Cairo, Egypt Gmail: [email protected] Phone: +201284400156
2015 - 2019
Ranked 2nd out of 135, GPA: Very Good.
Graduation Project Grade: Excellent.
January 2020 - August 2022
- Working on Video Analytics projects to turn Riyadh city into a smart city.
- Training and finetuning SOTA models like YoloV4, Faster RCNN, etc..
- Working on challenging real-life projects using state-of-the art trackers.
- Dataset creating, cleaning, ..etc
- Hands-on experience with Deepstream | Nvidia TLT.
- Hands on experience with using, modifying Gstreamer pipelines in Python.
March 2019 - May 2019
-I was a research and development intern at Valeo, I worked on autonomous driving and participated in CARLA challenge representing Valeo in the challenge.
-The challenge was mainly about using deep learning to allow a simulated car to pass a couple of scenarios which show how good the car is at autonomous driving and how good the car passes the scenarios.
Using information obtained from tracker, I was able to detect anomalies by calculating pixel velocities and direction of vehicles moving and from that information a normal range of velocities and magnitudes was generated and any outliers were considered anomalies which cause or had accidents.
Implemented with Python and OpenCV, using YoloV4 and Nvidia's Deepstream 5 NvDCF tracker.
Implemented with Python, using background subtraction SubSENSE algorithm.
Creating analytics based on vehicle colors and/or type, for example, a video would be created of all the red cars that pass along a certain street. The analytics are extracted from a given long video of the camera's feed or a live feed from cameras, implemented using Yolo with a tracker on Deep Stream.
The graduation Project, implemented with Python, Keras and OpenCV, a deep learning model was created in which a pretrained VGG-16 model is followed by an LSTM to extract temporal features and then it was trained on those extracted features to decide if violence existed or not. A dataset was created and added on Kaggle, can be found here.
I presented the publication about it in the presence of leading researchers and scientists. Publication can be found here.
December 2019