Computer Vision for Livestock & Agriculture
Turn farm imagery and video streams into structured operational observations. We develop, fine-tune, and integrate object detection, posture classification, and video analytics models—anchored by our flagship GrazeAI livestock behavior engine.
Current Frame Behavior Classification
Output from the preserved POST /detect endpoint using trained YOLO11s weights.
Technical Transparency Note: These figures reflect a specific historical validation dataset on our trained YOLO11s weights (best.pt), not guaranteed production accuracy across all farms. Real-world performance depends on camera placement, lighting, occlusion, and species, and typically requires site-specific validation.
From Image Inference to Multi-Frame Video Analytics
Agricultural environments present challenging lighting, dust, occlusion, and camera angles. We build vision pipelines engineered specifically for field and barn realities.
Image Analysis & Object Detection
Localize animals, fruits, or field equipment in still photographs with bounding-box coordinates and confidence thresholds (e.g., YOLO11s).
Video Analysis & Temporal Smoothing
Process recorded MP4/AVI barn footage or frame samples with multi-frame track confirmation (Behavior Engine V3) to filter out single-frame flicker.
Behavioral & Posture Classification
Classify group livestock activity into Eating, Lying, and Standing states to establish baseline pen routines and investigate anomalies.
Custom Dataset Curation & Training
Collect, annotate, and train custom vision models for specific livestock breeds, poultry houses, or high-tunnel vegetable crops (cucumber, tomato).
Edge & Cloud Model Deployment
Deploy inference via FastAPI microservices (REST /detect & /detect-video) on cloud GPUs or local on-farm workstations.
Farm Software Integration
Store vision job outputs, annotated media, and behavioral summaries directly alongside herd health and feeding records in FarmOS.
Genuine GrazeAI Video Processing Snapshots
Actual frames captured from our local GrazeAI video detection pipeline (E:\practice\cow_detector_test.mp4).
Plan a Computer Vision or GrazeAI Deployment
Tell us whether you want to evaluate GrazeAI on your livestock camera footage, integrate image analysis into an existing app, or train a custom agricultural vision model.