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evanpetersen919/README.md

Evan Petersen

CS @ Cal State San Marcos · Data Science Minor · Expected May 2027

LinkedIn · Email · Portfolio


About

I'm a CS senior at Cal State San Marcos, minoring in Data Science, graduating May 2027.

I've interned as a Data Scientist at HealthSpanIQ and an AI Engineer at Nutriverse. At Nutriverse I built CV and multimodal LLM pipelines; at HealthSpanIQ I built automated data validation tooling.

My research is on synthetic data for autonomous driving. I train object detectors in simulation and test them on real driving datasets to see how much simulation detail is actually needed.

Outside of research, I've spent the past year building VantageCV, an open-source UE5 engine that generates synthetic driving data with 11 annotation types including LiDAR, object detection, and segmentation.


Current Work

Current work


Other Projects

  • VantageCV - Synthetic CV dataset generator for AV perception research, built in Unreal Engine 5 with a Python control pipeline for annotated training data
  • TripSaver - Multi-tier scene understanding pipeline with CV and LLM fallback
  • Turbofan-Health-Prediction - Predictive maintenance for aircraft engines using the NASA C-MAPSS dataset
  • NIH-Chest-Disease-Classifier - Multi-label classification of chest diseases from X-ray images with ResNet50

Pinned Loading

  1. VantageCV-Remastered VantageCV-Remastered Public

    Procedural driving scenes rendered in Unreal Engine 5 with pixel-exact labels, plus an open research log on how well detectors trained on them transfer to real photos (BDD100K, Cityscapes).

    Python 2

  2. VantageCV VantageCV Public

    VantageCV is an Unreal Engine 5 and Python-based synthetic dataset generator for autonomous vehicle perception, producing annotated imagery across 7 capture locations with 6 weather states, 6 times…

    Python 3

  3. SwarmSim SwarmSim Public

    Deterministic C++17 drone swarm simulator. Lockstep threads, UDP/TCP channel, bursty packet loss, weather-degraded LiDAR, Kalman neighbor prediction. Benchmarks formation; Unreal Engine 5.4 viewer.

    C++ 2

  4. TripSaver TripSaver Public

    Full-stack AI web app for image-based landmark recognition and visual search, combining multiple computer vision models with serverless AWS inference and a Next.js frontend.

    Python 2