Fully Automatic Wound Segmentation with Deep Convolutional Neural Networks

12 October 2020

Sandeep Gopalakrishnan

Zeyun Yu

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Papers citing "Fully Automatic Wound Segmentation with Deep Convolutional Neural Networks"

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Title
Wound3DAssist: A Practical Framework for 3D Wound Assessment Remi Chierchia Rodrigo Santa Cruz Leo Lebrat Yulia Arzhaeva M. Armin Jeremy Oorloff Chuong H. Nguyen Olivier Salvado Clinton Fookes David Ahmedt-Aristizabal 58 0 0 25 Aug 2025
TransUNet-GradCAM: A Hybrid Transformer-U-Net with Self-Attention and Explainable Visualizations for Foot Ulcer Segmentation Akwasi Asare Mary Sagoe Justice Williams Asare Stephen Edward Moore ViT MedIm 115 1 0 04 Aug 2025
$Robust and Annotation-Free Wound Segmentation on Noisy Real-World Pressure Ulcer Images: Towards Automated DESIGN-R\textsuperscript{\textregistered} Assessment$ Robust and Annotation-Free Wound Segmentation on Noisy Real-World Pressure Ulcer Images: Towards Automated DESIGN-R\textsuperscript{\textregistered} Assessment Yun-Cheng Tsai 32 0 0 29 May 2025
Beyond Labels: Zero-Shot Diabetic Foot Ulcer Wound Segmentation with Self-attention Diffusion Models and the Potential for Text-Guided Customization Abderrachid Hamrani Daniela Leizaola Renato Sousa Jose P. Ponce Stanley Mathis David G. Armstrong Anuradha Godavarty DiffM MedIm 135 0 0 24 Apr 2025
Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging Abderrachid Hamrani Anuradha Godavarty MedIm 195 0 0 23 Mar 2025
An Enhanced Harmonic Densely Connected Hybrid Transformer Network Architecture for Chronic Wound Segmentation Utilising Multi-Colour Space Tensor Merging B. Cassidy Christian Mcbride Connah Kendrick N. Reeves Joseph M Pappachan ... Metib Alotaibi Abdullah Abdulaziz AlWabel Mohammad Alderwish Kuan-Ying Lai Moi Hoon Yap 161 4 0 04 Oct 2024
Generative AI Enables Medical Image Segmentation in Ultra Low-Data RegimesmedRxiv (medRxiv), 2024 Li Zhang Basu Jindal Ahmed Alaa Robert Weinreb David Wilson Eran Segal James Zou Pengtao Xie MedIm 124 9 0 30 Aug 2024
Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices Vanessa Borst Timo Dittus Konstantin Müller Samuel Kounev 244 4 0 10 Jul 2024
Wound Tissue Segmentation in Diabetic Foot Ulcer Images Using Deep Learning: A Pilot Study Mou Deb Chuanbo Wang Yash Patel Taiyu Zhang J. Niezgoda Sandeep Gopalakrishnan Keke Chen Zeyun Yu 135 5 0 23 Jun 2024
gcDLSeg: Integrating Graph-cut into Deep Learning for Binary Semantic SegmentationBiomedical Optics Express (BOE), 2023 Hui Xie Weiyu Xu Ya Xing Wang John Buatti Xiaodong Wu SSeg 95 1 0 07 Dec 2023
Syn3DWound: A Synthetic Dataset for 3D Wound Bed AnalysisIEEE International Symposium on Biomedical Imaging (ISBI), 2023 Léo Lebrat Rodrigo Santa Cruz Remi Chierchia Yulia Arzhaeva M. Armin ... Michelle Barakat-Johnson Georgina Luscombe Clinton Fookes Olivier Salvado David Ahmedt-Aristizabal 295 3 0 27 Nov 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 227 6 0 22 May 2023
FUSegNet: A Deep Convolutional Neural Network for Foot Ulcer SegmentationBiomedical Signal Processing and Control (BSPC), 2023 Mou Deb Taiyu Zhang Yash J. Patel Sandeep Gopalakrishnan Zeyun Yu MedIm FedML 150 31 0 04 May 2023
Diabetic Foot Ulcer Grand Challenge 2022 Summary Connah Kendrick B. Cassidy N. Reeves Joseph M Pappachan C. O'Shea Vishnu Chandrabalan Moi Hoon Yap 132 4 0 24 Apr 2023
ComplexWoundDB: A Database for Automatic Complex Wound Tissue CategorizationInternational Conference on Systems, Signals, and Image Processing (IWSSIP), 2022 Talita A. Pereira R. C. Popim L. A. Passos D. R. Pereira C. R. Pereira João Paulo Papa 55 5 0 26 Sep 2022
Lightweight Encoder-Decoder Architecture for Foot Ulcer Segmentation Shahzad Ali Arif Mahmood Soon Ki Jung MedIm 79 9 0 06 Jul 2022
Translating Clinical Delineation of Diabetic Foot Ulcers into Machine Interpretable Segmentation Connah Kendrick B. Cassidy Joseph M Pappachan C. O'Shea C. J. Fernández Elias C. Chacko Koshy Jacob N. Reeves Moi Hoon Yap 198 40 0 22 Apr 2022
Generating 3D Bio-Printable Patches Using Wound Segmentation and Reconstruction to Treat Diabetic Foot UlcersComputer Vision and Pattern Recognition (CVPR), 2022 H. Chae Seunghwan Lee H. Son Seungjae Han T. Lim MedIm 122 6 0 08 Mar 2022
Initial Investigations Towards Non-invasive Monitoring of Chronic Wound Healing Using Deep Learning and Ultrasound ImagingBildverarbeitung für die Medizin (BVM), 2022 M. Schlereth Daniel Stromer Yash Mantri J. Tsujimoto Katharina Breininger Andreas Maier C. Anderson P. Garimella J. Jokerst 58 2 0 25 Jan 2022
FUSeg: The Foot Ulcer Segmentation Challenge Chuanbo Wang Amirreza Mahbod Isabella Ellinger Adrian Galdran Sandeep Gopalakrishnan J. Niezgoda Zeyun Yu 227 49 0 02 Jan 2022
Development of Diabetic Foot Ulcer Datasets: An Overview Moi Hoon Yap Connah Kendrick N. Reeves Manu Goyal Joseph M Pappachan B. Cassidy 112 14 0 01 Jan 2022
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image SegmentationInformatics in Medicine Unlocked (IMU), 2021 G. Scebba Jia Zhang Sabrina Catanzaro C. Mihai O. Distler M. Berli W. Karlen 129 62 0 02 Nov 2021
Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks Amirreza Mahbod Gerald Schaefer R. Ecker Isabella Ellinger 219 35 0 03 Sep 2021
Image Based Artificial Intelligence in Wound Assessment: A Systematic Review D. Anisuzzaman Chuanbo Wang Behrouz Rostami Sandeep Gopalakrishnan J. Niezgoda Zeyun Yu 104 81 0 15 Sep 2020
A Mobile App for Wound Localization using Deep LearningIEEE Access (IEEE Access), 2020 D. Anisuzzaman Yash J. Patel J. Niezgoda Sandeep Gopalakrishnan Zeyun Yu MedIm 219 28 0 15 Sep 2020