Medical assisted-segmentation system based on global feature and stepwise feature integration for feature loss problem

Z Huang, Z Ling, F Gou, J Wu - Biomedical Signal Processing and Control, 2024 - Elsevier
This paper presents an advanced methodology that combines Convolutional Neural
Networks (CNNs) and Transformers to tackle the issue of feature loss and elevate …

HCNNet: hybrid convolution neural network for automatic identification of ischaemia in diabetic foot ulcer wounds

SK Das, S Namasudra, AK Sangaiah - Multimedia Systems, 2024 - Springer
The diabetic foot ulcer (DFU) is a significant medical complication for diabetic patients,
which often leads to lower limb amputation. The manual identification of ischaemia in DFU is …

[HTML][HTML] Federated Learning: Centralized and P2P for a Siamese Deep Learning Model for Diabetes Foot Ulcer Classification

MSA Toofanee, M Hamroun, S Dowlut, K Tamine… - Applied Sciences, 2023 - mdpi.com
It is a known fact that AI models need massive amounts of data for training. In the medical
field, the data are not necessarily available at a single site but are distributed over several …

Diagnosis of multiple sclerosis by detecting asymmetry within the retina using a similarity-based neural network

RC Bolton, R Kafieh, F Ashtari… - IEEE …, 2024 - ieeexplore.ieee.org
Multiple sclerosis (MS) is a chronic neurological disorder that targets the central nervous
system, causing demyelination and neural disruption, which can include retinal nerve …

[HTML][HTML] A Novel Fused Multi-Class Deep Learning Approach for Chronic Wounds Classification

ZA Aldoulah, H Malik, R Molyet - Applied Sciences, 2023 - mdpi.com
Chronic wounds affect the lives of millions of individuals globally, and due to substantial
medical costs, treating chronic injuries is very challenging for the healthcare system. The …

Segmentation of Diabetic Foot-Ulcer from Tsallis and Aquila-Optmizer Enhanced Images

TK Vaiyapuri, R Valli - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
The occurrence of the diabetes is gradually rising globally and it cause mild to severe illness
in humankind. Diabetic Foot-Ulcer (DU) is one of the complications due to diabetes and it …

Detection of Multi Stage Diabetes Foot Ulcer using Deep Learning Techniques

C Giridhar, B Akhila, SP Kumar… - 2024 3rd International …, 2024 - ieeexplore.ieee.org
The detection of diabetes foot ulcers (DFUs) is crucial for timely intervention and prevention
of severe complications in diabetic patients. One common effect of diabetes is diabetic foot …

ALEXNet Optimized Cross layer Convolution Neural Network Algorithm for Efficient Diabetic Foot Ulcer Identification

S Sudha, RS Sabeenian - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
Increasing variety of disease in daily fact affects the human nature, as far diabetic is most
harmonic disease creates illness to affect the health. In such a way Diabetic Foot Ulcer …

Ensemble of Vision Transformers and CNNs for Accurate Diabetic Foot Ulcer Classification

AA Pagadala, S Silas, E Joy - 2024 International Conference …, 2024 - ieeexplore.ieee.org
Diabetic Foot Ulcers (DFU) are a significant diabetes complication that can lead to lower
limb amputation. Currently, 537 million suffer from diabetes worldwide and it is anticipated to …

[PDF][PDF] Enhancing Precision Agriculture: Deep Learning for Winter Crop Nutrient Deficiency Classification

DA Kiet - ffyyytt.github.io
This report outlines our approach and findings in the” CVPPA@ ICCV'23: Image
Classification of Nutrient Deficiencies in Winter Wheat and Winter Rye” competition. We …