AI-EcoNet/HUGO-Bench-Paper-Reproducibility

model large_stringclasses 5 values	model_short large_stringclasses 5 values	dim_reduction large_stringclasses 5 values	clustering large_stringclasses 12 values	v_measure float64 0.01 0.97	adjusted_rand_index float64 0 0.96	normalized_mutual_info float64 0.01 0.97	homogeneity float64 0.01 0.98	completeness float64 0.06 0.99	n_clusters_pred float64 2 278	n_clusters_true float64 30 30	path large_stringlengths 98 140
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.368881	0.131803	0.368881	0.365242	0.372593	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.354208	0.126185	0.354208	0.350168	0.358343	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.370944	0.140085	0.370944	0.366722	0.375263	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.364089	0.138516	0.364089	0.358847	0.369486	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.395183	0.147498	0.395183	0.389998	0.400508	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.399664	0.150478	0.399664	0.391101	0.40861	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.361391	0.132281	0.361391	0.357059	0.36583	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.3554	0.134713	0.3554	0.349506	0.361496	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.39626	0.157077	0.39626	0.389431	0.403333	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.390017	0.143634	0.390017	0.382301	0.398052	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.357965	0.124368	0.357965	0.351036	0.365173	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.339823	0.108318	0.339823	0.332972	0.346962	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.311714	0.096091	0.311714	0.305322	0.318378	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.357808	0.130797	0.357808	0.352806	0.362954	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.333336	0.108065	0.333336	0.3257	0.341339	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.363397	0.12086	0.363397	0.354398	0.372864	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.343483	0.12025	0.343483	0.339109	0.347972	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.324243	0.107667	0.324243	0.318506	0.33019	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.345384	0.114846	0.345384	0.336701	0.354526	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K30	0.351951	0.113611	0.351951	0.342637	0.361786	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K30\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.369093	0.127391	0.369093	0.385511	0.354016	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.358666	0.118059	0.358666	0.375714	0.343098	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.375906	0.129205	0.375906	0.394074	0.35934	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.367585	0.123409	0.367585	0.385368	0.35137	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.396566	0.134668	0.396566	0.413417	0.381034	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.396305	0.138501	0.396305	0.414131	0.379951	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.368042	0.11953	0.368042	0.384883	0.352613	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.360477	0.121442	0.360477	0.37739	0.345015	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.394956	0.141851	0.394956	0.41391	0.377662	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.390229	0.134203	0.390229	0.407513	0.374351	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.3567	0.109939	0.3567	0.371549	0.342993	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.346705	0.100684	0.346705	0.360298	0.334101	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.314538	0.088579	0.314538	0.328148	0.302012	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.362718	0.120939	0.362718	0.377357	0.349172	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.335072	0.103616	0.335072	0.348149	0.322943	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.367297	0.119591	0.367297	0.381224	0.354352	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.348958	0.109041	0.348958	0.364045	0.335072	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.329383	0.097406	0.329383	0.342748	0.317022	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.352048	0.112319	0.352048	0.366234	0.338921	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K45	0.353964	0.113106	0.353964	0.368902	0.340188	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K45\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.368577	0.085388	0.368577	0.422327	0.326964	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.361223	0.081425	0.361223	0.415604	0.319427	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.371741	0.088013	0.371741	0.426043	0.329717	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.36865	0.085403	0.36865	0.4235	0.326379	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.390785	0.09414	0.390785	0.447841	0.346625	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.390555	0.093049	0.390555	0.446574	0.347024	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.367536	0.08637	0.367536	0.422223	0.325392	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.360475	0.088843	0.360475	0.413991	0.319211	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.387216	0.103151	0.387216	0.443722	0.343476	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.392427	0.098828	0.392427	0.449528	0.348197	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.358228	0.080819	0.358228	0.407495	0.319589	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.349642	0.077883	0.349642	0.399848	0.310637	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.322289	0.064853	0.322289	0.368432	0.286418	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.366343	0.088865	0.366343	0.416962	0.326683	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.337693	0.074253	0.337693	0.386012	0.300125	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.366677	0.090317	0.366677	0.420265	0.325209	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.35468	0.081262	0.35468	0.406335	0.314678	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.332702	0.070644	0.332702	0.379585	0.296126	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.359314	0.08353	0.359314	0.40985	0.319872	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K90	0.359151	0.081718	0.359151	0.408782	0.320266	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K90\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.153145	0.007419	0.153145	0.121893	0.205946	132	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_10_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.153006	0.007832	0.153006	0.125071	0.197009	137	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_1_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.221634	0.038261	0.221634	0.187198	0.271597	128	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_2_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.158658	0.006799	0.158658	0.126995	0.211353	139	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_3_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.155481	0.008434	0.155481	0.122064	0.214092	124	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_4_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.217119	0.038825	0.217119	0.183777	0.265241	120	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_5_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.233439	0.043701	0.233439	0.203987	0.272831	140	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_6_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.218616	0.040176	0.218616	0.189838	0.257678	127	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_7_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.215898	0.035018	0.215898	0.183126	0.262959	125	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_8_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.215384	0.039456	0.215384	0.181963	0.263844	116	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_aves_9_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.225272	0.025509	0.225272	0.204616	0.250568	152	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_10_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.224476	0.025985	0.224476	0.204078	0.249404	147	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_1_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.214335	0.02342	0.214335	0.196573	0.235627	163	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_2_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.23048	0.027983	0.23048	0.209708	0.255819	155	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_3_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.226108	0.027222	0.226108	0.209678	0.245332	157	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_4_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.215988	0.02414	0.215988	0.188083	0.253616	143	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_5_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.228747	0.027184	0.228747	0.206698	0.256062	158	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_6_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.224843	0.027789	0.224843	0.200997	0.255108	146	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_7_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.23649	0.031186	0.23649	0.221964	0.253051	159	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_8_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	DBSCAN	0.217325	0.028429	0.217325	0.200116	0.237771	145	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\DBSCAN\clip_vitl14_mammalia_9_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.269734	0.09513	0.269734	0.240573	0.306939	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_10_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.263751	0.094703	0.263751	0.235529	0.299657	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_1_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.255656	0.088463	0.255656	0.227227	0.292216	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_2_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.277999	0.096664	0.277999	0.247443	0.317164	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_3_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.276579	0.098869	0.276579	0.246494	0.315028	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_4_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.271156	0.099114	0.271156	0.241599	0.308955	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_5_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.270796	0.095407	0.270796	0.240821	0.309294	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_6_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.25885	0.090606	0.25885	0.230231	0.295594	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_7_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.27717	0.098393	0.27717	0.246751	0.316144	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_8_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.267278	0.091041	0.267278	0.237822	0.305063	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_aves_9_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.248769	0.08667	0.248769	0.221333	0.283969	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_10_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.243322	0.086297	0.243322	0.217459	0.276169	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_1_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.229405	0.073865	0.229405	0.204388	0.261401	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_2_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.237484	0.081	0.237484	0.211332	0.271023	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_3_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.241924	0.080887	0.241924	0.215797	0.275248	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_4_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.237674	0.082071	0.237674	0.211924	0.270546	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_5_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.239282	0.079702	0.239282	0.213081	0.272831	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_6_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.238291	0.07464	0.238291	0.211475	0.272896	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_7_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.242887	0.082911	0.242887	0.216956	0.275858	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_8_KERNEL_PCA\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	KERNEL_PCA	GMM_K15	0.23937	0.080616	0.23937	0.213195	0.272872	15	30	clip_vitl14\dimension_reduction\KERNEL_PCA\clustering\GMM_K15\clip_vitl14_mammalia_9_KERNEL_PCA\analysis_summary.json

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ISOMAP

HIERARCHICAL_K30

0.368881

0.131803

0.368881

0.365242

0.372593

30

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HIERARCHICAL_K30

0.354208

0.126185

0.354208

0.350168

0.358343

30

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ISOMAP

HIERARCHICAL_K30

0.370944

0.140085

0.370944

0.366722

0.375263

30

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ISOMAP

HIERARCHICAL_K30

0.364089

0.138516

0.364089

0.358847

0.369486

30

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ISOMAP

HIERARCHICAL_K30

0.395183

0.147498

0.395183

0.389998

0.400508

30

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ISOMAP

HIERARCHICAL_K30

0.399664

0.150478

0.399664

0.391101

0.40861

30

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ISOMAP

HIERARCHICAL_K30

0.361391

0.132281

0.361391

0.357059

0.36583

30

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ISOMAP

HIERARCHICAL_K30

0.3554

0.134713

0.3554

0.349506

0.361496

30

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ISOMAP

HIERARCHICAL_K30

0.39626

0.157077

0.39626

0.389431

0.403333

30

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ISOMAP

HIERARCHICAL_K30

0.390017

0.143634

0.390017

0.382301

0.398052

30

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ISOMAP

HIERARCHICAL_K30

0.357965

0.124368

0.357965

0.351036

0.365173

30

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ISOMAP

HIERARCHICAL_K30

0.339823

0.108318

0.339823

0.332972

0.346962

30

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ISOMAP

HIERARCHICAL_K30

0.311714

0.096091

0.311714

0.305322

0.318378

30

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ISOMAP

HIERARCHICAL_K30

0.357808

0.130797

0.357808

0.352806

0.362954

30

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ISOMAP

HIERARCHICAL_K30

0.333336

0.108065

0.333336

0.3257

0.341339

30

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ISOMAP

HIERARCHICAL_K30

0.363397

0.12086

0.363397

0.354398

0.372864

30

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ISOMAP

HIERARCHICAL_K30

0.343483

0.12025

0.343483

0.339109

0.347972

30

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ISOMAP

HIERARCHICAL_K30

0.324243

0.107667

0.324243

0.318506

0.33019

30

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ISOMAP

HIERARCHICAL_K30

0.345384

0.114846

0.345384

0.336701

0.354526

30

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ISOMAP

HIERARCHICAL_K30

0.351951

0.113611

0.351951

0.342637

0.361786

30

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ISOMAP

HIERARCHICAL_K45

0.369093

0.127391

0.369093

0.385511

0.354016

45

30

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ISOMAP

HIERARCHICAL_K45

0.358666

0.118059

0.358666

0.375714

0.343098

45

30

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ISOMAP

HIERARCHICAL_K45

0.375906

0.129205

0.375906

0.394074

0.35934

45

30

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ISOMAP

HIERARCHICAL_K45

0.367585

0.123409

0.367585

0.385368

0.35137

45

30

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ISOMAP

HIERARCHICAL_K45

0.396566

0.134668

0.396566

0.413417

0.381034

45

30

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ISOMAP

HIERARCHICAL_K45

0.396305

0.138501

0.396305

0.414131

0.379951

45

30

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ISOMAP

HIERARCHICAL_K45

0.368042

0.11953

0.368042

0.384883

0.352613

45

30

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ISOMAP

HIERARCHICAL_K45

0.360477

0.121442

0.360477

0.37739

0.345015

45

30

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ISOMAP

HIERARCHICAL_K45

0.394956

0.141851

0.394956

0.41391

0.377662

45

30

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ISOMAP

HIERARCHICAL_K45

0.390229

0.134203

0.390229

0.407513

0.374351

45

30

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ISOMAP

HIERARCHICAL_K45

0.3567

0.109939

0.3567

0.371549

0.342993

45

30

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ISOMAP

HIERARCHICAL_K45

0.346705

0.100684

0.346705

0.360298

0.334101

45

30

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ISOMAP

HIERARCHICAL_K45

0.314538

0.088579

0.314538

0.328148

0.302012

45

30

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ISOMAP

HIERARCHICAL_K45

0.362718

0.120939

0.362718

0.377357

0.349172

45

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ISOMAP

HIERARCHICAL_K45

0.335072

0.103616

0.335072

0.348149

0.322943

45

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ISOMAP

HIERARCHICAL_K45

0.367297

0.119591

0.367297

0.381224

0.354352

45

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ISOMAP

HIERARCHICAL_K45

0.348958

0.109041

0.348958

0.364045

0.335072

45

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HIERARCHICAL_K45

0.329383

0.097406

0.329383

0.342748

0.317022

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ISOMAP

HIERARCHICAL_K45

0.352048

0.112319

0.352048

0.366234

0.338921

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0.353964

0.113106

0.353964

0.368902

0.340188

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HIERARCHICAL_K90

0.368577

0.085388

0.368577

0.422327

0.326964

90

30

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HIERARCHICAL_K90

0.361223

0.081425

0.361223

0.415604

0.319427

90

30

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HIERARCHICAL_K90

0.371741

0.088013

0.371741

0.426043

0.329717

90

30

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HIERARCHICAL_K90

0.36865

0.085403

0.36865

0.4235

0.326379

90

30

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HIERARCHICAL_K90

0.390785

0.09414

0.390785

0.447841

0.346625

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HIERARCHICAL_K90

0.390555

0.093049

0.390555

0.446574

0.347024

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HIERARCHICAL_K90

0.367536

0.08637

0.367536

0.422223

0.325392

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HIERARCHICAL_K90

0.360475

0.088843

0.360475

0.413991

0.319211

90

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0.387216

0.103151

0.387216

0.443722

0.343476

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ISOMAP

HIERARCHICAL_K90

0.392427

0.098828

0.392427

0.449528

0.348197

90

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ISOMAP

HIERARCHICAL_K90

0.358228

0.080819

0.358228

0.407495

0.319589

90

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ISOMAP

HIERARCHICAL_K90

0.349642

0.077883

0.349642

0.399848

0.310637

90

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ISOMAP

HIERARCHICAL_K90

0.322289

0.064853

0.322289

0.368432

0.286418

90

30

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ISOMAP

HIERARCHICAL_K90

0.366343

0.088865

0.366343

0.416962

0.326683

90

30

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ISOMAP

HIERARCHICAL_K90

0.337693

0.074253

0.337693

0.386012

0.300125

90

30

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ISOMAP

HIERARCHICAL_K90

0.366677

0.090317

0.366677

0.420265

0.325209

90

30

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ISOMAP

HIERARCHICAL_K90

0.35468

0.081262

0.35468

0.406335

0.314678

90

30

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ISOMAP

HIERARCHICAL_K90

0.332702

0.070644

0.332702

0.379585

0.296126

90

30

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ISOMAP

HIERARCHICAL_K90

0.359314

0.08353

0.359314

0.40985

0.319872

90

30

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ISOMAP

HIERARCHICAL_K90

0.359151

0.081718

0.359151

0.408782

0.320266

90

30

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KERNEL_PCA

DBSCAN

0.153145

0.007419

0.153145

0.121893

0.205946

132

30

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KERNEL_PCA

DBSCAN

0.153006

0.007832

0.153006

0.125071

0.197009

137

30

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KERNEL_PCA

DBSCAN

0.221634

0.038261

0.221634

0.187198

0.271597

128

30

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KERNEL_PCA

DBSCAN

0.158658

0.006799

0.158658

0.126995

0.211353

139

30

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KERNEL_PCA

DBSCAN

0.155481

0.008434

0.155481

0.122064

0.214092

124

30

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KERNEL_PCA

DBSCAN

0.217119

0.038825

0.217119

0.183777

0.265241

120

30

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KERNEL_PCA

DBSCAN

0.233439

0.043701

0.233439

0.203987

0.272831

140

30

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KERNEL_PCA

DBSCAN

0.218616

0.040176

0.218616

0.189838

0.257678

127

30

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KERNEL_PCA

DBSCAN

0.215898

0.035018

0.215898

0.183126

0.262959

125

30

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KERNEL_PCA

DBSCAN

0.215384

0.039456

0.215384

0.181963

0.263844

116

30

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KERNEL_PCA

DBSCAN

0.225272

0.025509

0.225272

0.204616

0.250568

152

30

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KERNEL_PCA

DBSCAN

0.224476

0.025985

0.224476

0.204078

0.249404

147

30

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KERNEL_PCA

DBSCAN

0.214335

0.02342

0.214335

0.196573

0.235627

163

30

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KERNEL_PCA

DBSCAN

0.23048

0.027983

0.23048

0.209708

0.255819

155

30

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KERNEL_PCA

DBSCAN

0.226108

0.027222

0.226108

0.209678

0.245332

157

30

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KERNEL_PCA

DBSCAN

0.215988

0.02414

0.215988

0.188083

0.253616

143

30

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KERNEL_PCA

DBSCAN

0.228747

0.027184

0.228747

0.206698

0.256062

158

30

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KERNEL_PCA

DBSCAN

0.224843

0.027789

0.224843

0.200997

0.255108

146

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KERNEL_PCA

DBSCAN

0.23649

0.031186

0.23649

0.221964

0.253051

159

30

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KERNEL_PCA

DBSCAN

0.217325

0.028429

0.217325

0.200116

0.237771

145

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KERNEL_PCA

GMM_K15

0.269734

0.09513

0.269734

0.240573

0.306939

15

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KERNEL_PCA

GMM_K15

0.263751

0.094703

0.263751

0.235529

0.299657

15

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KERNEL_PCA

GMM_K15

0.255656

0.088463

0.255656

0.227227

0.292216

15

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KERNEL_PCA

GMM_K15

0.277999

0.096664

0.277999

0.247443

0.317164

15

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KERNEL_PCA

GMM_K15

0.276579

0.098869

0.276579

0.246494

0.315028

15

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KERNEL_PCA

GMM_K15

0.271156

0.099114

0.271156

0.241599

0.308955

15

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KERNEL_PCA

GMM_K15

0.270796

0.095407

0.270796

0.240821

0.309294

15

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KERNEL_PCA

GMM_K15

0.25885

0.090606

0.25885

0.230231

0.295594

15

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KERNEL_PCA

GMM_K15

0.27717

0.098393

0.27717

0.246751

0.316144

15

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KERNEL_PCA

GMM_K15

0.267278

0.091041

0.267278

0.237822

0.305063

15

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KERNEL_PCA

GMM_K15

0.248769

0.08667

0.248769

0.221333

0.283969

15

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KERNEL_PCA

GMM_K15

0.243322

0.086297

0.243322

0.217459

0.276169

15

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KERNEL_PCA

GMM_K15

0.229405

0.073865

0.229405

0.204388

0.261401

15

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KERNEL_PCA

GMM_K15

0.237484

0.081

0.237484

0.211332

0.271023

15

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KERNEL_PCA

GMM_K15

0.241924

0.080887

0.241924

0.215797

0.275248

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KERNEL_PCA

GMM_K15

0.237674

0.082071

0.237674

0.211924

0.270546

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KERNEL_PCA

GMM_K15

0.239282

0.079702

0.239282

0.213081

0.272831

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KERNEL_PCA

GMM_K15

0.238291

0.07464

0.238291

0.211475

0.272896

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KERNEL_PCA

GMM_K15

0.242887

0.082911

0.242887

0.216956

0.275858

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KERNEL_PCA

GMM_K15

0.23937

0.080616

0.23937

0.213195

0.272872

15

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