ML Research Wiki / Benchmarks / Multi-Label Classification / NUS-WIDE

NUS-WIDE

Multi-Label Classification Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: MAP

Top Performing Models

Rank Model Paper MAP Date Code
1 Q2L-CvT(resolution 384, ImageNet-21K pretrained) Query2Label: A Simple Transformer Way to Multi-Label Classification 70.10 2021-07-22 📦 SlongLiu/query2labels 📦 curt-tigges/query2label 📦 averyfallson/rmffn
2 MLD-TResNet-L-AAM[448x448] Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image Classification 68.30 2022-09-14 📦 openvinotoolkit/deep-object-reid
3 Q2L-TResL(resoluition 448) Query2Label: A Simple Transformer Way to Multi-Label Classification 66.30 2021-07-22 📦 SlongLiu/query2labels 📦 curt-tigges/query2label 📦 averyfallson/rmffn
4 TResNet-L (resolution 448) Asymmetric Loss For Multi-Label Classification 65.20 2020-09-29 📦 Alibaba-MIIL/ASL 📦 mrT23/TResNet 📦 Alibaba-MIIL/TResNet 📦 kalelpark/ral 📦 SlongLiu/ASL_reproduce
5 Q2L-R101(resolution 448) Query2Label: A Simple Transformer Way to Multi-Label Classification 65.00 2021-07-22 📦 SlongLiu/query2labels 📦 curt-tigges/query2label 📦 averyfallson/rmffn
6 SRN Learning Spatial Regularization with Image-level Supervisions for Multi-label Image Classification 62.00 2017-02-20 📦 zhufengx/SRN_multilabel 📦 Enjia/Spatial-Regularization-Network-in-Tensorflow
7 MSRN Multi-layered Semantic Representation Network for Multi-label Image Classification 61.50 2021-06-22 📦 chehao2628/MSRN
8 MS-CMA Cross-Modality Attention with Semantic Graph Embedding for Multi-Label Classification 61.40 2019-12-17 -
9 S-CLs Multi-Label Image Classification via Knowledge Distillation from Weakly-Supervised Detection 60.10 2018-09-16 📦 Yochengliu/MLIC-KD-WSD

All Papers (9)

Query2Label: A Simple Transformer Way to Multi-Label Classification

2021
Q2L-CvT(resolution 384, ImageNet-21K pretrained)
SlongLiu/query2labels curt-tigges/query2label averyfallson/rmffn
openvinotoolkit/deep-object-reid
SlongLiu/query2labels curt-tigges/query2label averyfallson/rmffn

Asymmetric Loss For Multi-Label Classification

2020
TResNet-L (resolution 448)
Alibaba-MIIL/ASL mrT23/TResNet
SlongLiu/query2labels curt-tigges/query2label averyfallson/rmffn
zhufengx/SRN_multilabel Enjia/Spatial-Regularization-Network-in-Tensorflow
chehao2628/MSRN
Yochengliu/MLIC-KD-WSD