Umair Haroon
PhD student under Prof. Petia Radeva & Co. Prof. Ricardo Marques working on "3D Reconstruction & Object Volume Estimation"
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umairharoon@ub.edu
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Profile summary
Umair is a Predoctoral scholar at the Mathematics and Computer Sciences Department of the University of Barcelona, specializing in computer vision and deep learning. He holds a Master's Degree in Software Convergence from Sejong University, Seoul, South Korea. My expertise lies in conceptualizing and implementing advanced Deep Learning techniques for diverse computer vision tasks. In addition to his Master's research, he has developed a range of Machine Learning and Deep Learning models, including 2D-CNNs, 3D-CNNs, autoencoders, LSTM and its variants, and GRU for applications such as Action, Interaction, and Activity Recognition, Object Detection, Anomaly Detection, Image Retrieval, Surveillance Video Summarization, and Electricity Consumption Prediction. Currently, his focus is on leveraging Food and Nutrition data for Neural Radiance Field (NeRF), 3D Reconstruction, and Food Volume Estimation projects.
Latest publications
Umair Haroon has 6 publications on Google Scholar.
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Pre-NeRF 360: Enriching Unbounded Appearances for Neural Radiance Fields
2023 | Ahmad AlMughrabi, Umair Haroon, Ricardo Marques, Petia Radeva | arXiv preprint arXiv:2303.12234, 2023
Intelligent dual stream CNN and echo state network for anomaly detection
2022 | Waseem Ullah, Tanveer Hussain, Zulfiqar Ahmad Khan, Umair Haroon, Sung Wook Baik | Knowledge-Based Systems 253, 109456, 2022
A multi-stream sequence learning framework for human interaction recognition
2022 | Umair Haroon, Amin Ullah, Tanveer Hussain, Waseem Ullah, Muhammad Sajjad, Khan Muhammad, Mi Young Lee, Sung Wook Baik | IEEE Transactions on Human-Machine Systems 52 (3), 435-444, 2022
Deep Learning Assists Surveillance Experts: Toward Video Data Prioritization
2022 | Tanveer Hussain, Fath U Min Ullah, Samee Ullah Khan, Amin Ullah, Umair Haroon, Khan Muhammad, Sung Wook Baik, Victor Hugo C de Albuquerque | IEEE Transactions on Industrial Informatics, 2022
A Study of Human Interaction Recognition based on Dual-Stream Sequence Learning Framework
2022 | Umair Haroon
A comparative analysis of efficient CNN-based brain tumor classification models
2021 | Tanveer Hussain, Amin Ullah, Umair Haroon, Khan Muhammad, Sung Wook Baik | Generalization with deep learning: for improvement on sensing capability …, 2021
