#ablation-studies

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#metric-learning
Hackernoon
2 months ago
Data science

WildlifeDatasets: an Open-source Toolkit for Animal Re-identification: Ablation Studies | HackerNoon

Ablation studies validated model distillation choices for MegaDescriptor.
Optimal performance observed with Swin-B and ArcFace combination. [ more ]
Hackernoon
2 months ago
Data science

WildlifeDatasets: an Open-source Toolkit for Animal Re-identification: MegaDescriptor - Methodology | HackerNoon

Wildlife re-identification focuses on matching known identities to unseen images using local descriptors and metric learning methods. [ more ]
Hackernoon
2 months ago
Data science

WildlifeDatasets: an Open-source Toolkit for Animal Re-identification: Ablation Studies | HackerNoon

Ablation studies validated model distillation choices for MegaDescriptor.
Optimal performance observed with Swin-B and ArcFace combination. [ more ]
Hackernoon
2 months ago
Data science

WildlifeDatasets: an Open-source Toolkit for Animal Re-identification: MegaDescriptor - Methodology | HackerNoon

Wildlife re-identification focuses on matching known identities to unseen images using local descriptors and metric learning methods. [ more ]
moremetric-learning
Hackernoon
2 months ago
Data science

WildlifeDatasets: an Open-source Toolkit for Animal Re-identification: Performance Evaluation | HackerNoon

MegaDescriptors outperform existing models in animal re-identification, showcasing robustness and generalization capabilities. [ more ]
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