Google Scholar
Up-to-date list of my publications is found here.
Google Scholar
Up-to-date list of my publications is found here.
Published Papers
Shoman, M., Wang, D., Aboah, A. & Abdel-Aty, M. ”Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event Analysis” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024.
Shoman, M., Gargoum, S. & Sayed, T. ”Transformer-Based Model for Predicting Trajectories in Autonomous Vehicle-Pedestrian Conflicts: A Proactive Approach to Road Safety” in Canadian Journal of Civil Engineering, 2024.
Shoman, M., Lanzaro, G., Gargoum, S. & Sayed, T. ”AV-Pedestrian Interaction Modeling Platform for Urban Environments: A Case Study in Four Major Cities” in ASCE Journal of Transportation Engineering, Part A: Systems, 2023.
Shoman, M., Ghoul, T., Lanzaro, G., Alsharif, T., Gargoum, S. & Sayed, T. ”Enforcing Traffic Safety: A Deep Learning Approach for Detecting Motorcyclists Helmet Violation using YOLOv8 Detector and DCGAN generated Images” in Algorithms, 2023.
Aboah, A., Tran, D., Jeon, Y., Shoman, M., Park, M. & Park, S. ” Low-light image enhancement framework for improved object detection in fisheye lens datasets” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024.
Shoman, M., Aboah, A. & Adu-Gyamfi, Y. ”Deep learning framework for predicting bus delays on multiple routes using heterogenous datasets” in Journal of Big Data Analytics in Transportation, 2020, 2(3), 275- 290.
Shoman, M., Amo-Boateng, M. & Adu-Gyamfi, Y. ”Multi-Purpose, Multi-Step Deep Learning Framework for Network-Level Traffic Flow Prediction” in Advances in Data Science and Adaptive Analysis, 2022, 14(03n04), 2250010.
Shoman, M. & Moreno, A. ”Exploring Preferences for Transportation Modes in Munich after the Recent Incorporation of Ride-Hailing Companies” in Transportation Research Record, 2021, 2675(5).
Shoman, M., Moreno, A. & Moeckel, R. ”The Impact of TNC Services on Urban Mobility” in Technical University of Munich - Assistant Professorship of Modeling Spatial Mobility Department, 2019.
Shoman, M., Aboah, A., Daud, A. & Adu-Gyamfi Y. ”Graph Convolutional Gated Recurrent Unit Network for Traffic Prediction Using Loop Detector Data” in Advances in Data Science and Adaptive Analysis, 2023,pp. 2450001.
Shoman, M., Aboah, A., Morehead, A., Duan, Y., Daud, A., & Adu-Gyamfi, Y. ”A Region-Based Deep Learning Approach to Automated Retail Checkout” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop, 2022, pp. 3210-3215.
Shoman, M., Aboah, A., Mandal V., Davami, S., Adu-Gyamfi, Y., Sharma, A. ”A Vision-based System for Traffic Anomaly Detection using Deep Learning and Decision Trees” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop, 2021, pp. 4207-4212.
Shoman, M., Tilg, G., Amini, S. & Tsakarestos, A. ”Agent-based modelling of transport in rural with a regional centre: A case study for the district of Hof and the city of Hof. Study Project” in Technical University of Munich - Chair of Traffic Engineering and Control, 2019.
Conference Presentations
"Open-World Hazard Detection and Captioning for Autonomous Driving with a Unified Multimodal Pipeline" in IEEE WACV, 2025.
"Interpreting the Unexpected: A Multimodal Framework for Out-of-Label Hazard Detection and Explanation in Autonomous Driving" in IEEE WACV, 2025.
"Enhancing Traffic Safety with Dense Video Captioning: A Parallel Framework for Comprehensive Event Analysis" in Transportation Research Board,, 2025.
"Synchronizing Sky and Street: UAV-CCTV Integration for Traffic Monitoring" in Transportation Research Board,, 2025.
”Enhancing traffic safety with parallel dense video captioning for end-to-end event analysis” in IEEE CVPR, 2024.
”Low-light image enhancement framework for improved object detection in fisheye lens datasets” in IEEE CVPR, 2024.
”Transformer-Based Model for Predicting Trajectories in Autonomous Vehicle-Pedestrian Conflicts: A Proactive Approach to Road Safety” in Transportation Research Board, 2024.
”Accelerating Statewide Connected Vehicles Big (Sensor Fusion) Data ETL Pipelines on GPUs” in Transportation Research Board, 2023.
”A Region-Based Deep Learning Approach to Automated Retail Checkout” in IEEE CVPR, 2022.
”Evaluation of Connected Vehicles Data for Congestion and Incident Detection” in Transportation Research Board, 20222.
”Development and Visualization of Winter Severity Impact using Multisource Data” in Transportation Research Board, 2021.
”A Vision-based System for Traffic Anomaly Detection using Deep Learning and Decision Trees” in IEEE CVPR, 2021.
”Exploring Preferences for Transportation Modes in Munich after the Recent Incorporation of Ride-Hailing Companies” in Transportation Research Board, 2021.
”Visualizing Transit System Performance Impacted By COVID-19 Virus: A Case Study Of Saint Louis, Missouri” in ITS Heartland, 2020.
Papers under review
Mussah, AR., Shoman, M., Amo-Boateng, M. & Adu-Gyamfi, Y. ”Accelerating Statewide Connected Vehicles Big (Sensor Fusion) Data ETL Pipelines on GPUs” in IEEE Transactions on Intelligent Transportation System, 2024.
Asamoah, J., Kyem, B., Aboah, A., Shoman, M., Abdel-Aty, M., "A Comprehensive Survey on Lane Change Intention and Vehicle Trajectory Prediction for Autonomous Driving" in IEEE Transactions on Intelligent Vehicles, 2024.
Raza, S., Qureshi, R., Zahid, A., Fioresi, J., Sadak, F., Saeed, M., Sapkota, R., Jain, A., Zafar, A., Hassan, M., Zafar, A., Maqbool, H., Wu, J., Shoman, M.. ”Who is Responsible? The Data, Models, Users or Regulations? Responsible Generative AI for a Sustainable Future” in ACM Computing Surveys, 2025.
Sapkota,R., Qureshi, R., Hassan, S., Shutske, J., Shoman, M., Sajjad, M., Dharejo, F., Paudel, A., Li, J, Meng, Z., Sadak, F., Hadi, M., Karkee, M. ”Multi-Modal LLMs in Agriculture: A Comprehensive Review” in IEEE Transactions on Automation Science and Engineering, 2024.
Sapkota,R., Qureshi, R., Calero, M., Badjugar, C., Nepal, U., Poulose, A., Zeno, P., Vaddevolu, U., Khan, S., Shoman, M., Yan, H., Karkee, M. ”YOLOv10 to Its Genesis: A Decadal and Comprehensive Review of The You Only Look Once (YOLO) Series” in Artificial Intelligence Review, 2024.
Hadi, M., Tashi, Q., Qureshi, R., Shah, A., Muneer, A., Irfan, M., Zafar, A., Shaikh, M., Akhtar, N., Hassan, S., Shoman, M., Wu, J., Mirjalili, S., Shah, M. ”A Survey on Large Language Models: Applications, Challenges, Limitations, and Practical usage” in Artificial Intelligence Review, 2024.
Ph.D. Disseration
M.Sc. Thesis