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Publications


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  2026 Sukriti Dhang, Jason Lok, Mimi Zhang and Soumyabrata Dev Multi-modal Fusion for Billboard Categorization in Video Frames: A Text and Image-Based Approach Multimedia Tools and Applications, 85(153). DOI: https://doi.org/10.1007/s11042-026-21192-y
  2026 P. Dey and D. Ayala-Cabrera and S. Dev and B. Schoen-Phelan AirGRU: A Physics-Informed Model for PM2.5 Prediction
  2026 M. Y. Hossain and D. Ayala-Cabrera and S. Dev Evaluating Cross-Modality Generalization in Deep RGB-to-NIR Image Translation
  2026 Y. Zhang, A. Pakrashi, D. Ayala-Cabrera, and S. Dev Explainable LSTM Forecasts for Hourly CO2 Concentrations 13th International Congress on Environmental Modelling and Software
  2026 B. Huang, W. Yao, Y. Li, D. Ayala-Cabrera, and S. Dev EarthCamQA: An Agentic LLM-VLM Framework for Real-Time Visual Question Answering in Urban Environments 13th International Congress on Environmental Modelling and Software
  2026 S. Kumari, D. Ayala-Cabrera, and S. Dev Clustering-Based Analysis of Water Masked Hyperspectral Data for Turbidity Interpretation 13th International Congress on Environmental Modelling and Software
  2026 S. Kimaryo, J. Francés-Chust, S. Dev, and D. Ayala-Cabrera Spatial-Temporal Learning for Short-Term Leak Predictions: A U-Net Perspective 13th International Congress on Environmental Modelling and Software
  2026 B. Huang, W. Yao, S. Chen, G. Wang, Q. Wang, and S. Dev MoCrop: Training Free Motion Guided Cropping for Efficient Video Action Recognition Proceedings of the 2026 IEEE International Joint Conference on Neural Networks (IJCNN)
  2026 I. R. Nijhum, I. H. Mithila, D. Ayala-Cabrera, and S. Dev Can Self-Distillation Improve the Performance of Efficient CNNs for Cloud Recognition? 13th International Congress on Environmental Modelling and Software
  2026 Ifran Rahman Nijhum, Ciarán Scanlon, and Soumyabrata Dev Design and Evaluation of a Dual-Spectrum Low-Cost Sky Imager for Enhanced Solar Prediction Measurement: Energy. DOI: https://doi.org/10.1016/j.meaene.2026.100103
  2026 Menatallah Abdel Azeem, Priyanshu Mishra, and Soumyabrata Dev Fluvial Flood Prediction in Ireland Utilizing Machine Learning Models Water Resources Management
  2026 I. R. Nijhum, D. Lillis, and S. Dev Evaluating the Role of Input Window Size and Horizon-Specific Models in Multi-Horizon Solar Irradiance Forecasting International Conference on Image Processing and Pattern Recognition (IC-IPPR 2026)
  2026 Y. Li, D. Ayala-Cabrera, and S. Dev Uncertainty-Aware BU-LSTM for Short-Term Rainfall Forecasting in Cork Using ERA5 Reanalysis Data 13th International Congress on Environmental Modelling and Software
  2026 S. Zhao, M. Byrne, D. Ayala-Cabrera, and S. Dev. Semi-Automatic Semantic Masking for Improved Glacier 3D Reconstruction 13th International Congress on Environmental Modelling and Software
  2026 Md Yearat Hossain, Soumyabrata Dev End-to-End Fusion of RGB and Low-Resolution NIR for Enhanced Crop-Specific NIR Generation Computers and Electronics in Agriculture. DOI: https://doi.org/10.1016/j.compag.2026.111582
  2026 Priscilla Adong, and Soumyabrata Dev Explainable AI-Driven Domain Adaptation for PM2.5 Estimation from Aerosol Optical Depth NeurIPS 2026 Workshop WiML
  2026 M. Shabanian-Poodeh, M. Shafie-khah, F. Golzar, S. Dev, R. Kia, and N. D. Hatziargyriou A Lightweight Resilient Federated Learning Framework for Distributed PV Generation Forecasting 26th International Conference on Environment and Electrical Engineering & 10th Industrial and Commercial Power Systems Europe
  2026 Sukriti Dhang, Fucheng Zheng, Peter Han Joo Chong, Mimi Zhang and Soumyabrata Dev Occlusion-Aware Advertisement Placement in Soccer Penalty Area Multimedia Tools and Applications, 85(611). DOI: https://doi.org/10.1007/s11042-026-21756-y
  2026 Sicheng Zhao, Arjun Pakrashi, and Soumyabrata Dev Towards Efficient 3D Gaussian Splatting Reconstruction with PairVPR-Based Image Selection: A Glacier UAV Case Study Applied Computing and Geosciences. DOI: https://doi.org/10.1016/j.acags.2026.100378
  2026 P. Dey, S. Dev, and B. S. Phelan PollutionNet: A Vision Transformer Framework for Climatological Assessment of NO2 and SO2 Using Satellite-Ground Data Fusion Theoretical and Applied Climatology. DOI: https://doi.org/10.1007/s00704-026-06376-8
  2026 Ifran Rahman Nijhum, Md Shihab Reza, and Soumyabrata Dev Efficient Cloud Segmentation from Nychthemeron and Multi-Regional Ground-based Sky Images The Visual Computer
  2026 Binhua Huang, Zhe Cui, Wendong Yao, Yue Li, and Soumyabrata Dev Training-Efficient Video Action Recognition Through Vision-Language Semantic Priors and Compressed-Domain Motion Fusion The Visual Computer
  2026 Ifran Rahman Nijhum, Md Yearat Hossain, Md Shihab Reza, Md Mahbub Hasan Rakib, and Soumyabrata Dev Visual-Conditioned Prompting for All-in-One Remote Sensing Image Restoration Signal Processing: Image Communication
  2025 Sukriti Dhang, Mimi Zhang and Soumyabrata Dev LaBINet - An Approach for Seamlessly Integrating New Advertisement into an Existing Scene IEEE Transactions on Artificial Intelligence, 6, pp2281-2290. DOI: https://doi.org/10.1109/tai.2025.3544595
  2025 R. Das and S. Dev Optimizing Student Engagement Detection using Facial and Behavioral Features Neural Computing and Applications
  2025 Y. Li and H. Wang and S. Wang and J. Xu and Y. H. Lee and S. Dev BSANet: A Bilateral Segregation and Aggregation Network for Real-time Cloud Segmentation Remote Sensing Applications: Society and Environment
  2025 Y. Li and H. Wang and J. Zhang and J. You and J. Xu and P. Wu and Y. Xiao and S and Dev Segregation and Context Aggregation Network for Real-time Cloud Segmentation
  2025 P. Adong and E. Bainomugisha and S. Dev Evaluating machine learning methods for PM2.5 estimation using satellite AOD, low-cost and reference-grade monitors in Kampala International Journal of Environmental Science and Technology
  2025 I. R. Nijhum and M. S. Reza and S. Dev Tiny-UCloudNet: Memory Efficient Ground-based Cloud Segmentation Network
  2025 C. O’Sullivan and S. Dev The Impact of Data Augmentations on Coastal Image Segmentation Models
  2025 S. Azadnejad and A. Kandiri and A. Hrysiewicz and F. O’Loughlin and EP. Holohan and S. Dev and S. Donohue Application of deep learning for coherent pixel selection in time series InSAR for urban area and transport infrastructure monitoring International Journal of Applied Earth Observation and Geoinformation
  2025 Y. Li and H. Wang and J. Xu and P. Wu and Y. Xiao and S. Wang and S. Dev DDUNet: Dual Dynamic U-net For Highly-efficient Cloud Segmentation
  2025 P. Dey and S. Dev and B. Schoen-Phelan FewShot-AIRNET: Temporal 2D-Variation Modeling for Air Pollution Forecasting
  2025 R. Das and S. Dhang and M. Zhang and S. Dev AdMoteNet: Adaptive Network for Emotion Understanding in Visual Content
  2025 I. R. Nijhum and T. Akinola and M. E. Ali and S. Dev Optimizing Lightweight Photovoltaic Forecasting Models: A Distillation Approach
  2025 M. S. Pathan and P. Nadella and Y. U. Haq and S. Chaudhury and J. Wu and A. Nag and Soumyabrata Dev A Systematic Analysis of Meteorological Parameters in Predicting Rainfall Events IEEE Access
  2025 Y. Li and H. Wang and J. Xu and Z. Ma and P. Wu and S. Wang and S. Dev CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image Segmentation
  2025 Y. Zhang and A. Pakrashi and S. Dev Multi-Regional CO₂ Emission Forecasting Using Advanced Machine Learning and Temporal Feature Engineering Environmental Modelling and Software
  2025 P. Dey and S. Dev and B. Schoen-Phelan Efficient Vision Transformer Framework: Near-Surface O3 Prediction with Missing Satellite Data
  2025 C. O’Sullivan and S. Dev Weighted Context: A Global Interpretation Method for Image Segmentation Models
  2024 Sukriti Dhang, Prasanjit Dey, Mimi Zhang, Soumyabrata Dev USE-NET: Satellite Data-Based Framework for Optimizing Billboard Placement in Urban Areas 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024
  2024 Jiantao Wu, Fabrazio Orlandi, Declan O'Sullivan. Soumyabrata Dev On the Use of Virtual Knowledge Graphs to Improve Environmental Sensor Data Accessibility IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17, pp6671-6682. DOI: https://doi.org/10.1109/JSTARS.2024.3370389
  2024 Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev Leveraging Knowledge Graphs for Enhancing Climate-Resilient Agricultural Analysis IEEE 9th International Conference on Computational Intelligence and Applications (ICCIA), pp241-245. DOI: https://doi.org/10.1109/ICCIA62557.2024.10719340
  2024 Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev LinkedGeoClimate: An Interoperable Platform for Climate Data Access Within Geographical Context IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17, pp10352-10366. DOI: https://doi.org/10.1109/JSTARS.2024.3391922
  2024 Sukriti Dhang, Mimi Zhang and Soumyabrata Dev AdSegNet: A deep network to localize billboard in outdoor scenes Signal, Image and Video Processing, 18, pp7221-7235. DOI: https://doi.org/10.1007/s11760-024-03388-7
  2024 R. Das and S. Dhang and S. Dev Integrated Approach for Simultaneous Estimation of Emotional States and Valence-Arousal Levels in Facial Images
  2024 S. Kumari and J. Wu and D. Ayala-Cabrera and S. Dev Effective Water Body Extraction from Hyperspectral Data: A Focus on Unsupervised Band Indices
  2024 Y. Li and H. Wang and S. Wang and Y. H. Lee and M. S. Pathan and S. Dev UCLOUDNET: A Residual U-net with Deep Supervision for Cloud Image Segmentation
  2024 P. Dey and S. Dev and B. S. Phelan Predicting Multivariate Air Pollution: A Gaussian-Mixture Nested Factorial Variational Autoencoder Approach IEEE Geoscience and Remote Sensing Letters
  2024 S. Kumari and P. Dey and D. Ayala-Cabrera and S. Dev Attention-Based ResNet for Accurate Water Body Classification Using Spectral Indices

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