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CE-Net: Context Encoder Network for 2D Medical Image Segmentation

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

7 March 2019
Zaiwang Gu
Jun Cheng
Huazhu Fu
Kang Zhou
Huaying Hao
Yitian Zhao
Tianyang Zhang
Shenghua Gao
Jiang-Dong Liu
    SSeg
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Papers citing "CE-Net: Context Encoder Network for 2D Medical Image Segmentation"

50 / 228 papers shown
Title
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation
Yi-Mou Lin
Dong-Ming Zhang
X. B. Fang
Yufan Chen
K.-T. Cheng
Hao Chen
33
0
0
06 May 2025
WMKA-Net: A Weighted Multi-Kernel Attention NetworkMethod for Retinal Vessel Segmentation
WMKA-Net: A Weighted Multi-Kernel Attention NetworkMethod for Retinal Vessel Segmentation
Xinran Xu
Yuliang Ma
Sifu Cai
34
0
0
21 Apr 2025
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation
Shaolei Zhang
Jinyan Liu
Tianyi Qian
Xuesong Li
Mamba
48
0
0
25 Mar 2025
LGPS: A Lightweight GAN-Based Approach for Polyp Segmentation in Colonoscopy Images
LGPS: A Lightweight GAN-Based Approach for Polyp Segmentation in Colonoscopy Images
Fiseha B. Tesema
Alejandro Guerra Manzanares
Tianxiang Cui
Qian Zhang
Moses Solomon
Sean He
59
0
0
24 Mar 2025
Pathology-Guided AI System for Accurate Segmentation and Diagnosis of Cervical Spondylosis
Qi Zhang
Xiuyuan Chen
Ziyi He
Lianming Wu
Kun Wang
Jianqi Sun
Hongxing Shen
56
0
0
08 Mar 2025
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery Segmentation
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery Segmentation
Qihang Xie
Mengguo Guo
Lei Mou
Dan Zhang
Da Chen
Caifeng Shan
Yitian Zhao
Ruisheng Su
Jiong Zhang
109
1
0
21 Feb 2025
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation
Wang Jiangtao
Nur Intan Raihana Ruhaiyem
Fu Panpan
SSeg
177
0
0
09 Feb 2025
Towards Counterfactual and Contrastive Explainability and Transparency of DCNN Image Classifiers
Towards Counterfactual and Contrastive Explainability and Transparency of DCNN Image Classifiers
Syed Ali Tariq
Tehseen Zia
Mubeen Ghafoor
AAML
62
7
0
12 Jan 2025
PARF-Net: integrating pixel-wise adaptive receptive fields into hybrid Transformer-CNN network for medical image segmentation
Xu Ma
Mengsheng Chen
Junhui Zhang
Lijuan Song
Fang Du
Zhenhua Yu
ViT
MedIm
33
0
0
06 Jan 2025
Optimized Vessel Segmentation: A Structure-Agnostic Approach with Small
  Vessel Enhancement and Morphological Correction
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
72
0
0
22 Nov 2024
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with
  Non-Linear Modeling
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling
Akansh Agrawal
Akshan Agrawal
Shashwat Gupta
Priyanka Bagade
Mamba
85
3
0
18 Nov 2024
Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised
  Medical Image Segmentation
Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation
Tao Wang
Xinlin Zhang
Yuanbin Chen
Yuanbo Zhou
Longxuan Zhao
T. Tan
Tong Tong
24
0
0
07 Nov 2024
TransUNext: towards a more advanced U-shaped framework for automatic
  vessel segmentation in the fundus image
TransUNext: towards a more advanced U-shaped framework for automatic vessel segmentation in the fundus image
Xiang Li
Mingsi Liu
Lixin Duan
ViT
MedIm
29
0
0
05 Nov 2024
3D Distance-color-coded Assessment of PCI Stent Apposition via
  Deep-learning-based Three-dimensional Multi-object Segmentation
3D Distance-color-coded Assessment of PCI Stent Apposition via Deep-learning-based Three-dimensional Multi-object Segmentation
Xiaoyang Qin
Hao Huang
Shuaichen Lin
Xinhao Zeng
Kaizhi Cao
...
Yuming Huang
J. Yang
Yong Liu
Gang Li
Guangming Ni
21
0
0
26 Oct 2024
MDFI-Net: Multiscale Differential Feature Interaction Network for
  Accurate Retinal Vessel Segmentation
MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation
Yiwang Dong
Xiangyu Deng
24
0
0
20 Oct 2024
TransResNet: Integrating the Strengths of ViTs and CNNs for High
  Resolution Medical Image Segmentation via Feature Grafting
TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature Grafting
Muhammad Hamza Sharif
Dmitry Demidov
Asif Hanif
Mohammad Yaqub
Min Xu
ViT
MedIm
31
2
0
01 Oct 2024
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for
  Medical Image Segmentation
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation
Xiaogang Du
Dongxin Gu
Tao Lei
Yipeng Jiao
Yibin Zou
MedIm
37
1
0
19 Sep 2024
SkinFormer: Learning Statistical Texture Representation with Transformer
  for Skin Lesion Segmentation
SkinFormer: Learning Statistical Texture Representation with Transformer for Skin Lesion Segmentation
Rongtao Xu
Changwei Wang
Jiguang Zhang
Shibiao Xu
Weiliang Meng
Xiaopeng Zhang
ViT
MedIm
28
3
0
13 Sep 2024
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical
  Image Segmentation
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation
Shahzaib Iqbal
Tariq M. Khan
Syed S. Naqvi
Asim Naveed
Erik H. W. Meijering
MedIm
53
6
0
05 Sep 2024
LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial
  Attention, and Focal Modulation
LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation
Hamza Farooq
Zuhair Zafar
Ahsan Saadat
Tariq M Khan
Shahzaib Iqbal
Imran Razzak
50
3
0
03 Sep 2024
SpineMamba: Enhancing 3D Spinal Segmentation in Clinical Imaging through
  Residual Visual Mamba Layers and Shape Priors
SpineMamba: Enhancing 3D Spinal Segmentation in Clinical Imaging through Residual Visual Mamba Layers and Shape Priors
Zhiqing Zhang
Tianyong Liu
Guojia Fan
Bin Li
Qianjin Feng
Shoujun Zhou
Mamba
31
1
0
28 Aug 2024
CNN-Transformer Rectified Collaborative Learning for Medical Image
  Segmentation
CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation
Lanhu Wu
Miao Zhang
Yongri Piao
Zhenyan Yao
Weibing Sun
Feng Tian
Huchuan Lu
ViT
MedIm
37
1
0
25 Aug 2024
MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image
  Segmentation
MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation
Zunjie Xiao
Xiaoqing Zhang
Risa Higashita
Jiang Liu
MedIm
40
0
0
16 Aug 2024
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound
  Image Segmentation
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation
Shreyank N. Gowda
David A. Clifton
MedIm
31
1
0
31 Jul 2024
Mamba meets crack segmentation
Mamba meets crack segmentation
Zhili He
Yuhao Wang
Mamba
42
3
0
22 Jul 2024
Region Guided Attention Network for Retinal Vessel Segmentation
Region Guided Attention Network for Retinal Vessel Segmentation
Syed Javed
Tariq Mahmood Khan
Abdul Qayyum
Arcot Sowmya
Imran Razzak
MedIm
35
2
0
22 Jul 2024
Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway
  Segmentation from HRCT via a Human-AI Collaboration Based Active Learning
  Method
Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway Segmentation from HRCT via a Human-AI Collaboration Based Active Learning Method
Shiyi Wang
Yang Nan
Sheng Zhang
Federico Felder
Xiaodan Xing
Yingying Fang
Javier Del Ser
Simon L F Walsh
Guang Yang
28
3
0
03 Jul 2024
LMBF-Net: A Lightweight Multipath Bidirectional Focal Attention Network
  for Multifeatures Segmentation
LMBF-Net: A Lightweight Multipath Bidirectional Focal Attention Network for Multifeatures Segmentation
Tariq M Khan
Shahzaib Iqbal
Syed S. Naqvi
Imran Razzak
Erik H. W. Meijering
34
5
0
03 Jul 2024
EFCNet: Every Feature Counts for Small Medical Object Segmentation
EFCNet: Every Feature Counts for Small Medical Object Segmentation
Lingjie Kong
Qiaoling Wei
Chengming Xu
Han Chen
Yanwei Fu
28
0
0
26 Jun 2024
Benchmarking Retinal Blood Vessel Segmentation Models for Cross-Dataset
  and Cross-Disease Generalization
Benchmarking Retinal Blood Vessel Segmentation Models for Cross-Dataset and Cross-Disease Generalization
Jeremiah Fadugba
Patrick Köhler
Lisa M. Koch
P. Manescu
Philipp Berens
44
0
0
21 Jun 2024
Skip and Skip: Segmenting Medical Images with Prompts
Skip and Skip: Segmenting Medical Images with Prompts
Jiawei Chen
Dingkang Yang
Yuxuan Lei
Lihua Zhang
MedIm
33
0
0
21 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and
  Generation
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation
Chenxin Li
Xinyu Liu
W. J. Li
Cheng Wang
Hengyu Liu
Yifan Liu
Zhen Chen
Yixuan Yuan
MedIm
DiffM
SSeg
53
116
0
05 Jun 2024
Image-level Regression for Uncertainty-aware Retinal Image Segmentation
Image-level Regression for Uncertainty-aware Retinal Image Segmentation
Trung Dang
Huy Hoang Nguyen
A. Tiulpin
UQCV
41
0
0
27 May 2024
Modality-agnostic Domain Generalizable Medical Image Segmentation by
  Multi-Frequency in Multi-Scale Attention
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention
Ju-Hyeon Nam
Nur Suriza Syazwany
Su Jung Kim
Sang-Chul Lee
MedIm
29
6
0
10 May 2024
CNN-based explanation ensembling for dataset, representation and
  explanations evaluation
CNN-based explanation ensembling for dataset, representation and explanations evaluation
Weronika Hryniewska-Guzik
Luca Longo
P. Biecek
FAtt
48
0
0
16 Apr 2024
Weakly-Supervised Learning via Multi-Lateral Decoder Branching for Tool Segmentation in Robot-Assisted Cardiovascular Catheterization
Weakly-Supervised Learning via Multi-Lateral Decoder Branching for Tool Segmentation in Robot-Assisted Cardiovascular Catheterization
O. Omisore
T. Akinyemi
Anh Nguyen
Lei Wang
38
0
0
11 Apr 2024
A comparative analysis of deep learning models for lung segmentation on
  X-ray images
A comparative analysis of deep learning models for lung segmentation on X-ray images
Weronika Hryniewska-Guzik
Jakub Bilski
Bartosz Chrostowski
Jakub Drak Sbahi
P. Biecek
39
3
0
09 Apr 2024
Clustering Propagation for Universal Medical Image Segmentation
Clustering Propagation for Universal Medical Image Segmentation
Yuhang Ding
Liulei Li
Wenguan Wang
Yi Yang
43
9
0
25 Mar 2024
Innovative Quantitative Analysis for Disease Progression Assessment in
  Familial Cerebral Cavernous Malformations
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous Malformations
Ruige Zong
Tao Wang
Chunwang Li
Xinlin Zhang
Yuanbin Chen
...
Qixuan Li
Qinquan Gao
Dezhi Kang
Fuxin Lin
Tong Tong
23
0
0
23 Mar 2024
A2DMN: Anatomy-Aware Dilated Multiscale Network for Breast Ultrasound
  Semantic Segmentation
A2DMN: Anatomy-Aware Dilated Multiscale Network for Breast Ultrasound Semantic Segmentation
Kyle Lucke
Aleksandar Vakanski
Min Xian
34
2
0
22 Mar 2024
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image
  Segmentation
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation
Weibin Liao
Yinghao Zhu
Xinyuan Wang
Cehngwei Pan
Yasha Wang
Liantao Ma
Mamba
43
65
0
08 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
47
44
0
23 Feb 2024
Make it more specific: A novel uncertainty based airway segmentation
  application on 3D U-Net and its variants
Make it more specific: A novel uncertainty based airway segmentation application on 3D U-Net and its variants
Shiyi Wang
Yang Nan
Federico N. Felder
Sheng Zhang
Simon Walsh
Guang Yang
3DPC
25
1
0
12 Feb 2024
PMFSNet: Polarized Multi-scale Feature Self-attention Network For
  Lightweight Medical Image Segmentation
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation
Jiahui Zhong
Wenhong Tian
Yuanlun Xie
Zhijia Liu
Jie Ou
Taoran Tian
Lei Zhang
23
6
0
15 Jan 2024
Scout-Net: Prospective Personalized Estimation of CT Organ Doses from
  Scout Views
Scout-Net: Prospective Personalized Estimation of CT Organ Doses from Scout Views
A. Imran
Sen Wang
Debashish Pal
Sandeep Dutta
Bhavik Patel
Evan Zucker
Adam S. Wang
16
3
0
23 Dec 2023
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph
  Clustering
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering
Haili Ye
Xiaoqing Zhang
Yan Hu
Huazhu Fu
Jiang-Dong Liu
40
4
0
20 Dec 2023
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image
  Segmentation against Heterogeneous Annotation Noise
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise
Nannan Wu
Zhaobin Sun
Zengqiang Yan
Li Yu
FedML
25
11
0
20 Dec 2023
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase
  Recognition, and Irregularity Detection
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection
Negin Ghamsarian
Y. El-Shabrawi
Sahar Nasirihaghighi
Doris Putzgruber-Adamitsch
M. Zinkernagel
Sebastian Wolf
Klaus Schoeffmann
Raphael Sznitman
24
6
0
11 Dec 2023
Predicting Postoperative Intraocular Lens Dislocation in Cataract
  Surgery via Deep Learning
Predicting Postoperative Intraocular Lens Dislocation in Cataract Surgery via Deep Learning
Negin Ghamsarian
Doris Putzgruber-Adamitsch
Stephanie Sarny
Raphael Sznitman
Klaus Schoeffmann
Y. El-Shabrawi
14
3
0
06 Dec 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation
SegVol: Universal and Interactive Volumetric Medical Image Segmentation
Yuxin Du
Fan Bai
Tiejun Huang
Bo-Lu Zhao
VLM
39
38
0
22 Nov 2023
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