Benchmarking deep learning frameworks for automated diagnosis of OCULAR TOXOPLASMOSIS: A comprehensive approach to classification and segmentation

SS Alam, SB Shuvo, SN Ali, F Ahmed, A Chakma… - IEEE …, 2024 - ieeexplore.ieee.org
Diagnosis of Ocular toxoplasmosis (OT) usually involves clinical examination and imaging,
which can be expensive and require specialized personnel. The use of artificial intelligence …

Universal Medical Imaging Model for Domain Generalization with Data Privacy

A Radwan, I Osman, MS Shehata - arXiv preprint arXiv:2407.14719, 2024 - arxiv.org
Achieving domain generalization in medical imaging poses a significant challenge, primarily
due to the limited availability of publicly labeled datasets in this domain. This limitation …

Multiclass classification of ocular toxoplasmosis from fundus images with residual neural networks

JLV Noguera, R Parra, V Ojeda… - 2023 18th Iberian …, 2023 - ieeexplore.ieee.org
Ocular toxoplasmosis (OT) is usually diagnosed by a specialist through the analysis of
fundus images of the eye. Deep learning has been used to perform binary classification of …

An Approach to Classify Ocular Toxoplasmosis Images using Deep Learning Models

SR Ferdous, MRA Rifat, MJ Ayan… - 2023 26th International …, 2023 - ieeexplore.ieee.org
Ocular Toxoplasmosis (OT) is a very well-known eye inflammation that is occurred from a
parasite named Toxoplasma gondii (T. gondii) that can lead to several vision problems …

Optimizing Few-Shot Learning via Reptile Meta-Learning Approach for Toxoplasmosis Chorioretinitis Detection

P Kulkarni, SN Habib, AP Bidargaddi… - 2024 5th …, 2024 - ieeexplore.ieee.org
Few-shot learning has emerged as a viable paradigm for addressing learning problems with
minimal labeled instances, with recurrent issues such as overfitting and intricate feature …

Enhancing Toxoplasmosis Chorioretinitis Detection: A Hybrid ResNet-YOLO Classifier with Fitness Sorted-Shark Smell Optimization

RG Tiwari, H Maheshwari, V Gautam… - … on System Modeling …, 2023 - ieeexplore.ieee.org
Ophthalmologists often examine fundus pictures to detect toxoplasmosis chorioretinitis, a
serious condition of the eye. Preventing blindness in people who may be impacted by this …