TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation

1 August 2022

Reza Azad

Moein Heidari

M. Shariatnia

Ehsan Khodapanah Aghdam

Sanaz Karimijafarbigloo

Papers citing "TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation"

32 / 32 papers shown

Title
Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging Elena Mulero Ayllón Massimiliano Mantegna Linlin Shen Paolo Soda V. Guarrasi M. Tortora 38 0 0 02 May 2025
MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs Jiawei Mao Y. Wang Yucheng Tang Daguang Xu Kang Wang Yang Yang Zongwei Zhou Yuyin Zhou MedIm 24 0 0 09 Apr 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Y. Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 62 0 0 23 Mar 2025
KM-UNet KAN Mamba UNet for medical image segmentation Yibo Zhang Mamba 42 0 0 05 Jan 2025
Merging Context Clustering with Visual State Space Models for Medical Image Segmentation Yun Zhu Dong Zhang Yi-Mou Lin Yifei Feng Jinhui Tang Mamba 34 1 0 03 Jan 2025
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor Segmentation Ruoxin Wang Tianyi Tang Haiming Du Yuxuan Cheng Yu Wang Lingjie Yang Xiaohui Duan Yunfang Yu Yu Zhou Donglong Chen 59 0 0 08 Dec 2024
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation Ovais Iqbal Shah Danish Raza Rizvi Aqib Nazir Mir ViT MedIm 30 1 0 29 Oct 2024
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation Yanlin Wu Tao Li Zhihong Wang Hong Kang Along He ViT MedIm 36 1 0 23 Sep 2024
SegStitch: Multidimensional Transformer for Robust and Efficient Medical Imaging Segmentation Shengbo Tan Zeyu Zhang Ying Cai Daji Ergu Lin Wu Binbin Hu Pengzhang Yu Yang Zhao ViT MedIm 62 12 0 01 Aug 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
GCtx-UNet: Efficient Network for Medical Image Segmentation Khaled Alrfou Tian Zhao ViT MedIm 19 3 0 09 Jun 2024
CTS: A Consistency-Based Medical Image Segmentation Model Kejia Zhang Lan Zhang Haiwei Pan Baolong Yu MedIm DiffM 32 1 0 15 May 2024
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Peijie Qiu Jin Yang Sayantan Kumar S. Ghosh Aristeidis Sotiras MedIm 44 8 0 29 Mar 2024
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding Zhiheng Cheng Qingyue Wei Hongru Zhu Yan Wang Liangqiong Qu Wei Shao Yuyin Zhou MedIm 41 27 0 27 Mar 2024
VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image Segmentation Mingya Zhang Yue Yu Limei Gu Tingsheng Lin Xianping Tao Mamba 58 44 0 14 Mar 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 81 254 0 04 Feb 2024
Ultrasound Image Segmentation of Thyroid Nodule via Latent Semantic Feature Co-Registration Xuewei Li Yaqiao Zhu Jie Gao X. Wei Ruixuan Zhang Yuan Tian Mei Yu 26 0 0 13 Oct 2023
A Comprehensive Review of Generative AI in Healthcare Yasin Shokrollahi Sahar Yarmohammadtoosky Matthew M. Nikahd Pengfei Dong Xianqi Li Linxia Gu MedIm AI4CE 27 19 0 01 Oct 2023
SAM3D: Segment Anything Model in Volumetric Medical Images Nhat-Tan Bui Dinh-Hieu Hoang Minh-Triet Tran Gianfranco Doretto Donald Adjeroh Brijesh Patel Arabinda Choudhary Ngan Le MedIm 33 39 0 07 Sep 2023
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Reza Azad Leon Niggemeier Michael Huttemann A. Kazerouni Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof MedIm 26 57 0 31 Aug 2023
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection Reza Azad A. Kazerouni Babak Azad Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof ViT MedIm 11 17 0 31 Aug 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 28 18 0 31 Aug 2023
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN Encoders Khaled Alrfou Tian Zhao Amir Kordijazi ViT 21 3 0 26 Aug 2023
Scale-aware Test-time Click Adaptation for Pulmonary Nodule and Mass Segmentation Zhihao Li Jiancheng Yang Yongchao Xu Li Zhang Wen-Wen Dong Bo Du MedIm 14 4 0 28 Jul 2023
A Comprehensive Survey on Segment Anything Model for Vision and Beyond Chunhui Zhang Li Liu Yawen Cui Guanjie Huang Weilin Lin Yiqian Yang Yuehong Hu VLM 37 90 0 14 May 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 106 287 0 26 Apr 2023
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach Reza Azad Yiwei Jia Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof ViT MedIm 30 26 0 25 Jan 2023
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation Reza Azad René Arimond Ehsan Khodapanah Aghdam Amirhosein Kazerouni Dorit Merhof ViT MedIm 24 78 0 27 Dec 2022
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 25 265 0 27 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz I. Hacihaliloglu Dorit Merhof DiffM MedIm 49 357 0 14 Nov 2022
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Ehsan Khodapanah Aghdam Reza Azad Maral Zarvani Dorit Merhof ViT SSeg MedIm 29 47 0 30 Oct 2022
Recent Progress in Transformer-based Medical Image Analysis Zhao-cheng Liu Qiujie Lv Ziduo Yang Yifan Li Chau Hung Lee Leizhao Shen MedIm 42 56 0 13 Aug 2022