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SotA/Methodology/Multi-Label Classification/MS-COCO

Multi-Label Classification on MS-COCO

Metric: mAP (higher is better)

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Results

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#Model↕mAP▼AugmentationsPaperDate↕Code
1ADDS(ViT-L-336, resolution 1344)93.54NoOpen Vocabulary Multi-Label Classification with ...2022-08-19-
2ADDS(ViT-L-336, resolution 640)93.41NoOpen Vocabulary Multi-Label Classification with ...2022-08-19-
3ADDS(ViT-L-336, resolution 336)91.76NoOpen Vocabulary Multi-Label Classification with ...2022-08-19-
4ML-Decoder(TResNet-XL, resolution 640)91.4NoML-Decoder: Scalable and Versatile Classificatio...2021-11-25Code
5Q2L-CvT(ImageNet-21K pretraining, resolution 384)91.3NoQuery2Label: A Simple Transformer Way to Multi-L...2021-07-22Code
6MLD-TResNet-L-AAM[640x640]91.3NoCombining Metric Learning and Attention Heads Fo...2022-09-14Code
7ML-Decoder(TResNet-L, resolution 640)91.1NoML-Decoder: Scalable and Versatile Classificatio...2021-11-25Code
8Q2L-SwinL(ImageNet-21K pretraining, resolution 384)90.5NoQuery2Label: A Simple Transformer Way to Multi-L...2021-07-22Code
9Q2L-TResL(ImageNet-21K pretraining, resolution 640)90.3NoQuery2Label: A Simple Transformer Way to Multi-L...2021-07-22Code
10IDA-SwinL90.3No--Code
11CCD-SwinL90.3No--Code
12MlTr-XL(ImageNet-21K pretraining, resolution 384)90NoMlTr: Multi-label Classification with Transformer2021-06-11Code
13TResNet-L-V2, (ImageNet-21K-P pretraining, resolution 640)89.8NoImageNet-21K Pretraining for the Masses2021-04-22Code
14MlTr-L(ImageNet-21K pretraining, resolution 384)88.5NoMlTr: Multi-label Classification with Transformer2021-06-11Code
15TResNet-XL (resolution 640)88.4NoAsymmetric Loss For Multi-Label Classification2020-09-29Code
16TResNet-L-V2, (ImageNet-21K-P pretraining, resolution 448)88.4NoImageNet-21K Pretraining for the Masses2021-04-22Code
17GKGNet(resolution 576)87.7NoGKGNet: Group K-Nearest Neighbor based Graph Con...2023-08-28Code
18M3TR(ImageNet-21K-P pretraining, resolution 448)87.5No--Code
19GKGNet(resolution 448)86.7NoGKGNet: Group K-Nearest Neighbor based Graph Con...2023-08-28Code
20TResNet-L (resolution 448)86.6NoAsymmetric Loss For Multi-Label Classification2020-09-29Code
21IDA-R10186.3No--Code
22TDRG-R101(576×576)86NoTransformer-based Dual Relation Graph for Multi-...2021-10-10Code
23CCD-R10185.3No--Code
24ADD-GCN85.2NoAttention-Driven Dynamic Graph Convolutional Net...2020-12-05Code
25Q2L-R101(resolution 448)84.9NoQuery2Label: A Simple Transformer Way to Multi-L...2021-07-22Code
26TDRG-R101(448×448)84.6NoTransformer-based Dual Relation Graph for Multi-...2021-10-10Code
27MCAR (ResNet101, 576x576)84.5NoLearning to Discover Multi-Class Attentional Reg...2020-07-03Code
28MS-CMA83.8NoCross-Modality Attention with Semantic Graph Emb...2019-12-17-
29MCAR (ResNet101, 448x448)83.8NoLearning to Discover Multi-Class Attentional Reg...2020-07-03Code
30KSSNet83.7NoMulti-Label Classification with Label Graph Supe...2019-11-21Code
31MSRN83.4NoMulti-layered Semantic Representation Network fo...2021-06-22Code
32ML-GCN83NoMulti-Label Graph Convolutional Network Represen...2019-12-26-
33GKGNet(resolution 224)82NoGKGNet: Group K-Nearest Neighbor based Graph Con...2023-08-28Code
34ResNet-SRN77.1NoLearning Spatial Regularization with Image-level...2017-02-20Code