Git: Clustering Based on Graph of Intensity Topology

Benchmark Model Rank Results
clustering-algorithms-evaluation-on-fashion-2AE+GIT#1ARI: 49%F1-score: 65%NMI: 61%
clustering-algorithms-evaluation-on-fashion-2k-Means++#2ARI: 35%F1-score: 39%NMI: 51%
clustering-algorithms-evaluation-on-fashion-2Spectral Clustering#3ARI: 34%F1-score: 43%NMI: 49%
clustering-algorithms-evaluation-on-fashion-2GIT#4ARI: 32%F1-score: 56%NMI: 51%
clustering-algorithms-evaluation-on-fashion-2SpectACI#5ARI: 29%F1-score: 47%NMI: 45%
clustering-algorithms-evaluation-on-fashion-2QuickShiftPP#6ARI: 16%F1-score: 42%NMI: 41%
clustering-algorithms-evaluation-on-mnistAE+GIT#1ARI: 77%F1-score: 88%NMI: 81%
clustering-algorithms-evaluation-on-mnistGIT#2ARI: 42%F1-score: 59%NMI: 53%
clustering-algorithms-evaluation-on-mnistk-Means++#3ARI: 36%F1-score: 50%NMI: 45%
clustering-algorithms-evaluation-on-mnistSpectral Clustering#4ARI: 33%F1-score: 41%NMI: 44%
clustering-algorithms-evaluation-on-mnistSpectACI#5ARI: 17%F1-score: 40%NMI: 33%
clustering-algorithms-evaluation-on-mnistQuickShiftPP#6ARI: 13%F1-score: 45%NMI: 45%
clustering-algorithms-evaluation-on-olivettiGIT#1F1-score: 62%ARI: 45%NMI: 78%
clustering-algorithms-evaluation-on-olivettiQuickShiftPP#2F1-score: 60%ARI: 38%NMI: 79%
clustering-algorithms-evaluation-on-olivettik-Means++#3F1-score: 52%ARI: 38%NMI: 74%
clustering-algorithms-evaluation-on-olivettiSpectral Clustering#4F1-score: 37%ARI: 19%NMI: 66%
clustering-algorithms-evaluation-on-olivettiSpectACI#5F1-score: 34%ARI: 21%NMI: 61%