Mohamed Aladem
Papers
8
Total Citations
139
H-Index
6
About
Mohamed Aladem is a robotics and computer vision researcher whose work centers on autonomous navigation, visual perception, and efficient deep learning for mobile platforms. His research addresses some of the most pressing challenges in autonomous driving and mobile robotics, including real-time motion estimation, multi-object tracking, and scene understanding under constrained computational resources. Aladem's most recognized contribution, "A Single-Stream Segmentation and Depth Prediction CNN for Autonomous Driving" (2020, 42 citations), demonstrates his focus on multitask learning architectures designed for deployment on resource-limited embedded hardware. His complementary work on lightweight visual odometry (2018, 37 citations) introduced low-overhead ego-motion estimation systems compatible with stereo and RGB-D sensors, making accurate localization more accessible for real-world robotic systems. His 2019 combined tracking and odometry framework (23 citations) further reflects his ambition to integrate multiple perception capabilities into unified, practical pipelines. Notably, Aladem has also tackled the underexplored challenge of robust perception in low-illumination environments, publishing work on image enhancement for night-time visual odometry. His exploration of event cameras and CNN encoder comparisons showcases a broad and forward-looking research perspective. With over 130 cumulative citations, Aladem's contributions represent meaningful advances in making autonomous perception systems faster, lighter, and more reliable.
Research Focus
Key Achievements
Top Papers
- 1A Single-Stream Segmentation and Depth Prediction CNN for Autonomous Driving42 citations · 2020
- 2Lightweight Visual Odometry for Autonomous Mobile Robots37 citations · 2018
- 3A Combined Vision-Based Multiple Object Tracking and Visual Odometry System23 citations · 2019
- 4
- 5Robust Real-Time Visual Odometry for Autonomous Ground Vehicles7 citations · 2017
- 6A Multi-Cluster Tracking Algorithm with an Event Camera6 citations · 2019
- 7
- 8Image Preprocessing for Stereoscopic Visual Odometry at Night2 citations · 2018