Metric Learning on CARS196

Metric: R@1 (higher is better)

LeaderboardDataset

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#	Model↕	R@1▼	Augmentations	Paper	Date↕	Code
1	Unicom+ViT-L@336px	98.2	Yes	Unicom: Universal and Compact Representation Lea...	2023-04-12	Code
2	Hyp-DINO 8x8	92.8	No	Hyperbolic Vision Transformers: Combining Improv...	2022-03-21	Code
3	NED	91.5	No	Calibrated neighborhood aware confidence measure...	2020-06-08	-
4	ResNet-50 + Intra-Batch (ensemble of 5)	91.5	No	Learning Intra-Batch Connections for Deep Metric...	2021-02-15	Code
5	ResNet-50 + AVSL	91.5	Yes	Attributable Visual Similarity Learning	2022-03-28	Code
6	EfficientDML-VPTSP-G/512	91.2	Yes	Learning Semantic Proxies from Visual Prompts fo...	2024-02-04	Code
7	CCL (ResNet-50)	91.02	No	Center Contrastive Loss for Metric Learning	2023-08-01	-
8	ResNet50 + Language	90.2	Yes	Integrating Language Guidance into Vision-based ...	2022-03-16	Code
9	ResNet-50 + Metrix	89.6	Yes	It Takes Two to Tango: Mixup for Deep Metric Lea...	2021-06-09	Code
10	ResNet50 + S2SD	89.5	Yes	S2SD: Simultaneous Similarity-based Self-Distill...	2020-09-17	Code
11	Recall@k Surrogate loss (ViT-B/16)	89.5	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
12	ResNet-50 + Cross-Entropy	89.3	Yes	A unifying mutual information view of metric lea...	2020-03-19	Code
13	Hyp-DINO	89.2	No	Hyperbolic Vision Transformers: Combining Improv...	2022-03-21	Code
14	ResNet50 + NIR	89.1	Yes	Non-isotropy Regularization for Proxy-based Deep...	2022-03-16	Code
15	Margin + DAS	88.34	No	DAS: Densely-Anchored Sampling for Deep Metric L...	2022-07-30	Code
16	BN-Inception + Proxy-Anchor	88.3	Yes	Proxy Anchor Loss for Deep Metric Learning	2020-03-31	Code
17	Recall@k Surrogate loss (ResNet-50)	88.3	No	Recall@k Surrogate Loss with Large Batches and S...	2021-08-25	Code
18	ResNet-50 + Intra-Batch	88.1	No	Learning Intra-Batch Connections for Deep Metric...	2021-02-15	Code
19	ABE + HORDE	88	Yes	Metric Learning With HORDE: High-Order Regulariz...	2019-08-07	Code
20	MS + SEC + DAS	87.8	No	DAS: Densely-Anchored Sampling for Deep Metric L...	2022-07-30	Code
21	ResNet50 + DiVA	87.6	Yes	DiVA: Diverse Visual Feature Aggregation for Dee...	2020-04-28	Code
22	ProxyAnchor + DIML	87.01	Yes	Towards Interpretable Deep Metric Learning with ...	2021-08-12	Code
23	ResNet-50 + ProxyNCA++	86.5	Yes	ProxyNCA++: Revisiting and Revitalizing Proxy Ne...	2020-04-02	Code
24	Gradient Surgery	86.5	No	Dissecting the impact of different loss function...	2022-01-27	-
25	Hyp-ViT	86.5	Yes	Hyperbolic Vision Transformers: Combining Improv...	2022-03-21	Code
26	Group Loss	85.6	No	The Group Loss for Deep Metric Learning	2019-12-01	Code
27	ABE-8-512	85.2	Yes	Attention-based Ensemble for Deep Metric Learning	2018-04-02	-
28	BN-Inception + SoftTriple	84.5	Yes	SoftTriple Loss: Deep Metric Learning Without Tr...	2019-09-11	Code
29	ResNet50 (128) + PADS	83.5	Yes	PADS: Policy-Adapted Sampling for Visual Similar...	2020-03-24	Code
30	CircleLoss	83.4	No	Circle Loss: A Unified Perspective of Pair Simil...	2020-02-25	Code
31	EPSHN(512)	82.7	No	Improved Embeddings with Easy Positive Triplet M...	2019-04-08	Code
32	ResNet50 (128) + MIC	82.6	Yes	MIC: Mining Interclass Characteristics for Impro...	2019-09-25	Code
33	ResNet-50 + Margin	79.6	Yes	Sampling Matters in Deep Embedding Learning	2017-06-23	Code
34	GoogLeNet + HDML	79.1	Yes	Hardness-Aware Deep Metric Learning	2019-03-13	Code
35	EPSHN(64)	75.5	No	Improved Embeddings with Easy Positive Triplet M...	2019-04-08	Code
36	SCT(64)	73.2	No	Hard negative examples are hard, but useful	2020-07-24	Code