Nawras Boqiev

Accomplishments: - improved a model for door detection by 10% - built multitask model for floorplan segmentation and joint detection with 85% IoU and 88% f1 of joints - developed generators of synthetic floorplans and architectural symbols, which resulted in an improvement of 18% to 69% for different models - organized the floorplan annotation process, new data allowed to increase the IoU by 8% Overall, my work has allowed estimators to achieve 50-90% time savings on takeoffs

Accomplishments: - developed an algorithm that detects free parking spaces and is resistant to non-compliance with markings - developed a free parking space verification system based on classic approaches to reduce FPs by 15% - developed a car monitoring module - developed data collection/annotation pipeline to create a dataset - built model for car segmentation with 93% mAP - developed back-end that served 100 cameras - developed a skill for Voice Assistant as an interface