A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation

26 November 2021

Himashi Peiris

Munawar Hayat

Zhaolin Chen

Gary Egan

Mehrtash Harandi

ViT

MedIm

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Papers citing "A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation"

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Title
GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI Data Cecilia Diana-Albelda Roberto Alcover-Couso Álvaro García-Martín Jesús Bescós Marcos Escudero-Viñolo 42 1 0 06 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Fabian Isensee Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 42 1 0 03 Mar 2025
QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical Images Thien B. Nguyen-Tat Hoang-An Vo Phuoc-Sang Dang 75 0 0 17 Feb 2025
End-to-end Triple-domain PET Enhancement: A Hybrid Denoising-and-reconstruction Framework for Reconstructing Standard-dose PET Images from Low-dose PET Sinograms C. Jiang Mianxin Liu Kaicong Sun Dinggang Shen MedIm 67 0 0 04 Dec 2024
EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation Ao Chang Jiajun Zeng Ruobing Huang Dong Ni Mamba 32 2 0 26 Sep 2024
Spectral U-Net: Enhancing Medical Image Segmentation via Spectral Decomposition Yaopeng Peng Milan Sonka Danny Chen 44 0 0 13 Sep 2024
A dual-task mutual learning framework for predicting post-thrombectomy cerebral hemorrhage Chengbo Zang Tianyu Wang Xiaodan Xing Mianxin Liu Javad Ghaderi Z. Kostić Dinggang Shen 27 0 0 01 Aug 2024
Cross-Slice Attention and Evidential Critical Loss for Uncertainty-Aware Prostate Cancer Detection A. Hung Haoxin Zheng Kai Zhao Kaifeng Pang D. Terzopoulos Kyunghyun Sung EDL MedIm 45 1 0 01 Jul 2024
DocParseNet: Advanced Semantic Segmentation and OCR Embeddings for Efficient Scanned Document Annotation Ahmad Mohammadshirazi Ali Nosrati Firoozsalari Mengxi Zhou Dheeraj Kulshrestha R. Ramnath 38 0 0 25 Jun 2024
3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image Segmentation Dongwei Gan Ming Chang Juan Chen ViT MedIm 40 0 0 25 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Jin Yang Peijie Qiu Yichi Zhang Daniel S. Marcus Aristeidis Sotiras MedIm 49 9 0 15 Mar 2024
Modality-Aware and Shift Mixer for Multi-modal Brain Tumor Segmentation Zhongzhen Huang Linda Wei Shaoting Zhang Xiaofan Zhang 36 0 0 04 Mar 2024
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical Segmentation Arash Harirpoush Amir Rasoulian Marta Kersten-Oertel Yiming Xiao 3DV 6 0 0 05 Feb 2024
CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image Segmentation A. Hung Haoxin Zheng Kai Zhao Xiaoxi Du Kaifeng Pang Qi Miao Steven S. Raman D. Terzopoulos Kyunghyun Sung 3DPC 33 4 0 08 Nov 2023
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles Xing Shen Hengguan Huang Brennan Nichyporuk Tal Arbel MedIm 43 4 0 24 Oct 2023
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers Jieneng Chen Jieru Mei Xianhang Li Yongyi Lu Qihang Yu ... M. Lungren Lei Xing Le Lu Alan L. Yuille Yuyin Zhou MedIm ViT 33 36 0 11 Oct 2023
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation Ling Huang S. Ruan P. Decazes Thierry Denoeux EDL MedIm 25 1 0 12 Sep 2023
CATS v2: Hybrid encoders for robust medical segmentation Hao Li Han Liu Dewei Hu Xing Yao Jiacheng Wang I. Oguz MedIm ViT 24 2 0 11 Aug 2023
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation Yiqing Wang Zihan Li Jieru Mei Zi-Ying Wei Li Liu Chen Wang Shengtian Sang Alan Yuille Cihang Xie Yuyin Zhou ViT MedIm 20 31 0 24 Jul 2023
Transformer-based end-to-end classification of variable-length volumetric data Marzieh Oghbaie Teresa Araújo T. Emre U. Schmidt-Erfurth Hrvoje Bogunović ViT MedIm 19 4 0 13 Jul 2023
Med-Tuning: A New Parameter-Efficient Tuning Framework for Medical Volumetric Segmentation Jiachen Shen Wenxuan Wang Chen Chen Jianbo Jiao Jing Liu Yan Zhang Shanshan Song Jiangyun Li 43 1 0 21 Apr 2023
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
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Saikat Roy Gregor Koehler Constantin Ulrich Michael Baumgartner Jens Petersen Fabian Isensee Paul F. Jaeger Klaus Maier-Hein ViT MedIm 35 138 0 17 Mar 2023
PIP: Positional-encoding Image Prior Nimrod Shabtay Eli Schwartz Raja Giryes 20 6 0 25 Nov 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
Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction Mevan Ekanayake Kamlesh Pawar Mehrtash Harandi Gary Egan Zhaolin Chen ViT MedIm 24 7 0 18 Jul 2022
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer with Modality-Correlated Cross-Attention for Brain Tumor Segmentation Jianwei Lin Jiatai Lin Chenghao Lu Hao Chen Huan Lin ... Biao Huang C. Liang Guoqiang Han Zaiyi Liu Chu Han MedIm 19 67 0 15 Jul 2022
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 21 0 02 Jun 2022
A survey on attention mechanisms for medical applications: are we moving towards better algorithms? Tiago Gonçalves Isabel Rio-Torto Luís F. Teixeira J. S. Cardoso OOD MedIm 26 36 0 26 Apr 2022
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 24 5 0 23 Jun 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 265 621 0 21 May 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,430 0 04 Jan 2021