Multi-Label Classification on MS-COCO

Metric: mAP (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mAP▼	Augmentations	Paper	Date↕	Code
1	ADDS(ViT-L-336, resolution 1344)	93.54	No	Open Vocabulary Multi-Label Classification with ...	2022-08-19	-
2	ADDS(ViT-L-336, resolution 640)	93.41	No	Open Vocabulary Multi-Label Classification with ...	2022-08-19	-
3	ADDS(ViT-L-336, resolution 336)	91.76	No	Open Vocabulary Multi-Label Classification with ...	2022-08-19	-
4	ML-Decoder(TResNet-XL, resolution 640)	91.4	No	ML-Decoder: Scalable and Versatile Classificatio...	2021-11-25	Code
5	Q2L-CvT(ImageNet-21K pretraining, resolution 384)	91.3	No	Query2Label: A Simple Transformer Way to Multi-L...	2021-07-22	Code
6	MLD-TResNet-L-AAM[640x640]	91.3	No	Combining Metric Learning and Attention Heads Fo...	2022-09-14	Code
7	ML-Decoder(TResNet-L, resolution 640)	91.1	No	ML-Decoder: Scalable and Versatile Classificatio...	2021-11-25	Code
8	Q2L-SwinL(ImageNet-21K pretraining, resolution 384)	90.5	No	Query2Label: A Simple Transformer Way to Multi-L...	2021-07-22	Code
9	Q2L-TResL(ImageNet-21K pretraining, resolution 640)	90.3	No	Query2Label: A Simple Transformer Way to Multi-L...	2021-07-22	Code
10	IDA-SwinL	90.3	No	-	-	Code
11	CCD-SwinL	90.3	No	-	-	Code
12	MlTr-XL(ImageNet-21K pretraining, resolution 384)	90	No	MlTr: Multi-label Classification with Transformer	2021-06-11	Code
13	TResNet-L-V2, (ImageNet-21K-P pretraining, resolution 640)	89.8	No	ImageNet-21K Pretraining for the Masses	2021-04-22	Code
14	MlTr-L(ImageNet-21K pretraining, resolution 384)	88.5	No	MlTr: Multi-label Classification with Transformer	2021-06-11	Code
15	TResNet-XL (resolution 640)	88.4	No	Asymmetric Loss For Multi-Label Classification	2020-09-29	Code
16	TResNet-L-V2, (ImageNet-21K-P pretraining, resolution 448)	88.4	No	ImageNet-21K Pretraining for the Masses	2021-04-22	Code
17	GKGNet(resolution 576)	87.7	No	GKGNet: Group K-Nearest Neighbor based Graph Con...	2023-08-28	Code
18	M3TR(ImageNet-21K-P pretraining, resolution 448)	87.5	No	-	-	Code
19	GKGNet(resolution 448)	86.7	No	GKGNet: Group K-Nearest Neighbor based Graph Con...	2023-08-28	Code
20	TResNet-L (resolution 448)	86.6	No	Asymmetric Loss For Multi-Label Classification	2020-09-29	Code
21	IDA-R101	86.3	No	-	-	Code
22	TDRG-R101(576×576)	86	No	Transformer-based Dual Relation Graph for Multi-...	2021-10-10	Code
23	CCD-R101	85.3	No	-	-	Code
24	ADD-GCN	85.2	No	Attention-Driven Dynamic Graph Convolutional Net...	2020-12-05	Code
25	Q2L-R101(resolution 448)	84.9	No	Query2Label: A Simple Transformer Way to Multi-L...	2021-07-22	Code
26	TDRG-R101(448×448)	84.6	No	Transformer-based Dual Relation Graph for Multi-...	2021-10-10	Code
27	MCAR (ResNet101, 576x576)	84.5	No	Learning to Discover Multi-Class Attentional Reg...	2020-07-03	Code
28	MS-CMA	83.8	No	Cross-Modality Attention with Semantic Graph Emb...	2019-12-17	-
29	MCAR (ResNet101, 448x448)	83.8	No	Learning to Discover Multi-Class Attentional Reg...	2020-07-03	Code
30	KSSNet	83.7	No	Multi-Label Classification with Label Graph Supe...	2019-11-21	Code
31	MSRN	83.4	No	Multi-layered Semantic Representation Network fo...	2021-06-22	Code
32	ML-GCN	83	No	Multi-Label Graph Convolutional Network Represen...	2019-12-26	-
33	GKGNet(resolution 224)	82	No	GKGNet: Group K-Nearest Neighbor based Graph Con...	2023-08-28	Code
34	ResNet-SRN	77.1	No	Learning Spatial Regularization with Image-level...	2017-02-20	Code

#1ADDS(ViT-L-336, resolution 1344)SOTA
93.54
mAP· 2022-08-19
Open Vocabulary Multi-Label Classification with Dual-Modal Decoder on Aligned Visual-Textual Features
#2ADDS(ViT-L-336, resolution 640)
93.41
mAP· 2022-08-19
Open Vocabulary Multi-Label Classification with Dual-Modal Decoder on Aligned Visual-Textual Features
#3ADDS(ViT-L-336, resolution 336)
91.76
mAP· 2022-08-19
Open Vocabulary Multi-Label Classification with Dual-Modal Decoder on Aligned Visual-Textual Features
#4ML-Decoder(TResNet-XL, resolution 640)SOTA
91.4
mAP· 2021-11-25
ML-Decoder: Scalable and Versatile Classification Head Code
#5Q2L-CvT(ImageNet-21K pretraining, resolution 384)SOTA
91.3
mAP· 2021-07-22
Query2Label: A Simple Transformer Way to Multi-Label Classification Code
#6MLD-TResNet-L-AAM[640x640]
91.3
mAP· 2022-09-14
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image Classification Code
#7ML-Decoder(TResNet-L, resolution 640)
91.1
mAP· 2021-11-25
ML-Decoder: Scalable and Versatile Classification Head Code
#8Q2L-SwinL(ImageNet-21K pretraining, resolution 384)
90.5
mAP· 2021-07-22
Query2Label: A Simple Transformer Way to Multi-Label Classification Code
#9Q2L-TResL(ImageNet-21K pretraining, resolution 640)
90.3
mAP· 2021-07-22
Query2Label: A Simple Transformer Way to Multi-Label Classification Code
#10IDA-SwinL
90.3
mAP
No paperCode
#11CCD-SwinL
90.3
mAP
No paperCode
#12MlTr-XL(ImageNet-21K pretraining, resolution 384)SOTA
90
mAP· 2021-06-11
MlTr: Multi-label Classification with Transformer Code
#13TResNet-L-V2, (ImageNet-21K-P pretraining, resolution 640)SOTA
89.8
mAP· 2021-04-22
ImageNet-21K Pretraining for the Masses Code
#14MlTr-L(ImageNet-21K pretraining, resolution 384)
88.5
mAP· 2021-06-11
MlTr: Multi-label Classification with Transformer Code
#15TResNet-XL (resolution 640)SOTA
88.4
mAP· 2020-09-29
Asymmetric Loss For Multi-Label Classification Code
#16TResNet-L-V2, (ImageNet-21K-P pretraining, resolution 448)
88.4
mAP· 2021-04-22
ImageNet-21K Pretraining for the Masses Code
#17GKGNet(resolution 576)
87.7
mAP· 2023-08-28
GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition Code
#18M3TR(ImageNet-21K-P pretraining, resolution 448)
87.5
mAP
No paperCode
#19GKGNet(resolution 448)
86.7
mAP· 2023-08-28
GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition Code
#20TResNet-L (resolution 448)
86.6
mAP· 2020-09-29
Asymmetric Loss For Multi-Label Classification Code
#21IDA-R101
86.3
mAP
No paperCode
#22TDRG-R101(576×576)
86
mAP· 2021-10-10
Transformer-based Dual Relation Graph for Multi-label Image Recognition Code
#23CCD-R101
85.3
mAP
No paperCode
#24ADD-GCN
85.2
mAP· 2020-12-05
Attention-Driven Dynamic Graph Convolutional Network for Multi-Label Image Recognition Code
#25Q2L-R101(resolution 448)
84.9
mAP· 2021-07-22
Query2Label: A Simple Transformer Way to Multi-Label Classification Code
#26TDRG-R101(448×448)
84.6
mAP· 2021-10-10
Transformer-based Dual Relation Graph for Multi-label Image Recognition Code
#27MCAR (ResNet101, 576x576)SOTA
84.5
mAP· 2020-07-03
Learning to Discover Multi-Class Attentional Regions for Multi-Label Image Recognition Code
#28MS-CMASOTA
83.8
mAP· 2019-12-17
Cross-Modality Attention with Semantic Graph Embedding for Multi-Label Classification
#29MCAR (ResNet101, 448x448)
83.8
mAP· 2020-07-03
Learning to Discover Multi-Class Attentional Regions for Multi-Label Image Recognition Code
#30KSSNetSOTA
83.7
mAP· 2019-11-21
Multi-Label Classification with Label Graph Superimposing Code
#31MSRN
83.4
mAP· 2021-06-22
Multi-layered Semantic Representation Network for Multi-label Image Classification Code
#32ML-GCN
83
mAP· 2019-12-26
Multi-Label Graph Convolutional Network Representation Learning
#33GKGNet(resolution 224)
82
mAP· 2023-08-28
GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition Code
#34ResNet-SRNSOTA
77.1
mAP· 2017-02-20
Learning Spatial Regularization with Image-level Supervisions for Multi-label Image Classification Code