Domain Adaptable Fine-Tune Distillation Framework For Advancing Farm Surveillance
arXiv · · Notable
Summary
The paper introduces a framework for camel farm monitoring using a combination of automated annotation and fine-tune distillation. The Unified Auto-Annotation framework uses GroundingDINO and SAM to automatically annotate surveillance video data. The Fine-Tune Distillation framework then fine-tunes student models like YOLOv8, transferring knowledge from a larger teacher model, using data from Al-Marmoom Camel Farm in Dubai.
Keywords
farm surveillance · object detection · auto-annotation · knowledge distillation · YOLOv8
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