ML Research Wiki / Benchmarks / Multi-Label Classification / PASCAL VOC 2007

PASCAL VOC 2007

Multi-Label Classification Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: mAP

Top Performing Models

Rank Model Paper mAP Date Code
1 Q2L-CvT(ImageNet-21K pretrained, resolution 384) Query2Label: A Simple Transformer Way to Multi-Label Classification 97.30 2021-07-22 📦 SlongLiu/query2labels 📦 curt-tigges/query2label 📦 averyfallson/rmffn
2 Q2L-TResL(ImageNet-21K pretrained, resolution 448) Query2Label: A Simple Transformer Way to Multi-Label Classification 96.90 2021-07-22 📦 SlongLiu/query2labels 📦 curt-tigges/query2label 📦 averyfallson/rmffn
3 GKGNet GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition 96.80 2023-08-28 📦 jin-s13/gkgnet
4 MLD-TResNetL-AAM (resolution 448, pretrain from OpenImages V6) Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image Classification 96.70 2022-09-14 📦 openvinotoolkit/deep-object-reid
5 Q2L-TResL(resolution 448) Query2Label: A Simple Transformer Way to Multi-Label Classification 96.10 2021-07-22 📦 SlongLiu/query2labels 📦 curt-tigges/query2label 📦 averyfallson/rmffn
6 MSRN(pretrain from MS-COCO) Multi-layered Semantic Representation Network for Multi-label Image Classification 96.00 2021-06-22 📦 chehao2628/MSRN
7 TResNet-L (resolution 448, pretrain from MS-COCO) Asymmetric Loss For Multi-Label Classification 95.80 2020-09-29 📦 Alibaba-MIIL/ASL 📦 mrT23/TResNet 📦 Alibaba-MIIL/TResNet 📦 kalelpark/ral 📦 SlongLiu/ASL_reproduce
8 SSGRL (pretrain from MS-COCO) Learning Semantic-Specific Graph Representation for Multi-Label Image Recognition 95.00 2019-08-20 📦 HCPLab-SYSU/SSGRL 📦 ZFT-CQU/DSDL
9 TDRG-R101(448×448) Transformer-based Dual Relation Graph for Multi-label Image Recognition 95.00 2021-10-10 📦 iCVTEAM/TDRG
10 MCAR (ResNet101, 448x448) Learning to Discover Multi-Class Attentional Regions for Multi-Label Image Recognition 94.80 2020-07-03 📦 gaobb/MCAR

All Papers (16)