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Production-Grade Veterinary Pathogen Classifier

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@nikhilkum1r nikhilkum1r released this 26 May 19:33
· 4 commits to main since this release
v1.0.1
4ab83c9

🧬 ASTPredict v1.0.0 - Production Release

We are excited to present the production-ready release of ASTPredict, a robust offline mobile application designed to detect and classify 24 species of veterinary-relevant bacterial pathogens directly from agar culture plate photographs.

Built completely offline for One Health diagnostics, ASTPredict runs a high-performance YOLOv8 deep learning model entirely on-device, requiring no internet connectivity.

🌟 Key Features

  • Offline Deep Learning Inference: High-precision bacteriological colony classification powered by an integrated best_float32.tflite model.
  • Interactive Live Camera Preview: Designed with CameraX and custom petri dish alignment guide overlays to optimize photo capture angles and consistency.
  • Local Persistence (Room SQLite): Safely saves plate history, diagnostic metrics, timestamps, and species counts.
  • Configurable ML Thresholds: Adjust Confidence, Intersection over Union (IoU) limits, and Maximum Detection parameters on the fly under Settings.

🧬 Detectable Pathogen Species (24 Pathogens)

ASTPredict is optimized to detect major animal pathogens, assisting in fast diagnostic workflows including:

  • Staphylococcus aureus (Bovine mastitis, MRSA)
  • Escherichia coli (Enteric/calf scours)
  • Pseudomonas aeruginosa (Opportunistic wound pathogen)
  • Rhodococcus equi (Equine bronchopneumonia)
  • Salmonella enterica (Zoonotic salmonellosis)
  • ...and 19 other clinically significant veterinary pathotypes.

📦 Installation Guide (Sideloading)

  1. Download the pre-compiled app-release.apk attached below.
  2. Transfer it to your Android device (running Android 8.0 Oreo / API 26 or higher).
  3. Open the .apk file using any File Manager and allow the system permission to Install Unknown Apps.
  4. Launch ASTPredict and begin analyzing plates!

Allying artificial intelligence with point-of-care veterinary diagnostics to combat Antimicrobial Resistance (AMR).

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