Hi, I'm Ripon Saha

Final Year Ph.D. Student
Computer Engineering at Arizona State University

My research expertise lies at the intersection of deep learning and computational imaging, where I develop solutions for complex computer vision challenges. I specialize in designing neural architectures for image restoration, object detection, and generative modeling, with a particular focus on real-world applications in challenging atmospheric conditions.

I've gained valuable industry experience through internships at Kitware Inc. (transformer-based video understanding), Alphacore Inc. (physics-informed deep learning), and Lightsense Technology Inc. (AI for Covid-19 detection using spectral signatures). My work combines classical computer vision with modern deep learning techniques for robust real-world solutions.

Ripon Kumar Saha

Areas of Expertise

Computer Vision

  • Atmospheric Turbulence Mitigation
  • Low-light Image Enhancement
  • Multi-frame Capture & Processing
  • Object Segmentation in Degraded Videos
  • Medical Image Analysis
  • Real-time Video Processing

Machine Learning

  • Deep Learning Model Development
  • CNN, RNN, LSTM Architectures
  • Physics-based Deep Learning
  • Transfer Learning & Fine-tuning
  • Multimodal Learning

Computational Photography

  • RAW Image Processing
  • HDR Imaging
  • Super-Resolution
  • Astrophotography
  • Automated Photo Enhancement
  • Multi-Camera System Analysis

Intelligent Systems

  • Biomedical Image Processing
  • Spectral Data Analysis
  • AI-assisted Diagnostics
  • Environmental Monitoring Systems
  • Long-range Observation Systems

AI Research & Development

  • Novel Algorithm Design
  • Research Paper Publication
  • Experimental Setup & Data Collection
  • Performance Optimization
  • Cross-disciplinary AI Applications

High-Performance Computing

  • GPU-accelerated Computing
  • Parallel Processing
  • Large-scale Data Analysis
  • Optimization for Real-time Applications
  • Cloud Computing Integration

Technical Skills

Programming Languages

Python MATLAB C C++ Java SQL Bash HTML 5 Swift PHP JavaScript CSS

Frameworks & Libraries

PyTorch Keras TensorFlow Fast.AI OpenCV Scikit NLTK NumPy Pandas Flask J2EE

Machine Learning & AI

CNN Transformers RNN LSTM GAN FCN Diffusion Models VAE KAN

Data Visualization

Tableau Microsoft PowerBI Seaborn Origin-Pro GraphPad

High-Performance Computing

Batch Scripting GPU Clusters Python Multi-Processing Dask Cython

Other Tools

Git Docker MySQL Adobe Creative Suite Unreal Engine

Recent Publications

MetaVIn: Meteorological and Visual Integration for Atmospheric Image Degradation Estimation

Saha, Ripon Kumar, Mccloskey S, Jayasuriya S

WACV 2025

Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulence

Ripon Kumar Saha, Qin D, e J, Li N, and Jayasuriya S

CVPR 2024

Unsupervised Region-Growing Network for Object Segmentation in Atmospheric Turbulence

Qin D, Saha, Ripon Kumar, Jayasuriya S, Ye J, and Li N

ECCV 2024

Awards & Recognition

University Grant Fellowship

Arizona State University ECEE

Research Excellence Award ($12,000)

2025

Graduate Research Day Award

Arizona State University

Winner in Information Sciences (PhD Category)

2024

1st Place Winner

BuildwithAI Hackathon

Out of 4,000 participants from over 70 countries

2020