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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


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

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

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