3 papers
cs.CV2026
Multimodal Skin Lesion Classification with Swin Transformer and Clinical Metadata Fusion
Nethmi Pathirana, Isuru Munasinghe, Dileeka Alwis
Skin lesion classification plays an important role in supporting the early diagnosis of skin cancer. However, automated analysis remains challenging due to class imbalance, inter-c…
cs.CV2026
Does Explainability Transfer? A Controlled Benchmark of Attribution Methods on Vision Transformers and CNNs
Sathiyamohan Nishankar, Nethmi Pathirana, Pubudu Sanjeewani +2
Most evidence on the effectiveness of explainable artificial intelligence (XAI) attribution methods has been established on convolutional neural networks (CNNs), with limited inves…
eess.SY2026
Machine Learning Challenges in Intelligent Unmanned Aerial Vehicle Operations in Developing Economie
Isuru Munasinghe, Nethmi Pathirana, Charitha Dombawala +2
Unmanned aerial vehicle (UAV) environments present significant challenges for machine learning (ML) due to limited platform resources, heterogeneous sensor data, dynamic mission co…