3 papers
cs.CV2025
Fixed-Threshold Evaluation of a Hybrid CNN-ViT for AI-Generated Image Detection Across Photos and Art
Md Ashik Khan, Arafat Alam Jion
AI image generators create both photorealistic images and stylized art, necessitating robust detectors that maintain performance under common post-processing transformations (JPEG…
cs.CV2025
Fixed-Budget Parameter-Efficient Training with Frozen Encoders Improves Multimodal Chest X-Ray Classification
Md Ashik Khan, Md Nahid Siddique
Multimodal chest X-Ray analysis often fine-tunes large vision-language models, which is computationally costly. We study parameter-efficient training (PET) strategies, including fr…
eess.IV2024
Comparative Analysis of Resource-Efficient CNN Architectures for Brain Tumor Classification
Md Ashik Khan, Rafath Bin Zafar Auvee
Accurate brain tumor classification in MRI images is critical for timely diagnosis and treatment planning. While deep learning models like ResNet-18, VGG-16 have shown high accurac…