Lead CVML Engineer @JohnDeere | M.Tech @COEP
Robotics Engineer | Computer Vision & Embedded ML Specialist
📧 souringhosh1[AT]live.com • 🌐 GitHub • Google Scholar
Robotics Engineer with 12+ years of experience building and deploying real-time CV/ML systems on embedded platforms for agriculture, automotive, and healthcare. Passionate about deep learning, MLOps, and building robust solutions that scale on the edge.
M.Tech Dissertation:
Investigated melt pool dynamics during laser cladding and sintering with Phantom Flex v311 camera. Proposed image-processing-based methods to correlate laser parameters with build quality.
Schlieren Flow Visualization:
Captured sound waves in air using high-speed video (40,000 fps) and custom optics.
IUCAA + Arvind Gupta Toys:
Recorded slow-motion videos of science toys during an outreach project with IUCAA and Arvind Gupta. Arvind Gupta TED Talk
Table Tennis Stroke Prediction:
This is a work towards developing a wearable Body Sensor Network(BSN) for Table Tennis(TT) stroke detection through self-learned features. By capturing acceleration and rotation parameters using Inertial Measurement Unit (IMU) sensors mounted on the player forearm and shoulder while playing a TT stroke, a neural network has been trained to predict forehand and backhand shots. The model runs on Arduino Nano 33 BLE and achieves a real-time prediction accuracy of 90.7%.
📄 Publication (IEEE)
Acute Lymphoblastic Leukemia (ALL) Detection
Image-based detection of blood cancer using peripheral blood smears.
📄 Publication (IEEE)
ECG Compression using Differential Edge + RLE
A new approach to compress the ECG signal through Run Length Encoding (RLE). Instead of directly applying RLE to the ECG signal, it has been applied to the edge transitions of the PQRST cycle difference taken at each consecutive sample. The algorithm gives us better compression ratios than conventional RLE based approaches and also enables us to retrieve the signal with a low PRD of 1.32% and a high SNR of 78.65 dB.
📄 Publication (IEEE)
| Project | GitHub Link |
|---|---|
| Leukemia Detection (ALL) | 🔗 github.com/sourin/leukemia-detector |
| ECG Compression | 🔗 github.com/sourin/ecg-compressor |
| Audio FFT Compressor | 🔗 github.com/sourin/audio-fft |
| Camera calibration using quaternions | 🔗 Repo Link |
| COEP Dissertation Template (created by me) | Download |
Soil Compaction Detection via Imaging
📄 Patent
Drone-based Vehicle Camera Calibration
📄 Patent
4 Peer-Reviewed Publications
📄 Google Scholar
Ph.D., IIT Bombay — Signal & Image Processing
Graph-Based Domain Generalization for Medical Imaging (2021–Present)
Open to research collaborations, productizing CV/ML for embedded systems, and solving real-world problems through engineering. Feel free to reach out!