A geometric approach for accelerating neural networks designed for classification problems
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DOI: 10.1038/s41598-024-68172-6
Abstract: This paper proposes a geometric-based technique for compressing convolutional neural networks to accelerate computations and improve generalization by eliminating non-informative components. The technique utilizes a geometric index called separation index to evaluate the functionality of… read more here.
Keywords: accelerating neural; approach accelerating; geometric approach; separation index ... See more keywords
Adaptive clustering for medical image analysis using the improved separation index
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-13670-4
Abstract: Clustering high-dimensional biomedical data without prior knowledge of the number of clusters remains a major challenge in medical image and signal analysis. We present SONSC (Separation-Optimized Number of Smart Clusters), an adaptive and interpretable clustering… read more here.
Keywords: improved separation; separation; analysis; medical image ... See more keywords