ANAS KHAN

Worked for building the Advanced Riders Assistance System Software.
Wrote the code for front collision and rear collision.
Defined custom Regions of Interest (ROI) for efficient detection at specific distances, ensuring that front collisions were detected within 50 metre and rear collisions within 150m.
Improved the model for day and night time and reached an mAP of 86% using various image processing techniques and fine tuning the model.
Did model optimization and improved the latency of the models to 15 fps using dynamic quantization and 30% structured pruning.
Built an image processing pipeline for vehicle detection using contours, morphological operations, hough circles etc to recognise headlight in pitch dark conditions.

Worked for building the Advanced Riders Assistance System Software. wrote the code for Front collision and Rear Collision. Defined custom Regions of Interest (ROI) for efficient detection at specific distances, ensuring that front collisions were detected within 50 metre and rear collisions within 150m. Improved the Model for Day and Night Time and reached an mAP of 86% using various image Processing Techniques and fine Tuning The model. Did model optimization and Improved the Latency of the models to 15 fps using Dynamic Quantization and 30% structured pruning. Build an Image Processing Pipeline for vehicle Detection using contours, morphological operations, hough circles etc to recognize headlight in pitch dark conditions.

Did Benchmarking using yolov5 and Mobilenet SSD for Driver Monitoring system product and handled GCP to Train and Manage data. converted the DMS Models from torch to Tflite for easy deployment on rpi. worked on a project for building Heatmap for Shubham K Mart Raipur to analyse the time spend by customers on each section of the store.

Did benchmarking using yolov5 and Mobilenet SSD for Driver Monitoring system product and handled GCP to train and manage data.
Converted the DMS models from torch to Tflite for easy deployment on rpi.
Worked on a project for building heatmap for Shubham K Mart Raipur to analyse the time spend by customers on each section of the store.

Worked on various tasks in python for ANPR product.
Worked on building Face Recognizer model for ANPR product.
Worked on image processing and object detection using YoloV5 to build and improve models for drowsiness detector product.