Author

Ha Minh Tan

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Preprint Oct 2026

Can Multimodal Decision Models Classify Breast Ultrasound Images? Benchmarking CLEF and CLEF-Flash Across Prompts and Datasets

Multimodal decision models return probabilities over predefined alternatives, offering a structured interface for image classification. This study benchmarks inference with CLEF and CLEF-Flash on 2818 breast ultrasound images from Dataset B, BUSI, and BUS-BRA. Dataset B and BUS-BRA use binary benign-malignant classific...

Minh Cao Tran, H. Tran, Ha Minh Tan · 0 citations

Open access 2026

Swin-DeepLabV3: Enhanced Semantic Segmentation Through Global-Local Feature Fusion Using Swin Transformer and Atrous Spatial Pyramid Pooling

Swin-DeepLabV3 is proposed, a hybrid semantic segmentation framework that integrates global and local feature modeling by combining a hierarchical Swin Transformer encoder with an Atrous Spatial Pyramid Pooling-based context module, demonstrating an effective balance between contextual representation and spatial precis...

Minh Cao Tran, Ha Minh Tan, Kien Cao-van et al. · IEEE Access · 0 citations