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Drtamar/veterinary-fewshot-diagnostics

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App README

๐Ÿพ Veterinary Multimodal Diagnostic System

AI-powered veterinary diagnostic system using Few-Shot Learning with Prototypical Networks for multi-label disease classification in cats and dogs.

๐ŸŽฏ Features

  • โ€”Few-Shot Learning - Works with only 5 examples per disease
  • โ€”11 Disease Detection - Babesiosis, Ehrlichiosis, CKD, AKD, and more
  • โ€”Multimodal Integration - Blood, urine, vitals, biochemistry, demographics
  • โ€”Real-time Predictions - Instant diagnostic support
  • โ€”Interactive UI - User-friendly Streamlit interface

๐Ÿš€ Quick Start

  1. 1.Upload 5 CSV files
  2. 2.Select an encounter
  3. 3.Review patient data
  4. 4.Generate prediction

๐Ÿฅ Detectable Conditions

  1. 1.Healthy
  2. 2.Tick-Borne Disease
  3. 3.Babesiosis
  4. 4.Ehrlichiosis
  5. 5.Filariasis
  6. 6.Urinary Tract Infections
  7. 7.Chronic Kidney Disease (CKD)
  8. 8.Acute Kidney Disease (AKD)
  9. 9.Hepatozoon Infection
  10. 10.IMHA
  11. 11.Pneumonia

๐Ÿง  Architecture

  • โ€”Model: Prototypical Network
  • โ€”Embedding Dim: 256
  • โ€”Support Set: 65 examples (5-shot)
  • โ€”Features: 207
  • โ€”Threshold: 30%

โš ๏ธ Disclaimer

Research prototype - NOT for clinical use. Always consult qualified veterinarians.

๐Ÿ‘จโ€๐Ÿ’ป Author

Udavith-Reshanjana

๐Ÿ“„ License

MIT