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UNeXt: MLP-based Rapid Medical Image Segmentation Network

UNeXt: MLP-based Rapid Medical Image Segmentation Network

9 March 2022
Jeya Maria Jose Valanarasu
Vishal M. Patel
    SSeg
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Papers citing "UNeXt: MLP-based Rapid Medical Image Segmentation Network"

46 / 96 papers shown
Title
PnPNet: Pull-and-Push Networks for Volumetric Segmentation with Boundary
  Confusion
PnPNet: Pull-and-Push Networks for Volumetric Segmentation with Boundary Confusion
Xin You
Ming Ding
Minghui Zhang
Hanxiao Zhang
Yi Yu
Jie-jin Yang
Yun Gu
46
1
0
13 Dec 2023
Inspecting Model Fairness in Ultrasound Segmentation Tasks
Inspecting Model Fairness in Ultrasound Segmentation Tasks
Zikang Xu
Fenghe Tang
Quan Quan
Jianrui Ding
C. Ning
S. Kevin Zhou
22
0
0
05 Dec 2023
MobileUtr: Revisiting the relationship between light-weight CNN and
  Transformer for efficient medical image segmentation
MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation
Fenghe Tang
Bingkun Nian
Jianrui Ding
Quan Quan
Jie-jin Yang
Wei Liu
S.Kevin Zhou
ViT
MedIm
23
3
0
04 Dec 2023
Alternate Diverse Teaching for Semi-supervised Medical Image
  Segmentation
Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation
Zhen Zhao
Zicheng Wang
Longyue Wang
Dian Yu
Yixuan Yuan
Luping Zhou
27
11
0
29 Nov 2023
Full-resolution MLPs Empower Medical Dense Prediction
Full-resolution MLPs Empower Medical Dense Prediction
Mingyuan Meng
Yuxin Xue
Da-wei Feng
Lei Bi
Jinman Kim
MedIm
21
4
0
28 Nov 2023
Clean Label Disentangling for Medical Image Segmentation with Noisy
  Labels
Clean Label Disentangling for Medical Image Segmentation with Noisy Labels
Zicheng Wang
Zhen Zhao
Erjian Guo
Luping Zhou
26
1
0
28 Nov 2023
Pseudo Label-Guided Data Fusion and Output Consistency for
  Semi-Supervised Medical Image Segmentation
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation
Tao Wang
Yuanbin Chen
Xinlin Zhang
Yuanbo Zhou
Junlin Lan
Bizhe Bai
Tao Tan
Min Du
Qinquan Gao
Tong Tong
24
0
0
17 Nov 2023
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion
  Segmentation using MLP and CNN
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN
Chunyu Yuan
Dongfang Zhao
S. Agaian
30
9
0
14 Oct 2023
ACC-UNet: A Completely Convolutional UNet model for the 2020s
ACC-UNet: A Completely Convolutional UNet model for the 2020s
Nabil Ibtehaz
Daisuke Kihara
MedIm
OOD
ViT
11
43
0
25 Aug 2023
Rethinking Data Perturbation and Model Stabilization for Semi-supervised
  Medical Image Segmentation
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation
Zhen Zhao
Ye Liu
Meng Zhao
Di Yin
Yixuan Yuan
Luping Zhou
26
2
0
23 Aug 2023
Prototype Learning for Out-of-Distribution Polyp Segmentation
Prototype Learning for Out-of-Distribution Polyp Segmentation
Nikhil Kumar Tomar
Debesh Jha
Ulas Bagci
OOD
24
0
0
07 Aug 2023
CMUNeXt: An Efficient Medical Image Segmentation Network based on Large
  Kernel and Skip Fusion
CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion
Fenghe Tang
Jianrui Ding
Lingtao Wang
C. Ning
S. Kevin Zhou
MedIm
15
37
0
02 Aug 2023
Disruptive Autoencoders: Leveraging Low-level features for 3D Medical
  Image Pre-training
Disruptive Autoencoders: Leveraging Low-level features for 3D Medical Image Pre-training
Jeya Maria Jose Valanarasu
Yucheng Tang
Dong Yang
Ziyue Xu
Can Zhao
...
Vishal M. Patel
Bennett Landman
Daguang Xu
Yufan He
V. Nath
MedIm
23
13
0
31 Jul 2023
Unite-Divide-Unite: Joint Boosting Trunk and Structure for High-accuracy
  Dichotomous Image Segmentation
Unite-Divide-Unite: Joint Boosting Trunk and Structure for High-accuracy Dichotomous Image Segmentation
Jialun Pei
Zhangjun Zhou
Yueming Jin
He Tang
Pheng-Ann Heng
41
12
0
26 Jul 2023
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation
Jiacheng Ruan
Mingye Xie
Jingsheng Gao
Ting Liu
Yuzhuo Fu
MedIm
10
98
0
17 Jul 2023
TransNuSeg: A Lightweight Multi-Task Transformer for Nuclei Segmentation
TransNuSeg: A Lightweight Multi-Task Transformer for Nuclei Segmentation
Zhen-Peng He
Mathias Unberath
Jing Ke
Yiqing Shen
ViT
MedIm
17
18
0
16 Jul 2023
SegNetr: Rethinking the local-global interactions and skip connections
  in U-shaped networks
SegNetr: Rethinking the local-global interactions and skip connections in U-shaped networks
Junlong Cheng
Chengrui Gao
Fengjie Wang
Min Zhu
SSeg
11
9
0
06 Jul 2023
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for
  Medical Image Segmentation and Classification
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification
Tao Wang
Xinlin Zhang
Yuanbo Zhou
Junlin Lan
T. Tan
Min Du
Qinquan Gao
Tong Tong
23
0
0
29 Jun 2023
1M parameters are enough? A lightweight CNN-based model for medical
  image segmentation
1M parameters are enough? A lightweight CNN-based model for medical image segmentation
Binh-Duong Dinh
Thanh-Thu Nguyen
Thi-Thao Tran
Van-Truong Pham
SSeg
MedIm
25
16
0
28 Jun 2023
ViG-UNet: Vision Graph Neural Networks for Medical Image Segmentation
ViG-UNet: Vision Graph Neural Networks for Medical Image Segmentation
Juntao Jiang
Xiyu Chen
Guanzhong Tian
Y. Liu
SSeg
GNN
16
12
0
08 Jun 2023
Multi-Level Global Context Cross Consistency Model for Semi-Supervised
  Ultrasound Image Segmentation with Diffusion Model
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model
Fenghe Tang
Jianrui Ding
Lingtao Wang
Min Xian
C. Ning
DiffM
MedIm
28
12
0
16 May 2023
STM-UNet: An Efficient U-shaped Architecture Based on Swin Transformer
  and Multi-scale MLP for Medical Image Segmentation
STM-UNet: An Efficient U-shaped Architecture Based on Swin Transformer and Multi-scale MLP for Medical Image Segmentation
Lei Shi
Tianyu Gao
Zheng-Wei Zhang
Junxing Zhang
ViT
MedIm
4
7
0
25 Apr 2023
Few-shot Medical Image Segmentation via Cross-Reference Transformer
Few-shot Medical Image Segmentation via Cross-Reference Transformer
Yao-Pin Huang
Jianming Liu
ViT
MedIm
OOD
19
0
0
19 Apr 2023
Experts' cognition-driven safe noisy labels learning for precise segmentation of residual tumor in breast cancer
Experts' cognition-driven safe noisy labels learning for precise segmentation of residual tumor in breast cancer
Yongquan Yang
Jie Chen
Yani Wei
Mohammad H. Alobaidi
Hong Bu
NoLa
45
1
0
13 Apr 2023
Advancing Medical Imaging with Language Models: A Journey from N-grams
  to ChatGPT
Advancing Medical Imaging with Language Models: A Journey from N-grams to ChatGPT
Mingzhe Hu
Shaoyan Pan
Yuheng Li
Xiaofeng Yang
LM&MA
26
38
0
11 Apr 2023
Ambiguous Medical Image Segmentation using Diffusion Models
Ambiguous Medical Image Segmentation using Diffusion Models
Aimon Rahman
Jeya Maria Jose Valanarasu
I. Hacihaliloglu
V. Patel
MedIm
DiffM
43
102
0
10 Apr 2023
U-Netmer: U-Net meets Transformer for medical image segmentation
U-Netmer: U-Net meets Transformer for medical image segmentation
Sheng He
Rina Bao
P. E. Grant
Yangming Ou
ViT
MedIm
25
13
0
03 Apr 2023
Dual Cross-Attention for Medical Image Segmentation
Dual Cross-Attention for Medical Image Segmentation
Gorkem Can Ates
P. Mohan
Emrah Çelik
9
74
0
30 Mar 2023
ReBotNet: Fast Real-time Video Enhancement
ReBotNet: Fast Real-time Video Enhancement
Jeya Maria Jose Valanarasu
Rahul Garg
Andeep S. Toor
Xin Tong
Weijuan Xi
Andreas Lugmayr
Vishal M. Patel
A. Menini
21
0
0
23 Mar 2023
Boosting Convolution with Efficient MLP-Permutation for Volumetric
  Medical Image Segmentation
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation
Yi-Mou Lin
Xiaori Fang
Dong-Ming Zhang
Kwang-Ting Cheng
Hao Chen
MedIm
26
3
0
23 Mar 2023
TransNetR: Transformer-based Residual Network for Polyp Segmentation
  with Multi-Center Out-of-Distribution Testing
TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing
Debesh Jha
Nikhil Kumar Tomar
Vanshali Sharma
Ulas Bagci
ViT
MedIm
20
49
0
13 Mar 2023
PL-UNeXt: Per-stage Edge Detail and Line Feature Guided Segmentation for
  Power Line Detection
PL-UNeXt: Per-stage Edge Detail and Line Feature Guided Segmentation for Power Line Detection
Yang Cheng
Zhen Chen
Daming Liu
24
1
0
08 Mar 2023
Deep Learning-based Multi-Organ CT Segmentation with Adversarial Data
  Augmentation
Deep Learning-based Multi-Organ CT Segmentation with Adversarial Data Augmentation
Shaoyan Pan
Shao-Yuan Lo
M. Huang
Chaoqiong Ma
Jacob F. Wynne
Tonghe Wang
Tian Liu
Xiaofeng Yang
OOD
MedIm
24
3
0
25 Feb 2023
Continuous U-Net: Faster, Greater and Noiseless
Continuous U-Net: Faster, Greater and Noiseless
Chunyang Cheng
Christina Runkel
Lihao Liu
Raymond H. F. Chan
Carola-Bibiane Schönlieb
Angelica I Aviles-Rivero
SSeg
26
9
0
01 Feb 2023
Computationally Efficient 3D MRI Reconstruction with Adaptive MLP
Computationally Efficient 3D MRI Reconstruction with Adaptive MLP
Eric Z. Chen
Chi Zhang
Xiao Chen
Yikang Liu
Terrence Chen
Shanhui Sun
MedIm
25
4
0
21 Jan 2023
Name Your Colour For the Task: Artificially Discover Colour Naming via
  Colour Quantisation Transformer
Name Your Colour For the Task: Artificially Discover Colour Naming via Colour Quantisation Transformer
Sheng Su
Lin Gu
Yue Yang
Ze Zhang
Tatsuya Harada
20
1
0
07 Dec 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion
  Segmentation
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation
Jiacheng Ruan
Suncheng Xiang
Mingye Xie
Ting Liu
Yuzhuo Fu
23
132
0
03 Nov 2022
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation
  Network
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network
Fenghe Tang
Lingtao Wang
C. Ning
Min Xian
Jianrui Ding
22
60
0
24 Oct 2022
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19
  Medical Images
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images
Xiaoyu Pan
Huazheng Zhu
Jinglong Du
Guang-qin Hu
Baoru Han
Yuanyuan Jia
26
1
0
22 Oct 2022
MCTNet: A Multi-Scale CNN-Transformer Network for Change Detection in
  Optical Remote Sensing Images
MCTNet: A Multi-Scale CNN-Transformer Network for Change Detection in Optical Remote Sensing Images
Weiming Li
Lihui Xue
Xueqian Wang
Gang Li
ViT
9
12
0
14 Oct 2022
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for
  Edge Segmentation of Medical Image
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical Image
Jinkai Lv
Yuyong Hu
Quanshui Fu
Zhiwang Zhang
Yuqiang Hu
Lin Lv
Guoqing Yang
Jinpeng Li
Yi Zhao
MedIm
20
9
0
23 Aug 2022
Transforming medical imaging with Transformers? A comparative review of
  key properties, current progresses, and future perspectives
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives
Jun Li
Junyu Chen
Yucheng Tang
Ce Wang
Bennett A. Landman
S. K. Zhou
ViT
OOD
MedIm
21
20
0
02 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation
A Survey on Deep Learning for Skin Lesion Segmentation
Z. Mirikharaji
Kumar Abhishek
Alceu Bissoto
Catarina Barata
Sandra Avila
Eduardo Valle
M. Celebi
Ghassan Hamarneh
31
82
0
01 Jun 2022
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP
Ruiyang Liu
Yinghui Li
Li Tao
Dun Liang
Haitao Zheng
85
97
0
07 Nov 2021
PL-Net: Progressive Learning Network for Medical Image Segmentation
PL-Net: Progressive Learning Network for Medical Image Segmentation
Junlong Cheng
Chengrui Gao
Chaoqing Wang
Zhang Ming
Yong-Liang Yang
Min Zhu
SSeg
21
1
0
27 Oct 2021
MLP-Mixer: An all-MLP Architecture for Vision
MLP-Mixer: An all-MLP Architecture for Vision
Ilya O. Tolstikhin
N. Houlsby
Alexander Kolesnikov
Lucas Beyer
Xiaohua Zhai
...
Andreas Steiner
Daniel Keysers
Jakob Uszkoreit
Mario Lucic
Alexey Dosovitskiy
271
2,603
0
04 May 2021
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