Metric Learning on CUB-200-2011

Metric: R@1 (higher is better)

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#	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

#1Unicom+ViT-L@336pxSOTA
90.1
R@1· Augmentations· 2023-04-12
Unicom: Universal and Compact Representation Learning for Image Retrieval Code
#2EfficientDML-VPTSP-G/512
88.5
R@1· Augmentations· 2024-02-04
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning Code
#3Hyp-ViTSOTA
85.6
R@1· Augmentations· 2022-03-21
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning Code
#4NEDSOTA
74.9
R@1· Augmentations· 2020-06-08
Calibrated neighborhood aware confidence measure for deep metric learning
#5CCL (ResNet-50)
73.45
R@1· 2023-08-01
Center Contrastive Loss for Metric Learning
#6ResNet-50 + AVSL
71.9
R@1· Augmentations· 2022-03-28
Attributable Visual Similarity Learning Code
#7ResNet-50 + Intra-Batch Connections
71.8
R@1· Augmentations· 2021-02-15
Learning Intra-Batch Connections for Deep Metric Learning Code
#8ResNet-50 + Metrix
71.4
R@1· Augmentations· 2021-06-09
It Takes Two to Tango: Mixup for Deep Metric Learning Code
#9ResNet50 + Language
71.4
R@1· Augmentations· 2022-03-16
Integrating Language Guidance into Vision-based Deep Metric Learning Code
#10BN-Inception + Proxy-AnchorSOTA
71.1
R@1· Augmentations· 2020-03-31
Proxy Anchor Loss for Deep Metric Learning Code
#11ResNet50 + NIR
70.5
R@1· Augmentations· 2022-03-16
Non-isotropy Regularization for Proxy-based Deep Metric Learning Code
#12ResNet50 + S2SD
70.1
R@1· Augmentations· 2020-09-17
S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning Code
#13ResNet-50 + Cross-EntropySOTA
69.2
R@1· Augmentations· 2020-03-19
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses Code
#14ResNet50 + DiVA
69.2
R@1· Augmentations· 2020-04-28
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning Code
#15ResNet-50 + ProxyNCA++
69
R@1· Augmentations· 2020-04-02
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis Code
#16MS + DIML
68.15
R@1· 2021-08-12
Towards Interpretable Deep Metric Learning with Structural Matching Code
#17ResNet50 (128) + PADS
67.3
R@1· Augmentations· 2020-03-24
PADS: Policy-Adapted Sampling for Visual Similarity Learning Code
#18ABE + HORDESOTA
66.8
R@1· Augmentations· 2019-08-07
Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings Code
#19ResNet50 (128) + MIC
66.1
R@1· Augmentations· 2019-09-25
MIC: Mining Interclass Characteristics for Improved Metric Learning Code
#20BN-Inception + Group Loss
65.5
R@1· Augmentations· 2019-12-01
The Group Loss for Deep Metric Learning Code
#21BN-Inception + SoftTriple
65.4
R@1· Augmentations· 2019-09-11
SoftTriple Loss: Deep Metric Learning Without Triplet Sampling Code
#22EPSHN(512)SOTA
64.9
R@1· 2019-04-08
Improved Embeddings with Easy Positive Triplet Mining Code
#23Gradient Surgery
63.8
R@1· 2022-01-27
Dissecting the impact of different loss functions with gradient surgery
#24ResNet-50 + MarginSOTA
63.6
R@1· Augmentations· 2017-06-23
Sampling Matters in Deep Embedding Learning Code
#25HDCSOTA
60.7
R@1· 2016-11-17
Hard-Aware Deeply Cascaded Embedding Code
#26ABE-8-512
60.6
R@1· Augmentations· 2018-04-02
Attention-based Ensemble for Deep Metric Learning
#27PDDM QuadrupletSOTA
58.3
R@1· 2016-10-27
Local Similarity-Aware Deep Feature Embedding
#28SCT(64)
57.7
R@1· 2020-07-24
Hard negative examples are hard, but useful Code
#29EPSHN(64)
57.3
R@1· 2019-04-08
Improved Embeddings with Easy Positive Triplet Mining Code
#30GoogLeNet + HDML
53.7
R@1· Augmentations· 2019-03-13
Hardness-Aware Deep Metric Learning Code