Metric Learning on CUB-200-2011

Metric: R@1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide augmentations

#	Model↕	R@1▼	Augmentations	Paper	Date↕	Code
1	Unicom+ViT-L@336px	90.1	Yes	Unicom: Universal and Compact Representation Lea...	2023-04-12	Code
2	EfficientDML-VPTSP-G/512	88.5	Yes	Learning Semantic Proxies from Visual Prompts fo...	2024-02-04	Code
3	Hyp-ViT	85.6	Yes	Hyperbolic Vision Transformers: Combining Improv...	2022-03-21	Code
4	NED	74.9	Yes	Calibrated neighborhood aware confidence measure...	2020-06-08	-
5	CCL (ResNet-50)	73.45	No	Center Contrastive Loss for Metric Learning	2023-08-01	-
6	ResNet-50 + AVSL	71.9	Yes	Attributable Visual Similarity Learning	2022-03-28	Code
7	ResNet-50 + Intra-Batch Connections	71.8	Yes	Learning Intra-Batch Connections for Deep Metric...	2021-02-15	Code
8	ResNet-50 + Metrix	71.4	Yes	It Takes Two to Tango: Mixup for Deep Metric Lea...	2021-06-09	Code
9	ResNet50 + Language	71.4	Yes	Integrating Language Guidance into Vision-based ...	2022-03-16	Code
10	BN-Inception + Proxy-Anchor	71.1	Yes	Proxy Anchor Loss for Deep Metric Learning	2020-03-31	Code
11	ResNet50 + NIR	70.5	Yes	Non-isotropy Regularization for Proxy-based Deep...	2022-03-16	Code
12	ResNet50 + S2SD	70.1	Yes	S2SD: Simultaneous Similarity-based Self-Distill...	2020-09-17	Code
13	ResNet-50 + Cross-Entropy	69.2	Yes	A unifying mutual information view of metric lea...	2020-03-19	Code
14	ResNet50 + DiVA	69.2	Yes	DiVA: Diverse Visual Feature Aggregation for Dee...	2020-04-28	Code
15	ResNet-50 + ProxyNCA++	69	Yes	ProxyNCA++: Revisiting and Revitalizing Proxy Ne...	2020-04-02	Code
16	MS + DIML	68.15	No	Towards Interpretable Deep Metric Learning with ...	2021-08-12	Code
17	ResNet50 (128) + PADS	67.3	Yes	PADS: Policy-Adapted Sampling for Visual Similar...	2020-03-24	Code
18	ABE + HORDE	66.8	Yes	Metric Learning With HORDE: High-Order Regulariz...	2019-08-07	Code
19	ResNet50 (128) + MIC	66.1	Yes	MIC: Mining Interclass Characteristics for Impro...	2019-09-25	Code
20	BN-Inception + Group Loss	65.5	Yes	The Group Loss for Deep Metric Learning	2019-12-01	Code
21	BN-Inception + SoftTriple	65.4	Yes	SoftTriple Loss: Deep Metric Learning Without Tr...	2019-09-11	Code
22	EPSHN(512)	64.9	No	Improved Embeddings with Easy Positive Triplet M...	2019-04-08	Code
23	Gradient Surgery	63.8	No	Dissecting the impact of different loss function...	2022-01-27	-
24	ResNet-50 + Margin	63.6	Yes	Sampling Matters in Deep Embedding Learning	2017-06-23	Code
25	HDC	60.7	No	Hard-Aware Deeply Cascaded Embedding	2016-11-17	Code
26	ABE-8-512	60.6	Yes	Attention-based Ensemble for Deep Metric Learning	2018-04-02	-
27	PDDM Quadruplet	58.3	No	Local Similarity-Aware Deep Feature Embedding	2016-10-27	-
28	SCT(64)	57.7	No	Hard negative examples are hard, but useful	2020-07-24	Code
29	EPSHN(64)	57.3	No	Improved Embeddings with Easy Positive Triplet M...	2019-04-08	Code
30	GoogLeNet + HDML	53.7	Yes	Hardness-Aware Deep Metric Learning	2019-03-13	Code