OpenCodePapers

multi-label-classification-on-pascal-voc-2007

Multi-Label Classification
Dataset Link
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PaperCodemAPModelNameReleaseDate
Query2Label: A Simple Transformer Way to Multi-Label Classification✓ Link97.3Q2L-CvT(ImageNet-21K pretrained, resolution 384)2021-07-22
Query2Label: A Simple Transformer Way to Multi-Label Classification✓ Link96.9Q2L-TResL(ImageNet-21K pretrained, resolution 448)2021-07-22
GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition✓ Link96.8GKGNet2023-08-28
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image Classification✓ Link96.70MLD-TResNetL-AAM (resolution 448, pretrain from OpenImages V6)2022-09-14
M3TR: Multi-modal Multi-label Recognition with Transformer✓ Link96.5M3TR(448×448)2021-10-01
Query2Label: A Simple Transformer Way to Multi-Label Classification✓ Link96.1Q2L-TResL(resolution 448)2021-07-22
Multi-layered Semantic Representation Network for Multi-label Image Classification✓ Link96.0MSRN(pretrain from MS-COCO)2021-06-22
Asymmetric Loss For Multi-Label Classification✓ Link95.8TResNet-L (resolution 448, pretrain from MS-COCO)2020-09-29
Learning Semantic-Specific Graph Representation for Multi-Label Image Recognition✓ Link95.0SSGRL (pretrain from MS-COCO)2019-08-20
Transformer-based Dual Relation Graph for Multi-label Image Recognition✓ Link95.0TDRG-R101(448×448)2021-10-10
Learning to Discover Multi-Class Attentional Regions for Multi-Label Image Recognition✓ Link94.8MCAR (ResNet101, 448x448)2020-07-03
Asymmetric Loss For Multi-Label Classification✓ Link94.6TResNet-L (resolution 448, pretrain from ImageNet)2020-09-29
Multi-Label Image Recognition with Graph Convolutional Networks✓ Link94.0ML-GCN (pretrain from ImageNet)2019-04-07
Learning Semantic-Specific Graph Representation for Multi-Label Image Recognition✓ Link93.4SSGRL (pretrain from ImageNet)2019-08-20
Deep Label Distribution Learning with Label Ambiguity✓ Link93.4Ours PF-DLDL2016-11-06
ImageNet-21K Pretraining for the Masses✓ Link93.1ViT-B-16 (ImageNet-21K pretrained)2021-04-22
Exploit Bounding Box Annotations for Multi-label Object Recognition92.0FeV+LV (pretrain from ImageNet)2015-04-22