From CNN to Transformer: A Review of Medical Image Segmentation Models

From CNN to Transformer: A Review of Medical Image Segmentation Models

10 August 2023

Papers citing "From CNN to Transformer: A Review of Medical Image Segmentation Models"

10 / 10 papers shown

Title
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation Boris Kriuk Matey Yordanov 38 0 0 02 May 2025
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation Rayan Merghani Ahmed Adnan Iltaf Mohamed Elmanna Gang Zhao Hongliang Li Yue Du Bin Li Shoujun Zhou 158 0 0 07 Apr 2025
Nd-BiMamba2: A Unified Bidirectional Architecture for Multi-Dimensional Data Processing Hao Liu Mamba AI4CE 82 1 0 22 Nov 2024
Benchmarking Retinal Blood Vessel Segmentation Models for Cross-Dataset and Cross-Disease Generalization Jeremiah Fadugba Patrick Köhler Lisa M. Koch P. Manescu Philipp Berens 44 0 0 21 Jun 2024
Convolution and Attention-Free Mamba-based Cardiac Image Segmentation Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh Mamba 35 2 0 09 Jun 2024
SPINEPS -- Automatic Whole Spine Segmentation of T2-weighted MR images using a Two-Phase Approach to Multi-class Semantic and Instance Segmentation Hendrik Möller Robert Graf Joachim Schmitt Benjamin Keinert Matan Atad ... T. Pischon B. Endemann Bjoern H. Menze Daniel Rueckert Jan S. Kirschke 77 7 0 26 Feb 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 11 0 0 05 Feb 2024
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 315 36,381 0 25 Aug 2016
Hough-CNN: Deep Learning for Segmentation of Deep Brain Regions in MRI and Ultrasound Fausto Milletari Seyed-Ahmad Ahmadi Christine Kroll A. Plate Verena E. Rozanski ... J. Levin O. Dietrich B. Ertl-Wagner K. Boetzel Nassir Navab 200 363 0 26 Jan 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,645 0 02 Nov 2015