SOTAVerified

Multi-Label Image Classification

The Multi-Label Image Classification focuses on predicting labels for images in a multi-class classification problem where each image may belong to more than one class.

Papers

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Showing 1–25 of 124 papers

TitleStatusHype
Domain Adaptation for Multi-label Image Classification: a Discriminator-free ApproachCode1
Correlative and Discriminative Label Grouping for Multi-Label Visual Prompt Tuning—0
Multi-label Classification using Deep Multi-order Context-aware Kernel Networks—0
When the Small-Loss Trick is Not Enough: Multi-Label Image Classification with Noisy Labels Applied to CCTV Sewer Inspections—0
Category-Prompt Refined Feature Learning for Long-Tailed Multi-Label Image ClassificationCode1
HSVLT: Hierarchical Scale-Aware Vision-Language Transformer for Multi-Label Image Classification—0
Multi-Label Plant Species Classification with Self-Supervised Vision TransformersCode1
reBEN: Refined BigEarthNet Dataset for Remote Sensing Image AnalysisCode1
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes—0
Combining Supervised Learning and Reinforcement Learning for Multi-Label Classification Tasks with Partial Labels—0
LADI v2: Multi-label Dataset and Classifiers for Low-Altitude Disaster ImageryCode1
Free Performance Gain from Mixing Multiple Partially Labeled Samples in Multi-label Image Classification—0
Reproducibility Study of CDUL: CLIP-Driven Unsupervised Learning for Multi-Label Image ClassificationCode1
ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image DatasetCode0
FolkTalent: Enhancing Classification and Tagging of Indian Folk Paintings—0
The impact of Compositionality in Zero-shot Multi-label action recognition for Object-based tasks—0
TAI++: Text as Image for Multi-Label Image Classification by Co-Learning Transferable PromptCode1
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark—0
Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based TrainingCode0
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images—0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
NOAH: Learning Pairwise Object Category Attentions for Image ClassificationCode1
Category-wise Fine-Tuning: Resisting Incorrect Pseudo-Labels in Multi-Label Image Classification with Partial LabelsCode1
ProbMCL: Simple Probabilistic Contrastive Learning for Multi-label Visual ClassificationCode0
MS-Twins: Multi-Scale Deep Self-Attention Networks for Medical Image Segmentation—0
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All datasetsBigEarthNetBigEarthNet (official test set)MSCOCOBigEarthNet-S1 (official test set)BigEarthNet-10%VizWiz-ClassificationVOC2007

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MoCo-v2 (ResNet50, fine tune)mAP (micro)91.8—Unverified
2MoCo-v3 (ViT-S/16, fine tune)mAP (micro)89.9—Unverified
3MoCo-v2 (ResNet18, fine tune)mAP (micro)89.3—Unverified
4MAE (ViT-S/16, fine tune)mAP (micro)88.9—Unverified
5DINO-MCmAP (micro)88.75—Unverified
6WideResNet-B5-ECAFScore79—Unverified
7ViTM/20FScore77.1—Unverified
8ResNet50FScore76.8—Unverified
9ResNet50mAP (macro)75.36—Unverified
10MLPMixerFScore75.2—Unverified
#ModelMetricClaimedVerifiedStatus
1MoCov3 (ViT-S/16)mAP (micro)89.3—Unverified
2FG-MAE (ViT-S/16)mAP (micro)89.3—Unverified
3MoCov2 (ResNet50)mAP (micro)88.7—Unverified
4MAE (ViT-S/16)mAP (micro)88.6—Unverified
5ViT-S/16mAP (micro)87.8—Unverified
6ResNet50F1 Score76.8—Unverified
#ModelMetricClaimedVerifiedStatus
1IDA-SwinL(H) 384mAP90.3—Unverified
2ML-AGCNmean average precision86.9—Unverified
3IDA-R101(H) 576mAP86.3—Unverified
4IDA-R101(H)mAP84.8—Unverified
#ModelMetricClaimedVerifiedStatus
1FG-MAE (ViT-S/16)mAP (micro)82.7—Unverified
2MAE (ViT-S/16)mAP (micro)81.3—Unverified
3ViT-S/16mAP (micro)79.5—Unverified
#ModelMetricClaimedVerifiedStatus
1DINO-MCmean average precision84.2—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet151Accuracy47.5—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet101MAP96.8—Unverified