Hierarchical Convolutional Neural Network with Knowledge Complementation for Long-Tailed Classification
Abstract
References
Index Terms
- Hierarchical Convolutional Neural Network with Knowledge Complementation for Long-Tailed Classification
Recommendations
Multi-task convolutional neural network with coarse-to-fine knowledge transfer for long-tailed classification
AbstractLong-tailed classifications make it very challenging to deal with class-imbalanced problems using deep convolutional neural networks (CNNs). Existing solutions based on re-balancing methods perform well and use single-task CNNs to train each fine-...
Hierarchical long-tailed classification based on multi-granularity knowledge transfer driven by multi-scale feature fusion
AbstractLong-tailed learning is attracting increasing attention due to the unbalanced distributions of real-world data. The aim is to train well-performing depth models. Traditional knowledge transfer methods for long-tailed learning are classified into ...
Highlights- We propose a multi-scale feature fusion network about channel and spatial features.
- We investigate a multi-granularity relationship of class space.
- We explore a vertical transfer of coarse- to fine-grained knowledge.
Geometric Prior Guided Feature Representation Learning for Long-Tailed Classification
AbstractReal-world data are long-tailed, the lack of tail samples leads to a significant limitation in the generalization ability of the model. Although numerous approaches of class re-balancing perform well for moderate class imbalance problems, ...
Comments
Information & Contributors
Information
Published In
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Research-article
Funding Sources
- National Natural Science Foundation of China
- Natural Science Foundation of Fujian Province
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 199Total Downloads
- Downloads (Last 12 months)199
- Downloads (Last 6 weeks)30
Other Metrics
Citations
Cited By
View allView Options
Get Access
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in