Shahariar Rabby

Rabby, Saha, Abujar, Rahman. One Model Multiple Insights: CNNs for Medical Image Classification

IEEE International Conference on Big Data, 2024 · First author

Saha, Chaudhary, Rabby, Sthanam, Bodduluri, Nakhmani, Zhang, Bhatt. Machine Learning Based Detection of True Ventilatory Restriction

Respiratory Medicine (Elsevier), 2025

Rabby, Zhang, Nakhmani, Bodduluri, Bhatt. STRIPE: Efficient Directional Feature Encoding for Ultra-Thin Pulmonary Fissure Segmentation Accepted

IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2026 · First author

A directional encoder–decoder for pulmonary fissure segmentation. It achieved Dice 0.873 and median HD95 0.72 mm on 50 COPDGene CT scans evaluated with subject-level five-fold cross-validation; the model has approximately 5.1 million parameters. Accepted at IEEE BIBM 2026; proceedings forthcoming.

Rabby, Zhang. dCrack: Enhancing Fine-Grained Crack Segmentation with Edge-Guided Attention ✦ dCrack61K

IEEE International Conference on Information Reuse and Integration (IRI), 2025 · First author

Edge-Guided Attention for minority-class crack segmentation, plus the dCrack61K benchmark (61,943 images, 36 sources, 2,000+ corrected annotations). Cross-domain transfer: F1 0.8251 on CHASE_DB1 retinal vessels without vessel-specific training.

@inproceedings{rabby2025dcrack,
  title     = {dCrack: Enhancing Fine-Grained Crack Segmentation with Edge-Guided Attention},
  author    = {Rabby, Shahariar and Zhang, Chengcui},
  booktitle = {IEEE International Conference on Information Reuse and Integration (IRI)},
  year      = {2025}
}

Islam, Hasan, Ovi, Rabby, Rahman. BornoDrishti: Leveraging Vision Encoders and Domain-Adaptive Learning for Bangla OCR on Diverse Documents Published

EACL Industry Track, pp. 278–286, 2026

Rabby, Ali, Islam, Abujar, Rahman. Enhancement of Bengali OCR by Specialized Models and Advanced Techniques for Diverse Document Types

IEEE/CVF WACV Workshops, 2024 · First author

Rabby, Islam, Islam, Hasan, Rahman. Towards Building a Robust Large-Scale Bangla Text Recognition Solution Using a Unique Multiple-Domain Character-Based Document Recognition Approach

IEEE International Conference on Machine Learning and Applications (ICMLA), 2021 · First author

Ali, Rabby, Islam, Mahamud, Hasan, Rahman. Gold Standard Bangla OCR Dataset: An In-Depth Look at Data Preprocessing and Annotation Processes

EMNLP Industry Track, 2023 · Co-first author

Rabby, Haque, Islam, Abujar, Hossain. Ekush: A Multipurpose & Multitype Comprehensive Database for Bangla Handwritten Characters ✦ Best Paper

RTIP2R, Springer, 2018 · First author

A large-scale Bangla handwritten character dataset: 673K instances across 242 classes. A common baseline dataset for Bangla OCR research.

Rabby, Chaudhary, Saha, Sthanam, Nakhmani, Zhang, et al. Light Convolutional Neural Network to Detect Chronic Obstructive Pulmonary Disease (COPDxNet): A Multicenter Model Development and External Validation Study Under review

medRxiv preprint · under review at The Lancet Digital Health · First & corresponding author

A 10.6M-parameter 3D CNN evaluated on 13,043 COPDGene CT scans from 21 centers using participant-level train/test separation. AUC was 0.92 for standard-dose and 0.88 for low-dose scans; external AUC was 0.92 on SPIROMICS and 0.82 on NLST.

Rabby, Zhang. THREAD: Efficient Directional Context and Structural Refinement for Crack Segmentation Under review

Manuscript under review · First author

Across four benchmarks, mean [email protected] was 0.8250. On Crack500, [email protected] was 0.7481 and clDice was 0.8202. The model has 5.634M parameters and 9.326 GFLOPs (48.6% below SCSegamba); inference reached 75.35 FPS on NVIDIA A6000 and 4.711 FPS at 256×256 or 0.970 FPS at 512×512 on Raspberry Pi 5.