UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

9 September 2021

Osmar R. Zaiane

Papers citing "UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer"

32 / 32 papers shown

Title
Tetrahedron-Net for Medical Image Registration Jinhai Xiang Shuai Guo Qianru Han Dantong Shi Xinwei He Xiang Bai 3DV 52 0 0 07 May 2025
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
Deep learning based infrared small object segmentation: Challenges and future directions Zhengeng Yang Hongshan Yu Jianjun Zhang Qiang Tang Ajmal Saeed Mian 61 1 0 21 Feb 2025
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Boqian Wu Q. Xiao Shiwei Liu Lu Yin Mykola Pechenizkiy D. Mocanu M. V. Keulen Elena Mocanu MedIm 53 4 0 20 Feb 2025
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
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency Wentao Huang Meilong Xu Xiaoling Hu Shahira Abousamra Aniruddha Ganguly ... Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Michael L. Miller Cheng Chen 81 0 0 22 Nov 2024
Staircase Cascaded Fusion of Lightweight Local Pattern Recognition and Long-Range Dependencies for Structural Crack Segmentation Hui Liu Chen Jia Fan Shi Xu Cheng Mianzhao Wang Shengyong Chen 48 1 0 23 Aug 2024
Adaptive Mix for Semi-Supervised Medical Image Segmentation Zhiqiang Shen Peng Cao Junming Su Jinzhu Yang Osmar R. Zaiane 51 0 0 31 Jul 2024
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation Lin Zhang Wenbo Gao Jie Yi Yunyun Yang 46 0 0 14 Jul 2024
D-TrAttUnet: Toward Hybrid CNN-Transformer Architecture for Generic and Subtle Segmentation in Medical Images F. Bougourzi Fadi Dornaika C. Distante Abdelmalik Taleb-Ahmed MedIm ViT 56 6 0 07 May 2024
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models Song Mei 3DV AI4CE DiffM 41 11 0 29 Apr 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging F. Bougourzi Fadi Dornaika Abdelmalik Taleb-Ahmed Vinh Truong Hoang MedIm ViT 45 2 0 28 Apr 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation Songkai Sun Qingshan She Yuliang Ma Rihui Li Yingchun Zhang MedIm 36 0 0 11 Apr 2024
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation Ngoc-Du Tran Thi-Thao Tran Quang-Huy Nguyen Manh-Hung Vu Van-Truong Pham MedIm ViT 39 1 0 04 Apr 2024
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 51 13 0 14 Dec 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 32 7 0 20 Oct 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 27 0 0 21 Sep 2023
CARE: A Large Scale CT Image Dataset and Clinical Applicable Benchmark Model for Rectal Cancer Segmentation Han-Di Zhang Wei-Ting Guo Chenyang Qiu Shouhong Wan Bingbing Zou Wanqin Wang Peiquan Jin 15 4 0 16 Aug 2023
M2Former: Multi-Scale Patch Selection for Fine-Grained Visual Recognition Ji-Hee Moon Junseok K. Lee Yu-Ling Lee Seongsik Park 35 4 0 04 Aug 2023
ToothSegNet: Image Degradation meets Tooth Segmentation in CBCT Images Jiaxiang Liu Tianxiang Hu Yang Feng W. Ding Zuo-Qiang Liu 21 5 0 05 Jul 2023
Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation Ping Li Junjie Chen Binbin Lin Xianghua Xu 37 17 0 17 Jun 2023
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation Abdul Rehman Khan Asifullah Khan ViT MedIm 39 14 0 15 May 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 26 2 0 10 Apr 2023
Small but Mighty: Enhancing 3D Point Clouds Semantic Segmentation with U-Next Framework Ziyin Zeng Qingyong Hu Zhong Xie Jian Zhou Yongyang Xu 3DPC 27 9 0 03 Apr 2023
Coarse-to-Fine Covid-19 Segmentation via Vision-Language Alignment Dandan Shan Zihan Li Wentao Chen Qingde Li Jie Tian Qingqi Hong 19 8 0 01 Mar 2023
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism Haopeng Kuang Dingkang Yang Shunli Wang Xiaoying Wang Lihua Zhang MedIm 35 11 0 20 Feb 2023
Biomedical Image Reconstruction: A Survey Samuel Cahyawijaya 16 1 0 04 Jan 2023
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 22 265 0 27 Nov 2022
Improved Quasi-Recurrent Neural Network for Hyperspectral Image Denoising Zeqiang Lai Ying Fu 27 0 0 27 Nov 2022
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation Huimin Huang Shiao Xie Lanfen Lin Yutaro Iwamoto X. Han Yen-Wei Chen Ruofeng Tong ViT MedIm 27 45 0 29 Jul 2022
LViT: Language meets Vision Transformer in Medical Image Segmentation Zihan Li Yunxiang Li Qingde Li Puyang Wang Dazhou Guo Le Lu D. Jin You Zhang Qingqi Hong VLM MedIm 59 134 0 29 Jun 2022
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 206 891 0 16 Feb 2021