Research Interests & Activities
Debjit Daw
Xilinx ZCU104 Development
Xilinx ZCU104 Development
Medical Image seg
Medical Image seg
Japan Exchange Program
Japan Exchange Program
Edge AI Testing
Edge AI Testing
Team Collaboration
Team Collaboration
Conference Presentation
Conference Presentation
Model Training
Model Training
Overview
Mathematics and Biological sciences always fascinated me, but computing was an acquired taste, which is why I studied Information Technology (IT) in my Bachelors degree. It was not only limited to computer architecture, but also extended to statistical applications for information processing. During this time, With sheer curiosity, I explored Android and web development, self- learned C# for game development, and tinkered around with Raspberry Pi, deploying a home server during vacations.I have also been working on a personal project on Xilinx Vitis AI runtime, where I am focused on quantising vision models like YOLOv8 and deploying them on FPGA boards like the ZCU104.
Research Topics
Computer Vision Applications
I am really interested in the domain of computer vision and constantly exploring this, by working closely with my professors
2 Publications
Large Language Models Orchestration
I have worked with LLMs for Nutrional Analysis and currently exploring further in this field.
1 Publication
IoT & Smart Infrastructure
I am focussed on researching on IoT devices, to their maximum capacity and have worked with sensor and computer vision based tasks for road infrastructure management and driver safety
2 Publications
Vision Model Quantization & Edge AI Deployment
Developing efficient vision models for edge devices via quantization techniques, ONNX Runtime optimization as well as VITIS AI based quantization for deployment on platforms like Xilinx ZCU104.
0 Publications
Healthcare Assistance Systems
I have worked with medical images and developed a Cloud-based diagnostic systems for overian cancer detection. I am really egar to contribute further in this domain
0 Publications