2025
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation
Haobo Wang
Yifeng Wu
Huimin Huang
Hongtao Wu
Jia-Xuan Jiang
...
Hao Zheng
Xian Wu
Yefeng Zheng
Jinping Xu
Jing Cheng
MedIm
398
0
0
09 May 2025
Active Few-Shot Learning for Vertex Classification Starting from an Unlabeled Dataset
Felix Burr
Marcel Hoffmann
A. Scherp
SSL
837
0
0
25 Apr 2025
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Zixuan Zheng
Yilei Shi
Chunlei Li
Jingliang Hu
Xiao Xiang Zhu
Lichao Mou
300
2
0
19 Mar 2025
KM-UNet KAN Mamba UNet for medical image segmentation
Yibo Zhang
Mamba
273
7
0
05 Jan 2025
SAM-MPA: Applying SAM to Few-shot Medical Image Segmentation using Mask Propagation and Auto-prompting
Jie Xu
Xiaokang Li
Chengyu Yue
Yuanyuan Wang
Yi Guo
MedIm
314
9
0
26 Nov 2024
AutoPET Challenge: Tumour Synthesis for Data Augmentation
Lap Yan Lennon Chan
Chenxin Li
Yixuan Yuan
MedIm
268
2
0
12 Sep 2024
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei Segmentation
Knowledge-Based Systems (KBS), 2024
Zhenye Lou
Qing Xu
Zekun Jiang
Xiangjian He
Z. Chen
Yi Wang
Chenxin Li
Maggie M. He
Wenting Duan
507
17
0
21 Aug 2024
Deep Transfer Learning for Kidney Cancer Diagnosis
Yassine Habchi
Hamza Kheddar
Yassine Himeur
A. Boukabou
Shadi Atalla
Shadi Atalla
Hussain Al-Ahmad
Hussain Al Ahmad
523
5
0
08 Aug 2024
De-LightSAM: Modality-Decoupled Lightweight SAM for Generalizable Medical Segmentation
Qing Xu
Jiaxuan Li
Xiangjian He
Ziyu Liu
Daming Gao
Wenting Duan
Chenxin Li
Maggie M. He
Fiseha B. Tesema
W. Cheah
MedIm
VLM
522
0
0
19 Jul 2024
DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation
Xinyu Liu
Wuyang Li
Yixuan Yuan
MedIm
304
35
0
13 Jul 2024
GTP-4o: Modality-prompted Heterogeneous Graph Learning for Omni-modal Biomedical Representation
Chenxin Li
Xinyu Liu
Cheng Wang
Yifan Liu
Weihao Yu
Jing Shao
Yixuan Yuan
276
35
0
08 Jul 2024
GaussianStego: A Generalizable Stenography Pipeline for Generative 3D Gaussians Splatting
Chenxin Li
Hengyu Liu
Zhiwen Fan
Wenbo Li
Yifan Liu
Panwang Pan
Yixuan Yuan
3DGS
328
18
0
01 Jul 2024
EndoSparse: Real-Time Sparse View Synthesis of Endoscopic Scenes using Gaussian Splatting
Chenxin Li
Brandon Yushan Feng
Yifan Liu
Hengyu Liu
Cheng Wang
Weihao Yu
Yixuan Yuan
3DGS
233
34
0
01 Jul 2024
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes
Song Tang
Shaxu Yan
Xiaozhi Qi
Jianxin Gao
Mao Ye
Jianwei Zhang
Xiatian Zhu
371
0
0
26 Jun 2024
LGS: A Light-weight 4D Gaussian Splatting for Efficient Surgical Scene Reconstruction
Hengyu Liu
Yifan Liu
Chenxin Li
Wenbo Li
Yixuan Yuan
3DGS
385
45
0
23 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation
Chenxin Li
Xinyu Liu
Wenbo Li
Cheng Wang
Hengyu Liu
Yifan Liu
Daming Gao
Yixuan Yuan
MedIm
DiffM
SSeg
453
415
0
05 Jun 2024
Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation
Sissi Xiaoxiao Wu
Zhenguo Gao
Xiaowei Chen
Yakai Wang
Shulei Qu
Na Li
OOD
389
2
0
13 May 2024
Few-Shot Object Detection: Research Advances and Challenges
Zhimeng Xin
Shiming Chen
Tianxu Wu
Yuanjie Shao
Weiping Ding
Xinge You
ObjD
399
56
0
07 Apr 2024
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging
Lingdong Shen
Fangxin Shang
Xiaoshuang Huang
Yehui Yang
Haifeng Huang
Shiming Xiang
VLM
417
3
0
25 Mar 2024
Endora: Video Generation Models as Endoscopy Simulators
Chenxin Li
Hengyu Liu
Yifan Liu
Brandon Yushan Feng
Wuyang Li
Xinyu Liu
Daming Gao
Jing Shao
Yixuan Yuan
VGen
MedIm
343
72
0
17 Mar 2024
CrackNex: a Few-shot Low-light Crack Segmentation Model Based on Retinex Theory for UAV Inspections
Zhen Yao
Jiawei Xu
Shuhang Hou
Mooi Choo Choo Chuah
351
18
0
05 Mar 2024
OpenMEDLab: An Open-source Platform for Multi-modality Foundation Models in Medicine
Xiaosong Wang
Xiaofan Zhang
Guotai Wang
Junjun He
Zhongyu Li
...
Jie Zhao
Kang Li
Xin Sun
Lifeng Zhu
Shaoting Zhang
LM&MA
VLM
MedIm
380
11
0
28 Feb 2024
ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation
IEEE journal of biomedical and health informatics (IEEE JBHI), 2024
Y. Liu
L. Lin
K. Wong
X. Tang
408
7
0
25 Jan 2024
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification
Kaipeng Zheng
Weiran Huang
Lichao Sun
LM&MA
MedIm
VLM
360
0
0
12 Dec 2023
A Systematic Review of Few-Shot Learning in Medical Imaging
Eva Pachetti
Sara Colantonio
397
87
0
20 Sep 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation
IEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2023
Yazhou Zhu
Shidong Wang
Tong Xin
Zheng Zhang
Haofeng Zhang
299
31
0
20 Sep 2023
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Yazhou Zhu
Shidong Wang
Tong Xin
Haofeng Zhang
ViT
MedIm
335
50
0
09 Sep 2023
Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation
Qi Wu
Yuyao Zhang
Marawan Elbatel
VLM
MedIm
199
52
0
15 Aug 2023
MedFMC: A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification
Scientific Data (Sci Data), 2023
Yi Xu
Xiaosong Wang
Lilong Wang
Mengzhang Li
Q. Da
...
Qi Duan
Jie Zhao
Kang Li
Yu Qiao
Shaoting Zhang
VLM
MedIm
303
69
0
16 Jun 2023
Unsupervised augmentation optimization for few-shot medical image segmentation
Quan Quan
Shang Zhao
Qingsong Yao
Heqin Zhu
S. Kevin Zhou
305
1
0
08 Jun 2023
propnet: Propagating 2D Annotation to 3D Segmentation for Gastric Tumors on CT Scans
Zi Chen
Jiazheng Li
Jie Zhao
Yiting Liu
Hongfeng Li
Bin Dong
Lei Tang
Li Zhang
209
1
0
29 May 2023
Few Shot Learning for Medical Imaging: A Comparative Analysis of Methodologies and Formal Mathematical Framework
Jannatul Nayem
Sayed Sahriar Hasan
Noshin Amina
Bristy Das
Md. Shahin Ali
M. Ahsan
S. Raman
409
18
0
08 May 2023
Few Shot Medical Image Segmentation with Cross Attention Transformer
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Yi Lin
Yufan Chen
Kwang-Ting Cheng
Hao Chen
ViT
MedIm
380
49
0
24 Mar 2023
Whole-slide-imaging Cancer Metastases Detection and Localization with Limited Tumorous Data
International Conference on Medical Imaging with Deep Learning (MIDL), 2023
Yinsheng He
Xingyu Li
MedIm
218
5
0
18 Mar 2023
Prototypical few-shot segmentation for cross-institution male pelvic structures with spatial registration
Yiwen Li
Yunguan Fu
Iani J. M. B. Gayo
Qianye Yang
Zhe Min
...
Matthew J. Clarkson
Henkjan J. Huisman
D. Barratt
V. Prisacariu
Yipeng Hu
267
18
0
12 Sep 2022
Domain Generalization for Prostate Segmentation in Transrectal Ultrasound Images: A Multi-center Study
Sulaiman Vesal
Iani J. M. B. Gayo
Indrani Bhattacharya
S. Natarajan
Leonard S. Marks
D. Barratt
Richard E. Fan
Yipeng Hu
G. Sonn
M. Rusu
170
7
0
05 Sep 2022
Robust Prototypical Few-Shot Organ Segmentation with Regularized Neural-ODEs
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Prashant Pandey
Mustafa Chasmai
Tanuj Sur
Brejesh Lall
410
15
0
26 Aug 2022
Q-Net: Query-Informed Few-Shot Medical Image Segmentation
Intelligent Systems with Applications (ISA), 2022
Qianqian Shen
Yanan Li
Jiyong Jin
B. Liu
OOD
347
61
0
24 Aug 2022
A Unified and Biologically-Plausible Relational Graph Representation of Vision Transformers
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Yuzhong Chen
Yu Du
Zhe Xiao
Lin Zhao
Lu Zhang
...
Dajiang Zhu
Tuo Zhang
Xiaoyan Cai
Tianming Liu
Xi Jiang
ViT
232
6
0
20 May 2022
Deep Clustering via Center-Oriented Margin Free-Triplet Loss for Skin Lesion Detection in Highly Imbalanced Datasets
IEEE journal of biomedical and health informatics (IEEE JBHI), 2022
Ş. Öztürk
Tolga Çukur
230
56
0
03 Apr 2022
Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning
Yuqing Hu
Vincent Gripon
S. Pateux
200
40
0
18 Oct 2021
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning
IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2021
Xiaoang Shen
Guokai Zhang
Huilin Lai
Jihao Luo
Jianwei Lu
Ye Luo
215
19
0
26 Aug 2021
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