Publications

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Conference Papers

Predictive Self-Conditioning for Accurate and Calibrated LiDAR 3D Object Detection

Published in IEEE/CVF Winter Conference on Applications of Computer Vision (WACV, CORE A), 2027

This paper introduces Predictive Self-Conditioning (PSC), a within-frame feature-level feedback mechanism that converts Pass-1 proposals into confidence-weighted Gaussian heatmaps and injects them as a BEV feature residual before Pass-2, significantly boosting accuracy and calibration for LiDAR 3D object detection.

Recommended citation: Sami Sadat, Md. Irtiza Hossain, Shreya Adrita Banik, Md Zia Uddin, Md. Golam Rabiul Alam. (2027). "Predictive Self-Conditioning for Accurate and Calibrated LiDAR 3D Object Detection." IEEE/CVF Winter Conference on Applications of Computer Vision (WACV, CORE A). Accepted.

Edge-Native Digitization of Handwritten Marksheets: A Hybrid Heuristic-Deep Learning Framework

Published in 2026 IEEE 2nd International Conference on Quantum Photonics, Artificial Intelligence & Networking (QPAIN), 2026

This paper introduces a resource-efficient hybrid framework for digitizing structured handwritten documents, combining a heuristic OpenCV-based pipeline for table detection with a modified lightweight YOLOv8 for handwritten character recognition.

Recommended citation: Md. Irtiza Hossain, Junaid Ahmed Sifat, Abir Chowdhury, and Md. Imran Bin Azad. (2026). "Edge-Native Digitization of Handwritten Marksheets: A Hybrid Heuristic-Deep Learning Framework." 2026 IEEE 2nd International Conference on Quantum Photonics, Artificial Intelligence & Networking (QPAIN), Chittagong, Bangladesh, pp. 1-6, doi: 10.1109/QPAIN69676.2026.11546582.
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Enhanced CNN Approaches for Multi-Image Embedding in Image Steganography

Published in 2024 International Conference on Information and Communication Technologies (ICICT), 2024

This paper proposes novel convolutional neural network (CNN) approaches for embedding multiple images within a single cover image for steganography.

Recommended citation: Md. Irtiza Hossain, Samiul Kadir, Farhan Ishraq Fagun, Ishtiaq Samiul, Rafi Zaman Saukhin. (2024). "Enhanced CNN Approaches for Multi-Image Embedding in Image Steganography." 2024 International Conference on Information and Communication Technologies (ICICT).
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