Clustering on Crystal Structure benchmark leaderboard · SOTA2 Research

Clustering on Crystal Structure

1Silhouette ScoreMetric Learning

Evaluation Results

Method	Links
Metric Learning2025.11		1	0.0001	1.19	14,095.1	0.8829	0.8862	1	1
VAE2025.11		0.9876	0.0175	2.39	99.1187	0.8761	0.8891	1	1
CP2025.11		0.982	0.0254	3.72	62.9187	0.8904	0.8915	0.9015	0.9091
CP2025.11		0.9751	0.0355	3.55	61.8594	0.8863	0.8877	0.9007	0.91
CP2025.11		0.9572	0.0597	7.48	27.7025	0.8912	0.8862	0.9018	0.9112
UMAP + K-Means2025.11		0.9531	0.0651	6.86	28.3698	0.9333	0.9138	0.9264	0.9289
t-SVD2025.11		0.9256	0.1091	1.75	14.1705	0.9183	0.9109	0.9291	0.9085
t-SNE + K-Means2025.11		0.9193	0.1031	2.15	16.0362	0.9521	0.9303	0.9832	0.9898
t-SVD2025.11		0.9098	0.2767	1.55	13.09	0.8984	0.8921	0.8973	0.9068
t-SVD2025.11		0.9003	0.2167	9.92	8.8781	0.9067	0.9001	0.9165	0.9184
PCA + K-Means2025.11		0.8843	0.1708	7.43	9.0601	0.935	0.9315	0.9711	0.9871
Tucker2025.11		0.6455	0.6524	3.96	2.8324	0.8877	0.8906	0.8999	0.9072
DEC2025.11		0.5572	0.698	1.77	3.3112	0.8864	0.889	1	1
Tucker2025.11		0.1714	2.0658	4.98	1.3687	0.8488	0.9107	0.9094	0.9097
Tucker2025.11		0.0632	3.1399	2.47	1.1532	0.8254	0.844	0.9165	0.9187