Artificial Intelligence #lightweight distillation#sam
Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Livestock Monitoring
Researchers distilled SAM 3's 446M-parameter backbone into a 40.66M-parameter student, achieving 92.29% MOTA and 96.15% IDF1 on the Edinburgh Pig dataset. The pipeline runs on an NVIDIA Jetson Orin NX 16GB with 4.9GB headroom, enabling on-device individual-level livestock monitoring and longitudinal visual analytics.
Jun 16, 2026 1 source