Projects · 01

AI & Computer Vision

Object detection, OCR, image classification and technical-drawing models for industry and games.

← Back to the portfolio

  1.   Paredes, J. “OCR Weapon Detection in Counter-Strike 2, Captures the screen and detects weapon names in Counter-Strike 2 using Optical Character Recognition (OCR).
    [code]

  2.   Paredes, J. “Fluorescent Penetrant Inspection Test, Detection of liquid penetrant test with AI” (YOLO11) Development of object detection models tailored for metallurgy companies. (FPI, DP, LPI, PT)
    [model] [code]

  3.   Paredes, J. “Data Extraction from DXF Files for entity identification in technical drawings” Implementation of deep learning algorithms for the recognition and classification of technical drawings, enabling automated documentation handling.
    [code]

  4.   Paredes, J. “Welding Defects Detector, detection of welding defects with AI” (YOLO11) Development of object detection models tailored for metallurgy companies.
    [model] [code]

  5.   Paredes, J. “Image & Vision Classification of Futurama Frames” Identification characters in Futurama frames - Kaggle Competition 🥉3º position - ResNet152 & Keras/Tensorflow
    [kaggle] [code]

  6.   Paredes, J. “AI-YOLO Object Detection” - AI-YOLO Project for Object Detection and Computer Vision.
    [code]

  7.   Paredes, J. “LoL Map Tracking Object Detection” - League of Legends object detection and minimap tracking.
    [code]

Model releases

Standalone model cards and versioned releases behind the computer-vision work.

  1. “Counter Strike 2 Weapon Detector” - Weapon Identification of CS2 (YOLO12m) 2025
    [model] [github]
  2. “Welding Defects Detector” - Detection of welding defects with AI (YOLO11x) 2024
    [model] [github]
  3. “Liquid Penetrant Test (DP, LPI, PT)” - Detection of liquid penetrant test with AI (YOLO11l) 2024
    [model] [github]
  4. “Counter Strike 2 Players Detector” - Players Identification of CS2 (YOLO12s) 2025
    [model] [github]
  5. “Counter Strike 2 Players Detector” - Players Identification of CS2 (YOLOv9, YOLOv10 & YOLO11) 2024
    [model] [github]
  6. “Valorant Players Detector” - Players Identification of Valorant (YOLOv10 & YOLO11) 2024
    [model] [github]
  7. “Fortnite Players Detector” - Players Identification of CS2 (YOLO11) 2024
    [model] [github]
  8. “OverWatch 2 Players Detector” - Players Identification of OW2 (YOLO11) 2024
    [model] [github]
  9. “Deadlock Players Detector” - Players Identification of Deadlock (YOLO11) 2024
    [model] [github]
  10. “League of Legends Map Tracking” - Identification of all characters via the minimap (YOLO11) 2024
    [github]

Click here if you'd like to collaborate with me:)