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ary-ban/README.md

Hi, I'm Aryaman

Featured: Computer Vision (2 projects)

Quick demos + what I built. Full code in linked repos.

1) Edge Vision Swarm (Multi-agent YOLO + Coordinator)

Repo: https://github.com/ary-ban/edge-vision-swarm-demo

  • Two “agents” run YOLOv8 (ONNXRuntime) and send detections to a Coordinator.
  • Hungarian assignment deconflicts targets; center “nudge” logic for smooth handoff.
  • ONNX export + optional INT8 quant; real-time overlays.

Tech: Python, OpenCV, ONNXRuntime, SciPy, UDP sockets
What I built: UDP JSON protocol, cross-agent fusion on shared X-axis, Hungarian assignment, overlays, ONNX/INT8 tools.


2) Face Recognition – Multi-Pipeline (Final: InsightFace ArcFace + SQLite)

Repo: https://github.com/ary-ban/FaceRecog

  • Tried multiple backbones (Facenet, ArcFace, dlib); picked InsightFace/ArcFace after papers + trials.
  • Detection fixed with YOLOv8; embeddings stored in SQLite; cosine similarity search.
  • Includes pricing model spreadsheet and notes on when vector DBs make sense.

Tech: Python, InsightFace, Ultralytics, OpenCV
What I built: Final pipeline selection & eval, DB-backed embedding store, pricing analysis, reproducible scripts.


If you'd like broader work samples (ML, systems, course projects), I'm happy to share a tailored list on request.

Pinned Loading

  1. edge-vision-swarm-demo edge-vision-swarm-demo Public

    Python

  2. FaceRecog FaceRecog Public

    Python