A Survey on Deep Learning for Skin Lesion Segmentation

1 June 2022

Papers citing "A Survey on Deep Learning for Skin Lesion Segmentation"

30 / 30 papers shown

Title
ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation Muyi Bao Shuchang Lyu Zhaoyang Xu Qi Zhao Changyu Zeng Wenpei Bai Guangliang Cheng Mamba 55 0 0 25 Mar 2025
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer Xinyuan Shao Yiqing Shen Mathias Unberath MedIm 82 0 0 18 Dec 2024
Hyper-Fusion Network for Semi-Automatic Segmentation of Skin Lesions Lei Bi M. Fulham Jinman Kim 79 18 0 14 Dec 2024
LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation Hamza Farooq Zuhair Zafar Ahsan Saadat Tariq M Khan Shahzaib Iqbal Imran Razzak 50 3 0 03 Sep 2024
Segmentation Style Discovery: Application to Skin Lesion Images Kumar Abhishek J. Kawahara Ghassan Hamarneh 32 0 0 05 Aug 2024
S-SYNTH: Knowledge-Based, Synthetic Generation of Skin Images Andrea Kim Niloufar Saharkhiz E. Sizikova Miguel Lago B. Sahiner Jana G. Delfino Aldo Badano SyDa MedIm 29 1 0 31 Jul 2024
A Survey of Deep Learning-based Radiology Report Generation Using Multimodal Data Xinyi Wang Grazziela Figueredo Ruizhe Li W. Zhang Weitong Chen Xin Chen MedIm ViT 49 2 0 21 May 2024
FastSAM3D: An Efficient Segment Anything Model for 3D Volumetric Medical Images Yiqing Shen Jingxing Li Xinyuan Shao Blanca Inigo Romillo Ankush Jindal David Dreizin Mathias Unberath MedIm 40 12 0 14 Mar 2024
Shortcut Learning in Medical Image Segmentation Manxi Lin Nina Weng K. Mikolaj Zahra Bashir M. B. S. Svendsen M. Tolsgaard Anders Christensen Aasa Feragen SSeg VLM 40 3 0 11 Mar 2024
XAI for Skin Cancer Detection with Prototypes and Non-Expert Supervision Miguel Correia Alceu Bissoto Carlos Santiago Catarina Barata 29 0 0 02 Feb 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 49 3 0 25 Jan 2024
Syn3DWound: A Synthetic Dataset for 3D Wound Bed Analysis Léo Lebrat Rodrigo Santa Cruz Remi Chierchia Yulia Arzhaeva M. Armin ... Michelle Barakat-Johnson Georgina Luscombe Clinton Fookes Olivier Salvado David Ahmedt-Aristizabal 20 2 0 27 Nov 2023
Pelvic floor MRI segmentation based on semi-supervised deep learning Jianwei Zuo Fei Feng Zhuhui Wang J. A. Ashton-Miller J. Delancey Jiajia Luo 17 0 0 06 Nov 2023
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN Chunyu Yuan Dongfang Zhao S. Agaian 30 9 0 14 Oct 2023
AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets Siyi Du Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi ViT 33 3 0 26 Jul 2023
DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images Ashish Sinha J. Kawahara Arezou Pakzad Kumar Abhishek Matthieu Ruthven Enjie Ghorbel Anis Kacem Djamila Aouada Ghassan Hamarneh MedIm DiffM 19 3 0 22 May 2023
Reproducibility in machine learning for medical imaging O. Colliot Elina Thibeau-Sutre Ninon Burgos OOD 19 8 0 12 Sep 2022
Monitoring of Pigmented Skin Lesions Using 3D Whole Body Imaging David Ahmedt-Aristizabal Chuong H. Nguyen Lachlan Tychsen-Smith Ashley Stacey Shenghong Li J. Pathikulangara L. Petersson Dadong Wang 3DH MedIm 23 13 0 14 May 2022
Disparities in Dermatology AI Performance on a Diverse, Curated Clinical Image Set Roxana Daneshjou Kailas Vodrahalli R. Novoa Melissa Jenkins Weixin Liang ... Rachna Sahasrabudhe Johan A. C. Allerup Utako Okata-Karigane James Zou A. Chiou 50 217 0 15 Mar 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat F. Khan Huazhu Fu ViT LM&MA MedIm 111 663 0 24 Jan 2022
Boundary-aware Transformers for Skin Lesion Segmentation Jiacheng Wang Lan Wei Liansheng Wang Qichao Zhou Lei Zhu Jing Qin ViT MedIm 80 129 0 08 Oct 2021
A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation E. Ahn D. Feng Jinman Kim 28 26 0 11 Jul 2021
Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset Matthew Groh Caleb Harris L. Soenksen Felix Lau Rachel Han Aerin Kim A. Koochek Omar Badri 112 182 0 20 Apr 2021
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review Alceu Bissoto Eduardo Valle Sandra Avila MedIm 47 62 0 20 Apr 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 206 891 0 16 Feb 2021
Image Synthesis with Adversarial Networks: a Comprehensive Survey and Case Studies Pourya Shamsolmoali Masoumeh Zareapoor Eric Granger Huiyu Zhou Ruili Wang M. E. Celebi Jie Yang EGVM 41 138 0 26 Dec 2020
Improving Dermoscopic Image Segmentation with Enhanced Convolutional-Deconvolutional Networks Yading Yuan Y. Lo 139 224 0 28 Sep 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 295 10,618 0 19 Feb 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,450 0 21 Nov 2016
Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images Noel Codella Q. Nguyen Sharath Pankanti David Gutman Brian Helba Allan Halpern John R. Smith 32 527 0 14 Oct 2016