Awesome Multi-label Image Recognition Paper List

🚩 NOTE: Future updates can be found in iCVTEAM/Awesome-Multi-label-Image-Recognition maintained by our lab.

🏃 Keep updating deep learning based multi-label image recognition (MLIR) methods with different settings.

Todo List:

• More Tags

• Performance Statistics

• Datasets

• Surveys

• Other Settings

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Content:

1. Multi-label Image Recognition
2.  Noisy-label Multi-label Image Recognition
3. Partial-label Multi-label Image Recognition
4. Zero-shot Multi-label Image Recognition
5.  Few-shot Multi-label Image Recognition

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Multi-label Image Recognition

2021

Pub.	Title	Links
ICCV	[TDRG] Transformer-based Dual Relation Graph for Multi-label Image Recognition	Paper/Code
ICCV	[ASL] Asymmetric Loss For Multi-Label Classification	Paper/Code
ICCV	[CSRA] Residual Attention: A Simple but Effective Method for Multi-Label Recognition	Paper/Code
ACM MM	[M3TR] M3TR: Multi-modal Multi-label Recognition with Transformer	Paper/Code
CVPR	[C-Trans] General Multi-label Image Classification with Transformers	Paper/Code
TPAMI	[P-GCN] Learning Graph Convolutional Networks for Multi-Label Recognition and Applications	Paper/Code
TIP	[MCAR] Learning to Discover Multi-Class Attentional Regions for Multi-Label Image Recognition	Paper/Code
IJCAI	[GM-MLIC] GM-MLIC: Graph Matching based Multi-Label Image Classification	Paper/Code
AAAI	[DSDL] Deep Semantic Dictionary Learning for Multi-label Image Classification	Paper/Code
AAAI	[MGTN] Modular Graph Transformer Networks for Multi-Label Image Classification	Paper/Code
ICME	Spatial-context-aware Deep Neural Network for Multi-class Image Classification	Paper/Code
arxiv	MlTr: Multi-label Classification with Transformer	Paper/Code
arxiv	Query2Label: A Simple Transformer Way to Multi-Label Classification	Paper/Code

2020

Pub.	Title	Links
CVPR	[PLA] Orderless_Recurrent_Models_for_Multi-Label_Classification	Paper/Code
ECCV	[ADD-GCN] Attention-Driven Dynamic Graph Convolutional Network for Multi-Label Image Recognition	Paper/Code
ACM MM	[SGTN] Privacy-Preserving Visual Content Tagging using Graph Transformer Networks	Paper/Code
ACM MM	[AdaHGNN] AdaHGNN: Adaptive Hypergraph Neural Networks for Multi-Label Image Classification	Paper/Code
AAAI	[KSSNet] Multi-Label Classification with Label Graph Superimposing	Paper/Code
AAAI	[MS-CMA] Cross-Modality Attention with Semantic Graph Embedding for Multi-Label Classification	Paper/Code
TMM	[DER] Disentangling, Embedding and Ranking Label Cues for Multi-Label Image Recognition	Paper/Code
TMM	[TS-GCN] Joint Input and Output Space Learning for Multi-Label Image Classification	Paper/Code
TPAMI	[KGGR] Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition	Paper/Code

2019

Pub.	Title	Links
CVPR	[ML-GCN] Multi-Label Image Recognition with Graph Convolutional Networks	Paper/Code
CVPR	[VAC] Visual Attention Consistency under Image Transforms for Multi-Label Image Classification	Paper/Code
ICCV	[SSGRL] Learning Semantic-Specific Graph Representation for Multi-Label Image Recognition	Paper/Code
ICME	Multi-Label Image Recognition with Joint Class-Aware Map Disentangling and Label Correlation Embedding	Paper/Code
TSCB	Multi-label Image Classification via Feature/Label Co-Projection	Paper/Code

2015~2018

Pub.	Title	Links
IJCAI	[MsDPD] Multi-scale and Discriminative Part Detectors Based Features for Multi-label Image Classification	Paper/Code
CVPR	[SRN] Learning Spatial Regularization with Image-level Supervisions for Multi-label Image Classification	Paper/Code
CVPR	[CNN-RNN] CNN-RNN: A Unified Framework for Multi-label Image Classification	Paper/Code
ICCV	[WILDCAT] WILDCAT: Weakly Supervised Learning of Deep ConvNets for Image Classification, Pointwise Localization and Segmentation	Paper/Code
ICCV	[RDAR] Multi-label Image Recognition by Recurrently Discovering Attentional Regions	Paper/Code
AAAI	[Order-Free RNN] Order-Free RNN with Visual Attention for Multi-Label Classification	Paper/Code
TPAMI	[HCP] HCP: A Flexible CNN Framework for Multi-Label Image Classification	Paper/Code

Noisy-label Multi-label Image Recognition

2017~2021

Pub.	Title	Links
CVPR	Learning From Noisy Large-Scale Datasets With Minimal Supervision	Paper/Code
CVPR	Weakly Supervised Image Classification through Noise Regularization	Paper/Code
ACCV	Multi-label Learning from Noisy Labels with Non-linear Feature Transformation	Paper/Code
ICMR	Confidence-basedWeighted Loss for Multi-label Classification with Missing Labels	Paper/Code

Partial-label Multi-label Image Recognition

2019~2022

Pub.	Title	Links
CVPR	Learning a Deep ConvNet for Multi-label Classification with Partial Labels	Paper/Code
CVPR	Interactive Multi-Label CNN Learning with Partial Labels	Paper/Code
NeurIPS	Exploiting weakly supervised visual patterns to learn from partial annotations	Paper/Code
AAAI	Structured Semantic Transfer for Multi-Label Recognition with Partial Labels	Paper/Code
AAAI	Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels	Paper/Code

Zero-shot Multi-label Image Recognition

2018~2021

Pub.	Title	Links
CVPR	Fast Zero-Shot Image Tagging	Paper/Code
CVPR	Multi-Label Zero-Shot Learning with Structured Knowledge Graphs	Paper/Code
CVPR	A Shared Multi-Attention Framework for Multi-Label Zero-Shot Learning	Paper/Code
ICCV	Semantic Diversity Learning for Zero-Shot Multi-label Classification	Paper/Code

Few-shot Multi-label Image Recognition

2022

Pub.	Title	Links
AAAI	Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention	Paper/Code
WACV	Meta-Learning for Multi-Label Few-Shot Classification	Paper/Code