EfficientDML-VPTSP-G/512

Reported on 4 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology3 results

Metric LearningonCARS196
R@1· uses extra data· 2024-02-04
91.2
best: 98.2 (Unicom+ViT-L@336px)
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning arXiv:2402.02340
Metric Learningon CUB-200-2011
R@1· uses extra data· 2024-02-04
88.5
best: 90.1 (Unicom+ViT-L@336px)
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning arXiv:2402.02340
Metric LearningonIn-Shop
R@1· uses extra data· 2024-02-04
92.1
best: 96.7 (Unicom+ViT-L@336px)
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning arXiv:2402.02340

Computer Vision1 result

Image RetrievaloniNaturalist
R@1· 2024-02-04
84.5
best: 88.9 (Unicom+ViT-L@336px)
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning arXiv:2402.02340