Towards Optimal Patch Size in Vision Transformers for Tumor Segmentation

Towards Optimal Patch Size in Vision Transformers for Tumor Segmentation

31 August 2023

Ramtin Mojtahedi

Amber L. Simpson

ArXiv (abs)PDF HTML Github (1★)

Papers citing "Towards Optimal Patch Size in Vision Transformers for Tumor Segmentation"

13 / 13 papers shown

Title
Finding Reproducible and Prognostic Radiomic Features in Variable Slice Thickness Contrast Enhanced CT of Colorectal Liver Metastases Jacob J. Peoples M. Hamghalam Imani James Maida Wasim Natalie Gangai Hyunseon Christine Kang X. John Rong Yun Shin Chun Richard K G Do Amber L. Simpson 80 0 0 20 Jan 2025
Modality Completion via Gaussian Process Prior Variational Autoencoders for Multi-Modal Glioma Segmentation M. Hamghalam Alejandro F. Frangi Baiying Lei Amber L. Simpson 53 23 0 07 Jul 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 121 990 0 10 Jun 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 470 21,603 0 25 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 195 1,619 0 18 Mar 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 110 998 0 21 Feb 2021
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Sixiao Zheng Jiachen Lu Hengshuang Zhao Xiatian Zhu Zekun Luo ... Yanwei Fu Jianfeng Feng Tao Xiang Philip Torr Li Zhang ViT 194 2,912 0 31 Dec 2020
Convolutional 3D to 2D Patch Conversion for Pixel-wise Glioma Segmentation in MRI Scans M. Hamghalam Baiying Lei Tianfu Wang MedIm 50 15 0 20 Oct 2020
High Tissue Contrast MRI Synthesis Using Multi-Stage Attention-GAN for Glioma Segmentation M. Hamghalam Baiying Lei Tianfu Wang MedIm 33 22 0 09 Jun 2020
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 131 1,028 0 13 Jan 2019
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,185 0 18 Jul 2018
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 248 8,737 0 15 Jun 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015

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