Awesome Multi-label Image Recognition Paper List

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

Todo List:

• More Tags
• Performance Statistics
• Datasets
• Surveys
• Other Settings

---

Content:

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

---

Multi-label Image Recognition

2022

Pub.	Title	Links
WACV	Self-Supervised Pyramid Representation Learning for Multi-Label Visual Analysis and Beyond	Paper/Code
WACV	ML-Decoder: Scalable and Versatile Classification Head	Paper/Code
CVPR	Contextual Debiasing for Visual Recognition With Causal Mechanisms	Paper/Code
ACM MM	Two-Stream Transformer for Multi-Label Image Classification	Paper/Code
ACM MM	IDEA: Increasing Text Diversity via Online Multi-Label Recognition for Vision-Language Pre-training	Paper/Code
TPAMI	Learning Graph Convolutional Networks for Multi-Label Recognition and Applications	Paper/Code
TIP	SST: Spatial and Semantic Transformers for Multi-Label Image Recognition	Paper/Code
IJCAI	Boosting Multi-Label Image Classification with Complementary Parallel Self-Distillation	Paper/Code
IJCAI	Fusion Label Enhancement for Multi-Label Learning	Paper/Code
ICME	MLTR: Multi-Label Classification with Transformer	Paper/Code
ICME	UFI: A Unified Feature Interaction Framework for Multi-Label Image Classification	Paper/Code
ICME	Diverse Instance Discovery: Vision-Transformer for Instance-Aware Multi-Label Image Recognition	Paper/Code
NeurIPS	Recurrent Bayesian Classifier Chains for Exact Multi-Label Classification	Paper/Code
NeurIPS	Multi-Label Learning with Pairwise Relevance Ordering	Paper/Code
ICLR	*Modeling Label Space Interactions in Multi-label Classification using Box Embeddings	Paper/Code

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

2017~2022

Pub.	Title	Links
ACM MM	Global Meets Local: Effective Multi-Label Image Classification via Category-Aware Weak Supervision	Paper/Code
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
TMM	Global-Local Label Correlation for Partial Multi-Label Learning	Paper/Code
ECCV	Hyperspherical Learning in Multi-Label Classification	Paper/Code
ECCV	Acknowledging the Unknown for Multi-label Learning with Single Positive Labels	Paper/Code
WACV	Spatial Consistency Loss for Training Multi-Label Classifiers From Single-Label Annotations	Paper/Code
CVPR	Large Loss Matters in Weakly Supervised Multi-Label Classification	Paper/Code
CVPR	Multi-Label Classification With Partial Annotations Using Class-Aware Selective Loss	Paper/Code
CVPR	Multi-Label Iterated Learning for Image Classification With Label Ambiguity	Paper/Code
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

2018~2022

Pub.	Title	Links
ICME	Generative and Adaptive Multi-Label Generalized Zero-Shot Learning	Paper/Code
CVPR	Fast Zero-Shot Image Tagging	Paper/Unofficial 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