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References from Preventing Diabetic Foot Disability Through Dual-backbone Siamese Learning for Ulcer Risk Classification. Local targets link to admitted publications; unresolved targets remain external evidence.
A deep learning approach for diabetic foot ulcer classification and recognition
10.3390/info14010036 · 2023 · External reference
Advances in image-based diagnosis of diabetic foot ulcers using deep learning and machine learning: A systematic review
10.3390/biomedicines13122928 · 2025 · External reference
An integrated design for classification and localization of diabetic foot ulcer based on CNN and YOLOv2-DFU models
10.1109/access.2020.3045732 · 2020 · External reference
Diabetic foot ulcers: A review
10.1001/jama.2023.10578 · 2023 · External reference
Layer normalization
10.48550/arxiv.1607.06450 · 2016 · External reference
BEiT: BERT pre-training of image transformers
10.48550/arxiv.2106.08254 · 2022 · External reference
Signature verification using a Siamese time delay neural network
1993 · External reference
Emerging properties in self-supervised vision transformers
10.1109/iccv48922.2021.00951 · 2021 · External reference
TransUNet: Transformers make strong encoders for medical image segmentation
10.48550/arxiv.2102.04306 · 2021 · External reference
XGBoost: A scalable tree boosting system
10.1145/2939672.2939785 · 2016 · External reference
Class-balanced loss based on effective number of samples
10.1109/cvpr.2019.00949 · 2019 · External reference
An image is worth 16 × 16 words: Transformers for image recognition at scale
2021 · External reference
Contrastive learning with large-margin cotangent loss
10.1109/acompa57018.2022.00013 · 2022 · External reference
Detection of multi stage diabetes foot ulcer using deep learning techniques
10.1109/icaaic60222.2024.10575186 · 2024 · External reference
Diabetic foot ulcer classification assessment employing an improved machine learning algorithm
10.1177/09287329241296417 · 2025 · External reference
Dimensionality reduction by learning an invariant mapping
10.1109/cvpr.2006.100 · 2006 · External reference
Vision transformer-based diabetic foot ulcer classification for mobile deployment: Development, validation, and implementation of an iOS clinical decision support tool. Physiological reports
2025 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2025 · External reference
Overcoming catastrophic forgetting in neural networks
10.1073/pnas.1611835114 · 2017 · External reference
A study of cross-validation and bootstrap for accuracy estimation and model selection
1995 · External reference
Focal loss for dense object detection
10.1109/iccv.2017.324 · 2017 · External reference
Diabetic foot ulcer ischemia and infection classification using EfficientNet deep learning models
10.1109/ojemb.2022.3219725 · 2022 · External reference
SGDR: Stochastic gradient descent with warm restarts
2017 · External reference
Decoupled weight decay regularization
2019 · External reference
Mortality rate in diabetic foot ulcers
10.47191/ijmscrs/v5-i06-19 · 2025 · External reference
Etiology, epidemiology, and disparities in the burden of diabetic foot ulcers
10.2337/dci22-0043 · 2023 · External reference
DINOv2: Learning robust visual features without supervision
2024 · External reference
Financial burden of diabetic foot ulcers to world: A progressive topic to discuss always
10.1177/2042018817744513 · 2018 · External reference
DFUCare: Deep learning platform for diabetic foot ulcer detection, analysis, and monitoring
10.3389/fendo.2024.1386613 · 2024 · External reference
Unresolved reference
2026 · External reference
EfficientNetV2: Smaller models and faster training
2021 · External reference
DFU-SIAM a novel diabetic foot ulcer classification with deep learning
10.1109/access.2023.3312531 · 2023 · External reference
Unresolved reference
2025 · External reference
Classification of diabetic foot ulcers using class knowledge banks
10.3389/fbioe.2021.811028 · 2022 · External reference
Analysis towards classification of infection and ischaemia of diabetic foot ulcers
10.1109/bhi50953.2021.9508563 · External reference
Deep learning in diabetic foot ulcers detection: A comprehensive evaluation
10.1016/j.compbiomed.2021.104596 · External reference
