Research graph
References from Class-specific branch attention for mitigating gradient interference under class imbalance. Local targets link to admitted publications; unresolved targets remain external evidence.
A systematic study of the class imbalance problem in convolutional neural networks
10.1016/j.neunet.2018.07.011 · 2018 · External reference
Long-tailed visual recognition with deep models: A methodological survey and evaluation
10.1016/j.neucom.2022.08.031 · 2022 · External reference
Focal loss for dense object detection
2017 · External reference
Unresolved reference
External reference
Class-balanced loss based on effective number of samples
2019 · External reference
Deep learning
10.1038/nature14539 · 2015 · External reference
ImageNet classification with deep convolutional neural networks
2012 · External reference
Going deeper with convolutions
2015 · External reference
Deep residual learning for image recognition
2016 · External reference
A novel approach for efficient solar panel fault classification using coupled uDenseNet
10.3390/s23104918 · 2023 · External reference
A comprehensive review of catastrophic faults in PV arrays: Types, detection, and mitigation techniques
10.1109/jphotov.2015.2397599 · 2015 · External reference
Class-incremental learning with imbalanced data distributions
2022 · External reference
SMOTE: Synthetic minority over-sampling technique
10.1613/jair.953 · 2002 · External reference
NCL++: Nested collaborative learning for long-tailed visual recognition
10.1016/j.patcog.2023.110064 · 2024 · External reference
Weight-guided class complementing for long-tailed image recognition
10.1016/j.patcog.2023.109374 · 2023 · External reference
Improving tail-class representation with centroid contrastive learning
10.1016/j.patrec.2023.03.010 · 2023 · External reference
DAFS: A distribution-aware hierarchical feature selection method for long-tailed classification
10.1016/j.patcog.2026.113218 · 2026 · External reference
DBL: Dual-level balanced learning for long-tailed classification
10.1016/j.patcog.2025.112448 · 2026 · External reference
Survey on deep learning with class imbalance
10.1186/s40537-019-0192-5 · 2019 · External reference
Dual focal loss to address class imbalance in semantic segmentation
10.1016/j.neucom.2021.07.055 · 2021 · External reference
Class attention to regions of lesion for imbalanced medical image recognition
2023 · External reference
A knowledge-guide hierarchical learning method for long-tailed image classification
10.1016/j.neucom.2022.01.006 · 2022 · External reference
Classifier retraining with decoupled federated learning for imbalanced medical image classification
2026 · External reference
LADC-Net: Lesion-aware dual-calibrated network for long-tailed medical image classification
10.1016/j.patcog.2026.113975 · 2026 · External reference
Decoupling representation learning and classifier for long-tailed adversarial training
10.1016/j.patcog.2025.112607 · 2026 · External reference
IMMix: Class-imbalanced node classification via prototypical selective mixup augmentation
10.1016/j.patcog.2025.112749 · 2026 · External reference
SARGE: A novel framework for miRNA-mRNA interaction prediction combining jumping knowledge aggregation with multi-layer graph attention network
2026 · External reference
PDFL: Progressive discriminative feature learning for long-tailed recognition
10.1016/j.neucom.2025.130463 · 2025 · External reference
Difficulty-aware balancing margin loss for long-tailed recognition
2025 · External reference
10.1109/cvpr52734.2025.00964
10.1109/cvpr52734.2025.00964 · External reference
Unresolved reference
External reference
Surface defect detection method for electronic panels based on double branching and decoupling head structure
10.1371/journal.pone.0279035 · 2023 · External reference
An improved fault diagnosis strategy for photovoltaic modules based on a CNN and thermal image processing in heterogeneous outdoor conditions
2023 · External reference
Squeeze-and-excitation networks
2018 · External reference
10.1007/978-3-030-01234-2_1
10.1007/978-3-030-01234-2_1 · External reference
A review on the attention mechanism of deep learning
10.1016/j.neucom.2021.03.091 · 2021 · External reference
AnchorFormer: Differentiable anchor attention for efficient vision transformer
10.1016/j.patrec.2025.07.016 · 2025 · External reference
Photovoltaic fault detection algorithm based on theoretical curves modelling and fuzzy classification system
10.1016/j.energy.2017.08.102 · 2017 · External reference
Fault detection and diagnosis methods for photovoltaic systems: A review
10.1016/j.rser.2018.03.062 · 2018 · External reference
Unresolved reference
External reference
Gradient surgery for multi-task learning
2020 · External reference
Curricular-balanced long-tailed learning
10.1016/j.neucom.2023.127121 · 2024 · External reference
A causality guided loss for imbalanced learning in scene graph generation
2024 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2023 · External reference
10.1007/978-3-030-01234-2_1
10.1007/978-3-030-01234-2_1 · ExternalCitation · doi-reference
Photovoltaic fault detection algorithm based on theoretical curves modelling and fuzzy classification system
10.1016/j.energy.2017.08.102 · ExternalCitation · doi-reference
A review on the attention mechanism of deep learning
10.1016/j.neucom.2021.03.091 · ExternalCitation · doi-reference
Dual focal loss to address class imbalance in semantic segmentation
10.1016/j.neucom.2021.07.055 · ExternalCitation · doi-reference
A knowledge-guide hierarchical learning method for long-tailed image classification
10.1016/j.neucom.2022.01.006 · ExternalCitation · doi-reference
Long-tailed visual recognition with deep models: A methodological survey and evaluation
10.1016/j.neucom.2022.08.031 · ExternalCitation · doi-reference
Curricular-balanced long-tailed learning
10.1016/j.neucom.2023.127121 · ExternalCitation · doi-reference
PDFL: Progressive discriminative feature learning for long-tailed recognition
10.1016/j.neucom.2025.130463 · ExternalCitation · doi-reference
A systematic study of the class imbalance problem in convolutional neural networks
10.1016/j.neunet.2018.07.011 · ExternalCitation · doi-reference
Weight-guided class complementing for long-tailed image recognition
10.1016/j.patcog.2023.109374 · ExternalCitation · doi-reference
NCL++: Nested collaborative learning for long-tailed visual recognition
10.1016/j.patcog.2023.110064 · ExternalCitation · doi-reference
DBL: Dual-level balanced learning for long-tailed classification
10.1016/j.patcog.2025.112448 · ExternalCitation · doi-reference
Decoupling representation learning and classifier for long-tailed adversarial training
10.1016/j.patcog.2025.112607 · ExternalCitation · doi-reference
IMMix: Class-imbalanced node classification via prototypical selective mixup augmentation
10.1016/j.patcog.2025.112749 · ExternalCitation · doi-reference
DAFS: A distribution-aware hierarchical feature selection method for long-tailed classification
10.1016/j.patcog.2026.113218 · ExternalCitation · doi-reference
LADC-Net: Lesion-aware dual-calibrated network for long-tailed medical image classification
10.1016/j.patcog.2026.113975 · ExternalCitation · doi-reference
Improving tail-class representation with centroid contrastive learning
10.1016/j.patrec.2023.03.010 · ExternalCitation · doi-reference
AnchorFormer: Differentiable anchor attention for efficient vision transformer
10.1016/j.patrec.2025.07.016 · ExternalCitation · doi-reference
Fault detection and diagnosis methods for photovoltaic systems: A review
10.1016/j.rser.2018.03.062 · ExternalCitation · doi-reference
Deep learning
10.1038/nature14539 · ExternalCitation · doi-reference
10.1109/cvpr52734.2025.00964
10.1109/cvpr52734.2025.00964 · ExternalCitation · doi-reference
A comprehensive review of catastrophic faults in PV arrays: Types, detection, and mitigation techniques
10.1109/jphotov.2015.2397599 · ExternalCitation · doi-reference
Survey on deep learning with class imbalance
10.1186/s40537-019-0192-5 · ExternalCitation · doi-reference
Surface defect detection method for electronic panels based on double branching and decoupling head structure
10.1371/journal.pone.0279035 · ExternalCitation · doi-reference
SMOTE: Synthetic minority over-sampling technique
10.1613/jair.953 · ExternalCitation · doi-reference
A novel approach for efficient solar panel fault classification using coupled uDenseNet
10.3390/s23104918 · ExternalCitation · doi-reference
