3 papers
cs.CV2026
CLEAR-MoE: Shared-Basis Expert Extraction from Frozen Vision Transformers via Calibration-Driven Layer Selection
Md Irtiza Hossain, Humaira Ayesha, Junaid Ahmed Sifat
We present CLEAR-MoE, a four-phase post-training pipeline that converts a frozen pretrained Vision Transformer (ViT) into a sparse Mixture-of-Experts (MoE) model without updating b…
cs.CV2026
A Deep Learning-Based CCTV System for Automatic Smoking Detection in Fire Exit Zones
Sami Sadat, Mohammad Irtiza Hossain, Junaid Ahmed Sifat +3
A deep learning real-time smoking detection system for CCTV surveillance of fire exit areas is proposed due to critical safety requirements. The dataset contains 8,124 images from…
cs.CV2025
Edge-Native Digitization of Handwritten Marksheets: A Hybrid Heuristic-Deep Learning Framework
Md. Irtiza Hossain, Junaid Ahmed Sifat, Abir Chowdhury
The digitization of structured handwritten documents, such as academic marksheets, remains a significant challenge due to the dual complexity of irregular table structures and dive…