PSImera/AI-Apex-Stat-Detector-Models

🛠 Models for Apex-Stat-Detector-Discord-Bot

This repository contains two custom-trained models developed specifically for the AI-Apex-Stat-Detector-Discord-Bot:

1. 📄 OCR Model (EasyOCR) — for extracting Cyrillic stats text from Apex Legends profile screenshots
2. 🧠 Tier Classifier (LightGBM) — for evaluating player skill level based on recognized stats

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🔤 OCR Model – Cyrillic Text Recognition (EasyOCR)

This model is based on cyrillic_g2.pth, fine-tuned to recognize the font used in the Apex Legends in-game statistics page, which contains both Cyrillic and Latin characters.

It is designed to extract information such as damage, K/D, win rate, and other numeric indicators from game profile screenshots.

🖼 Sample Inputs

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🔧 OCR Model Info

• Framework: EasyOCR
• Base: cyrillic_g2.pth
• Character Set: Cyrillic + Latin
• Format: .pth
• Trained on: Custom annotated dataset
• Purpose: Enhanced recognition of Cyrillic text in low-resolution images with stylized fonts.

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🚀 OCR Usage Example

import easyocr

reader = easyocr.Reader(
    ["en", "ru"],
    model_storage_directory="models/EasyOCR_model",
    user_network_directory="models/EasyOCR_user_network",
    recog_network="apex_stats_detector",
)

results = reader.readtext("image.jpg")
print(results)