FroSSL: Frobenius Norm Minimization for Efficient Multiview Self-supervised Learning

Keyphrases

• Eigenvalues 100%
• Covariance 100%
• Self-supervised Learning 100%
• ImageNet 100%
• Frobenius Norm Minimization 100%
• Network Applications 50%
• Efficiency Improvement 50%
• Popular 50%
• Invariance 50%
• Fast Convergence 50%
• Linear Probe 50%
• Covariance Matrix 50%
• Computational Complexity 50%
• GitHub 50%
• Mean Squared Error 50%
• Eigendecomposition 50%
• Representation Learning 50%
• Targeting Performance 50%
• Frobenius Norm 50%
• Self-supervised Learning Methods 50%
• ResNet18 50%
• Computing Eigenvalues 50%
• Asymmetric Network 50%
• Contrastive Network 50%

Mathematics

• Eigenvalue 100%
• Frobenius Norm 100%
• Self-Supervised Learning 100%
• Covariance 66%
• Regularization 33%
• Asymmetric 33%
• Covariance Matrix 33%
• Mean Square Error 33%
• Objective Function 33%
• Representation Learning 33%

Computer Science

• Self-Supervised Learning 100%
• Eigenvalue 66%
• Fast Convergence 33%
• Regularization 33%
• Covariance Matrix 33%
• Computational Complexity 33%
• Objective Function 33%
• Representation Learning 33%
• Computing Eigenvalue 33%