Topo-VM-UNetV2: Encoding Topology into Vision Mamba UNet for Polyp Segmentation

Topo-VM-UNetV2: Encoding Topology into Vision Mamba UNet for Polyp Segmentation

9 May 2025

Jose Angel Nuñez

ArXiv (abs)PDF HTML

Papers citing "Topo-VM-UNetV2: Encoding Topology into Vision Mamba UNet for Polyp Segmentation"

18 / 18 papers shown

Title
Exploring Transfer Learning for Deep Learning Polyp Detection in Colonoscopy Images Using YOLOv8 Fabian Vazquez Jose Angel Nuñez Xiaoyan Fu Pengfei Gu Bin Fu 41 1 0 31 Jan 2025
VMamba: Visual State Space Model Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 278 690 0 31 Dec 2024
Boosting Medical Image Classification with Segmentation Foundation Model Pengfei Gu Zihan Zhao Hongxiao Wang Yaopeng Peng Yizhe Zhang Nishchal Sapkota Chaoli Wang Danny Chen MedIm VLM 51 6 0 16 Jun 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 132 278 0 04 Feb 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 146 2,699 0 01 Dec 2023
U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation Yao Peng Milan Sonka Danny Z. Chen SSeg 53 50 0 29 Nov 2023
SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image Segmentation Yizhe Zhang Tao Zhou Shuo Wang Ye Wu Pengfei Gu Da Chen 121 11 0 26 Aug 2023
SwIPE: Efficient and Robust Medical Image Segmentation with Implicit Patch Embeddings Yejia Zhang Pengfei Gu Nishchal Sapkota Da Chen 83 7 0 23 Jul 2023
ConvFormer: Combining CNN and Transformer for Medical Image Segmentation Pengfei Gu Yejia Zhang Chaoli Wang Da Chen ViT MedIm 38 12 0 15 Nov 2022
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers B. Dong Wenhai Wang Deng-Ping Fan Jinpeng Li Huazhu Fu Ling Shao ViT MedIm 69 323 0 16 Aug 2021
Shallow Attention Network for Polyp Segmentation JunChao Wei Yiwen Hu Ruimao Zhang Zhen Li S.Kevin Zhou Shuguang Cui 67 265 0 02 Aug 2021
Towards a Computed-Aided Diagnosis System in Colonoscopy: Automatic Polyp Segmentation Using Convolution Neural Networks P. Brandao Odysseas Zisimopoulos E. Mazomenos G. Ciuti Jorge Bernal ... P. Dario Anastasios Koulaouzidis A. Arezzo D. Hawkes Danail Stoyanov MedIm 79 64 0 15 Jan 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 664 41,103 0 22 Oct 2020
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Deng-Ping Fan Ge-Peng Ji Tao Zhou Geng Chen Huazhu Fu Jianbing Shen Ling Shao ODL 220 1,172 0 13 Jun 2020
Kvasir-SEG: A Segmented Polyp Dataset Debesh Jha P. Smedsrud Michael A. Riegler Pål Halvorsen Thomas de Lange Dag Johansen Haavard D. Johansen 188 1,171 0 16 Nov 2019
CBAM: Convolutional Block Attention Module Sanghyun Woo Jongchan Park Joon-Young Lee In So Kweon 224 16,582 0 17 Jul 2018
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images David Vázquez Jorge Bernal F. Sánchez Gloria Fernández-Esparrach Antonio M. López Adriana Romero M. Drozdzal Aaron Courville 3DV 178 638 0 02 Dec 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015