Is it all a cluster game? - Exploring Out-of-Distribution Detection based on Clustering in the Embedding Space

Keyphrases

• Applications of Deep Neural Networks 33%
• CIFAR-10 33%
• CIFAR-100 33%
• Clustering Strategy 33%
• Competitive Results 33%
• Contrastive Learning 100%
• Cosine Similarity 33%
• Cross-entropy 66%
• Distance Metric 33%
• Distance Relationship 33%
• Embedding Space 100%
• Image Classification 33%
• In-distribution 33%
• Model Driven Architecture 33%
• Out-of-distribution Data 33%
• Out-of-distribution Detection 100%
• Safety-critical Applications 33%
• Supervised Contrastive Learning 33%
• Training Data 33%
• Training Distribution 33%
• Training Methods 100%

Computer Science

• Clustering Method 50%
• Contrastive Learning 50%
• Cosine Similarity 50%
• Critical Application 50%
• Data Distribution 100%
• Deep Neural Network 50%
• Distance Metric 50%
• Embedding Space 100%
• Image Classification 50%
• Model Architecture 50%
• Separated Cluster 50%
• Training Data 50%