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Multi-Label Classification

multilabel graph classification with highest result

Papers

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Showing 26–50 of 1198 papers

TitleStatusHype
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many ClassesCode1
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense ReasoningCode1
Efficient and Scalable Estimation of Tool Representations in Vector SpaceCode1
Legilimens: Practical and Unified Content Moderation for Large Language Model ServicesCode1
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text ClassificationCode1
Open-world Multi-label Text Classification with Extremely Weak SupervisionCode1
FedMLP: Federated Multi-Label Medical Image Classification under Task HeterogeneityCode1
A data-centric approach for assessing progress of Graph Neural NetworksCode1
LADI v2: Multi-label Dataset and Classifiers for Low-Altitude Disaster ImageryCode1
Adaptable and Reliable Text Classification using Large Language ModelsCode1
Pseudo-Prompt Generating in Pre-trained Vision-Language Models for Multi-Label Medical Image ClassificationCode1
BCAmirs at SemEval-2024 Task 4: Beyond Words: A Multimodal and Multilingual Exploration of Persuasion in MemesCode1
Mixture of Mixups for Multi-label Classification of Rare Anuran SoundsCode1
TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingCode1
Language-Guided Transformer for Federated Multi-Label ClassificationCode1
Toward Robustness in Multi-label Classification: A Data Augmentation Strategy against Imbalance and NoiseCode1
Category-Wise Fine-Tuning for Image Multi-label Classification with Partial LabelsCode1
VALUED -- Vision and Logical Understanding Evaluation DatasetCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text ClassificationCode1
Weakly Supervised Semantic Segmentation by Knowledge Graph InferenceCode1
Prompt Tuned Embedding Classification for Multi-Label Industry Sector AllocationCode1
Supervised Learning and Large Language Model Benchmarks on Mental Health Datasets: Cognitive Distortions and Suicidal Risks in Chinese Social MediaCode1
GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image RecognitionCode1
Robust Asymmetric Loss for Multi-Label Long-Tailed LearningCode1
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All datasetsCheXpertMS-COCOPASCAL VOC 2007NUS-WIDEChestX-ray14OpenImages-v6PASCAL VOC 2012MLRSNetMRNetMIMIC-CXR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CFT (ensemble) Macao Polytechnic UniversityAVERAGE AUC ON 14 LABEL0.93—Unverified
2Hierarchical-Learning-V1 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
3DeepAUC-v1AVERAGE AUC ON 14 LABEL0.93—Unverified
4Conditional-Training-LSRAVERAGE AUC ON 14 LABEL0.93—Unverified
5Hierarchical-Learning-V4 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
6YWW(ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
7Hierarchical-Learning-V0 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
8Conditional-Training-LSR-V1AVERAGE AUC ON 14 LABEL0.93—Unverified
9DeepCNNsGM(ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
10Multi-Stage-Learning-CNN-V3 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified