Metric Learning on CARS196

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R@1

Rank	Model	R@1	Extra Training Data	Paper	Code	Year
1	Unicom+ViT-L@336px	98.2	✓	Unicom: Universal and Compact Representation Learning for Image Retrieval	OML-Team/open-metric-learning · deepglint/unicom · RocketFlash/easy_metric_learning	2023
2	Hyp-DINO 8x8	92.8		Hyperbolic Vision Transformers: Combining Improvements in Metric Learning	OML-Team/open-metric-learning · htdt/hyp_metric	2022
3	NED	91.5		Calibrated neighborhood aware confidence measure for deep metric learning		2020
3	ResNet-50 + Intra-Batch (ensemble of 5)	91.5		Learning Intra-Batch Connections for Deep Metric Learning	dvl-tum/intra_batch · DeryanurT/Final_Project	2021
3	ResNet-50 + AVSL	91.5	✓	Attributable Visual Similarity Learning	zbr17/avsl	2022
6	EfficientDML-VPTSP-G/512	91.2	✓	Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning	noahsark/parameterefficient-dml	2024
7	CCL (ResNet-50)	91.02		Center Contrastive Loss for Metric Learning		2023
8	ResNet50 + Language	90.2	✓	Integrating Language Guidance into Vision-based Deep Metric Learning	explainableml/languageguidance_for_dml	2022
9	ResNet-50 + Metrix	89.6	✓	It Takes Two to Tango: Mixup for Deep Metric Learning	billpsomas/Metrix_ICLR22	2021
10	ResNet50 + S2SD	89.5	✓	S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning	MLforHealth/S2SD	2020
10	Recall@k Surrogate loss (ViT-B/16)	89.5		Recall@k Surrogate Loss with Large Batches and Similarity Mixup	yash0307/RecallatK_surrogate · yash0307/recallatk	2021
12	ResNet-50 + Cross-Entropy	89.3	✓	A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses	jeromerony/dml_cross_entropy	2020
13	Hyp-DINO	89.2		Hyperbolic Vision Transformers: Combining Improvements in Metric Learning	OML-Team/open-metric-learning · htdt/hyp_metric	2022
14	ResNet50 + NIR	89.1	✓	Non-isotropy Regularization for Proxy-based Deep Metric Learning	explainableml/nonisotropicproxydml	2022
15	Margin + DAS	88.34		DAS: Densely-Anchored Sampling for Deep Metric Learning	lizhaoliu-Lec/DAS	2022
16	BN-Inception + Proxy-Anchor	88.3	✓	Proxy Anchor Loss for Deep Metric Learning	tjddus9597/Proxy-Anchor-CVPR2020 · zhen8838/Circle-Loss · QuocThangNguyen/deep-metric-learning-tsinghua-dogs	2020
16	Recall@k Surrogate loss (ResNet-50)	88.3		Recall@k Surrogate Loss with Large Batches and Similarity Mixup	yash0307/RecallatK_surrogate · yash0307/recallatk	2021
18	ResNet-50 + Intra-Batch	88.1		Learning Intra-Batch Connections for Deep Metric Learning	dvl-tum/intra_batch · DeryanurT/Final_Project	2021
19	ABE + HORDE	88.0	✓	Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings	pierre-jacob/ICCV2019-Horde	2019
20	MS + SEC + DAS	87.8		DAS: Densely-Anchored Sampling for Deep Metric Learning	lizhaoliu-Lec/DAS	2022