Insights from ablation studies led to MegaDescriptors, optimized with Swin-transformer and ArcFace loss, excelling in animal re-identification across all datasets.
MegaDescriptors show superior performance even in unseen domains, leveraging features beyond cattle-specific characteristics compared to CLIP and DINOv2 models.
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