README.md

metadata

title: Gambling Site Detector
emoji: 🐢
colorFrom: gray
colorTo: purple
sdk: gradio
sdk_version: 5.27.0
app_file: app.py
pinned: false
license: mit
short_description: Detects whether a website is related to gambling or not

🕵️ Indonesian Gambling Website Detection - Huggingface Space

This Space detects whether a website is related to gambling based on its screenshot and OCR text.

Features

• Single URL Prediction
• Batch URLs Prediction
• Screenshot capture using external API (apiflash)
• OCR extraction using a hybrid approach (OCR.Space API + EasyOCR fallback)
• Multimodal model (image + text fusion)

Instructions

1. Enter a website URL or upload a .txt file containing multiple URLs (one URL per line).
2. The system will:
   • Take a screenshot of the website.
   • Extract text using Tesseract OCR.
   • Predict if it is a Gambling or Non-Gambling site.

Model

• Fusion model (best_fusion_model.pth) trained with EfficientNet + IndoBERT.

Deployment

This Space requires:

• Gradio
• Torch
• Transformers
• EasyOCR
• Pillow
• Pandas
• Requests

Important Notes

⚡ Inference may take longer than expected because this Space runs on CPU-only hardware.
Performance is significantly slower compared to GPU-enabled environments like Google Colab.
Each prediction can take several minutes due to the complexity of multimodal fusion models (image + text processing).

For faster performance, consider running the model locally with a GPU, or upgrading to a GPU-enabled Huggingface Space.