Sameer Hans

Research and Development Engineer @Eurecom

Biot, FR

Development of video processing tools enabling proactive surveillance using body worn cameras.* Development of a multimodal dataset using Body Cameras for face recognition, action recognition, object detection, and egocentric vision.* Processed and annotated video data for diverse tasks, including multi-class action recognition and fine-grained object detection.* Implementing code for dataset preprocessing and analysis.* Experiments using state-of-the-art methods and vision transformers for face detection and recognition in different environments and spectra (visible and infrared).* Comparative study made between cross-environment and cross-spectrum for face recognition.* Experiments with object detection and license plate recognition.* Evaluation of traditional models along with a vision transformer (TimeSFormer) for the task of action recognition, with actions specific to law enforcement scenarios.* Comparative study on the two different scenarios to evaluate the recognition performance in two different settings.* Comparative analysis of different deep learning architectures for user identification based on egocentric motion data.* Implementation of 2-stream network to experiment with RGB and optical flow frames.* Documenting and visualizing results.* Collaborated and worked with UPNM in Malaysia for Data acquisition.* Creation of lab sessions for the Image processing course.

DAV Public School

Secondary School

EURECOM

Master's degree, Data Science and Engineering

Manipal University Jaipur

Bachelor's degree, Information Technology

DAV Public School

High School, Science