My projects
Personal & academic projects I worked on.
AI Thermometer
Contactless Temperature Measurement with IR & RGB Cameras
This project uses Facial Detection and radiometric IR measurement in order to determine person’s facial temperature. Hardware and software are freely available on github. Highlights:
- DNN-based Facial Detection with RGB camera.
- Contactless temperature measurement with IR camera.
- Option for auto-calibration with external reference (blackbody).
- The project was awarded as Project of the Month by Nvidia.
- I presented AI Thermometer during a GTC’21 session
Wildfire Detecting Drone
In this project I implemented and deployed DNN-based wildfire detection with RGB camera.
- Trained DNN for fire detection
- Scrapped and hand annotated dataset of 10k fire scenes
- Trained model to achieve 94.7% accuracy and 98.7% sensitivity
- Deployed DNN on Nvidia Jetson Drone
- Tested over an 80-acre wildfire with Sacramento Metro Fire Dept
Wildfire Simulation
A project simulating and visualizing the dynamic behavior of a wildfire. Built as an evironment to train RL agents.
- Simulates the effect of wind direction on the spread
- Can run with custom fuel distribution
- Adapted the approach from this paper
- Optimized the approach from \( O(n^4) \rightarrow O(n \cdot log(n) \)
- Runs on 10M cell lattice at \( 20FPS \)
- I’m working on scaling this approach further with CUDA.
Autonomous Vehicle Camera + Radar Perception
In this project I retrofitted a 1999 Mercedes CLK with:
- RTK GNSS,
- stereo cameras,
- automotive radar
- Nvidia Jetson Nano.
Then, I trained & implemented 2D perception (mRCNN-based), radar processing pipeline & image+radar fusion. As a last step I tested the system on the road. For more information go to related paper. On the right you can watch a short video demonstrating the mask-RCNN 2D perception on SJSU campus.
Paper Search Engine
Search all AI papers on arxiv.org in \(\lt 1ms\)
The app rapidly compares user query against abstracts of all CV/AI/ML papers available on arxiv.org. I wrote it to ensure that someone didn’t come up with idea before. The app also allows you to find papers similar to your research interests.
- A typical query takes 1ms to process.
- Paste full abstract of an interesting paper to find similar papers.
- You can search 30 years of AI research in a fraction of a second!
PCB Business Card with Proto Board
A PCB businesss card with matt black soldermask looks and feels much better than a boring paper business card. It has a small prototyping area on the side, and makes a great converstaion starter! The schematic and board files are available on my github.