Applied AI in Animal Behavior & Welfare

External Resource Hub

A curated collection of the primary research and AI tools discussed in this newsletter.

Wildlife

Collective Behavior Hub

Scientific foundations for tracking groups of animals as a single unit.

📄 Paper: Cattle-CLIP Framework 🔗 Source: Royal Society Interface
Welfare

Biometric ID Resources

Tools for non-invasive individual identification through vision.

🔗 Journal: Animal Frontiers (Ethics) 📄 Paper: Biometric Recognition Models
Sentience

Emotional Decoding

Primary sources for Facial Action Coding Systems (FACS) in diverse species.

🛠️ Program: animalFACS Training 🔗 Source: Paul Ekman Group
Datasets

MammAlps Open Data

Access to the Swiss Alps wildlife multimodal behavioral dataset.

💻 GitHub: MammAlps Repository 🔗 Website: Project Documentation
Market

Industry Forecasts

Reports on the $3B expansion of AI in veterinary and livestock care.

📈 Report: 2026 Global AI Health Market
Tech Tool

PoseR Tools

The automated behavioral scoring plugin for the Napari image viewer.

💻 GitHub: PoseR Plugin 🔗 News: Univ. of St. Andrews Archive