Cover Image

HMSViT: A Hierarchical Masked Self-Supervised Vision Transformer for Corneal Nerve Segmentation and Diabetic Neuropathy Diagnosis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Xin, Han, Liangxiu, Shi, Yue, Zheng, Yanlin, Alam, Uazman, Ferdousi, Maryam, Malik, Rayaz
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A WDLoRA-Based Multimodal Generative Framework for Clinically Guided Corneal Confocal Microscopy Image Synthesis in Diabetic Neuropathy
by: Zhang, Xin, et al.
Published: (2026)

Deep Learning–Assisted Differentiation of Four Peripheral Neuropathies Using Corneal Confocal Microscopy
by: Chaima Ben Rabah, et al.
Published: (2025)

Dapagliflozin for Small Nerve Fibre Regeneration in Diabetic Peripheral Neuropathy: A Randomised Controlled Study (DINE)
by: Umanath Adhikari, et al.
Published: (2025)

Real‐world evaluation of teplizumab in type 1 diabetes: Progression to insulin requirement
by: Sahana Mahesh, et al.
Published: (2025)

Corneal Confocal Microscopy to Diagnose Peripheral Neuropathy: A Systematic Review and Meta‐Analysis
by: Ioannis N. Petropoulos, et al.
Published: (2025)

Diabetic Corneal Neuropathy: Pathogenic Mechanisms and the Emerging Role of PPARs
by: A. R. Camero-Reyes, et al.
Published: (2026)

Automated immunohistochemistry of intra‐epidermal nerve fibres in skin biopsies: A proof‐of‐concept study
by: Jamie Burgess, et al.
Published: (2024)

A New Simple SCreening Tool for Painful Diabetic Neuropathy ( ACT ) in Ecuador
by: Hoda Gad, et al.
Published: (2026)

Clinical Diabetic Peripheral Neuropathy: Can It Be Reversed? Arguments for and Against From a NEUROdiab Debate
by: Gordon Sloan, et al.
Published: (2026)

Improving Microcirculation With Nerve Decompression: The Missing Link in Treatment of Diabetic Neuropathy and Diabetic Foot Ulcer
by: David Scott Nickerson, et al.
Published: (2025)

Entropy Reveals Block Importance in Masked Self-Supervised Vision Transformers
by: Xiang, Peihao, et al.
Published: (2026)

Evolved Hierarchical Masking for Self-Supervised Learning
by: Feng, Zhanzhou, et al.
Published: (2025)

Hierarchical Self-Supervised Adversarial Training for Robust Vision Models in Histopathology
by: Malik, Hashmat Shadab, et al.
Published: (2025)

Diabetic Neuropathies
by: Charenya Anandan, et al.
Published: (2025)

Alterations in Corneal Nerve Structure and Function in Prediabetes
by: Jun Ma, et al.
Published: (2025)

Netrin‐4 Modulates Corneal Wound Healing by Enhancing Corneal Epithelium and Nerve Regeneration
by: Cissy Xiao, et al.
Published: (2025)

A New Quantitative Neuropad for Early Diagnosis of Diabetic Peripheral Neuropathy
by: Zheng Yang, et al.
Published: (2024)

SSVT: Self-Supervised Vision Transformer For Eye Disease Diagnosis Based On Fundus Images
by: Wang, Jiaqi, et al.
Published: (2024)

Dry Eye in Children and Adolescents With Type 1 Diabetes Is Closely Associated With Corneal Nerve Morphological Alterations
by: Xi Qu, et al.
Published: (2026)

miR ‐27a‐3p Upregulation and Netrin‐1 Deficiency Drive Inflammatory Responses and Nerve Degeneration in Patients With Diabetes
by: Asif Mondal, et al.
Published: (2025)

Risk of Cardiovascular Disease and Cancer in Patients Initiating JAK Versus IL‐4/‐13 Inhibitors for Atopic Dermatitis
by: Sizheng Steven Zhao, et al.
Published: (2025)

WaveDiffUR: A diffusion SDE-based solver for ultra magnification super-resolution in remote sensing images
by: Shi, Yue, et al.
Published: (2024)

Self-Supervised Vision Transformers Are Efficient Segmentation Learners for Imperfect Labels
by: Lee, Seungho, et al.
Published: (2024)

Pathological Features of Vasculitic Neuropathy and the Role of Nerve Biopsy
by: Nan Hu, et al.
Published: (2026)

Multimodal Machine Learning for Diabetic Peripheral Neuropathy Diagnosis: Methodological Advances and Future Directions
by: Jiaxin Cai
Published: (2026)

Leveraging Self-Supervised Vision Transformers for Segmentation-based Transfer Function Design
by: Engel, Dominik, et al.
Published: (2023)

The Role of Masking for Efficient Supervised Knowledge Distillation of Vision Transformers
by: Son, Seungwoo, et al.
Published: (2023)

Frequency-Guided Masking for Enhanced Vision Self-Supervised Learning
by: Monsefi, Amin Karimi, et al.
Published: (2024)

The impact of insulin pump therapy compared to multiple daily injections on complications and mortality in type 1 diabetes: A real‐world retrospective cohort study
by: Sophie Haughton, et al.
Published: (2025)

Nutritional composition of house fly larvae (Musca domestica) reared on different mixture ratio of cattle blood with organic wastes
by: Lailatul, Ferdousi
Published: (2020)

Low-Frequency Electrostatic Shock Excitations in a Multi-Component Dusty Plasma
by: M. Ferdousi
Published: (2015)

Electrostatic Shock Structures in Nonextensive Plasma with Two Distinct Temperature Electrons
by: M. Ferdousi
Published: (2015)

A Novel Spike Transformer Network for Depth Estimation from Event Cameras via Cross-modality Knowledge Distillation
by: Zhang, Xin, et al.
Published: (2024)

Selective Masking based Self-Supervised Learning for Image Semantic Segmentation
by: Wang, Yuemin, et al.
Published: (2025)

A Novel Large Vision Foundation Model (LVFM)-based Approach for Generating High-Resolution Canopy Height Maps in Plantations for Precision Forestry Management
by: Tan, Shen, et al.
Published: (2025)

Token-Space Mask Prediction for Efficient Vision Transformer Segmentation
by: Galagain, Calvin, et al.
Published: (2026)

Target Trial Emulations of GLP ‐1 and Dual GLP ‐1/ GIP Agonists to Reduce Major Adverse Liver Outcomes in Type 2 Diabetes
by: Alex E. Henney, et al.
Published: (2025)

Differential Impact of Metabolic Factors and Comorbidities on Peripheral Neuropathy
by: Georgios Ponirakis, et al.
Published: (2025)

Bone and Nerve Response to Sciatic Compression Neuropathy in a Rabbit Model
by: Anthony R. Fringuello, et al.
Published: (2025)

AMLP: Adjustable Masking Lesion Patches for Self-Supervised Medical Image Segmentation
by: Wang, Xiangtao, et al.
Published: (2023)