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
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.682915	0.419422	0.682915	0.782795	0.60564	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_1\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.680555	0.418027	0.680555	0.778471	0.604519	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_10\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.679046	0.407298	0.679046	0.778053	0.602392	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_2\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.677043	0.402451	0.677043	0.777022	0.599859	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_3\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.680117	0.428503	0.680117	0.778352	0.6039	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_4\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.679102	0.405119	0.679102	0.778316	0.602322	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_5\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.676841	0.40407	0.676841	0.77577	0.600289	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_6\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.686598	0.42871	0.686598	0.785609	0.609751	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_7\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.680193	0.40684	0.680193	0.780677	0.602626	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_8\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.686451	0.438804	0.686451	0.785204	0.609762	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_9\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.67455	0.385098	0.67455	0.773792	0.59787	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_1\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.678184	0.394663	0.678184	0.779476	0.60019	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_10\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.679831	0.408831	0.679831	0.779731	0.602622	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_2\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.67129	0.385174	0.67129	0.772302	0.593645	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_3\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.672711	0.38478	0.672711	0.771587	0.596298	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_4\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.67434	0.381383	0.67434	0.775858	0.596315	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_5\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.680832	0.416224	0.680832	0.780143	0.60395	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_6\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.671533	0.397556	0.671533	0.771161	0.594702	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_7\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.678615	0.407748	0.678615	0.779267	0.600989	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_8\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	UMAP	HIERARCHICAL_K90	0.678816	0.401144	0.678816	0.780078	0.600823	90	30	bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_9\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.277276	0.041078	0.277276	0.247614	0.315012	145	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.26244	0.029116	0.26244	0.231388	0.303119	152	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.223518	0.020669	0.223518	0.173793	0.313102	119	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.264003	0.03256	0.264003	0.22021	0.32954	134	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.292961	0.045418	0.292961	0.250551	0.352653	123	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.284626	0.038273	0.284626	0.240398	0.348796	125	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.240465	0.029944	0.240465	0.194205	0.315656	119	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.253713	0.030201	0.253713	0.212985	0.313701	156	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.270317	0.030819	0.270317	0.221493	0.346752	119	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.244918	0.025255	0.244918	0.193291	0.334174	121	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.264168	0.033387	0.264168	0.19839	0.395202	106	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.244805	0.030447	0.244805	0.176405	0.399842	92	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.205321	0.021605	0.205321	0.15845	0.291569	119	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.256647	0.03134	0.256647	0.193048	0.382736	106	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.253596	0.030676	0.253596	0.185698	0.399766	87	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.275174	0.036834	0.275174	0.216345	0.377945	111	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.22097	0.023839	0.22097	0.159885	0.357589	95	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.236488	0.028911	0.236488	0.177676	0.3535	106	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.258413	0.031379	0.258413	0.193743	0.387884	100	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	DBSCAN	0.254291	0.030323	0.254291	0.189428	0.386701	91	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.365163	0.139937	0.365163	0.323465	0.419203	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.35643	0.143688	0.35643	0.316272	0.40827	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.367461	0.151574	0.367461	0.328009	0.417701	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.366828	0.15479	0.366828	0.326025	0.419306	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.395793	0.152299	0.395793	0.349366	0.45645	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.392872	0.156891	0.392872	0.348006	0.451018	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.357499	0.150028	0.357499	0.317731	0.408646	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.357564	0.141773	0.357564	0.316346	0.411131	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.385847	0.156371	0.385847	0.341692	0.443108	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.386859	0.154716	0.386859	0.340297	0.448182	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.332452	0.110983	0.332452	0.292479	0.385081	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.334621	0.117196	0.334621	0.296868	0.383375	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.314423	0.120379	0.314423	0.278844	0.36041	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.358237	0.124809	0.358237	0.315499	0.414368	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.322813	0.104622	0.322813	0.282348	0.376818	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.347329	0.121042	0.347329	0.304775	0.403696	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.333427	0.11403	0.333427	0.295116	0.38317	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.318402	0.110226	0.318402	0.280359	0.368392	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.335866	0.119975	0.335866	0.297778	0.385125	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K15	0.346478	0.124372	0.346478	0.303317	0.403962	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.370769	0.052266	0.370769	0.462085	0.309589	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.367668	0.052728	0.367668	0.459518	0.30642	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.373167	0.05484	0.373167	0.464943	0.31165	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.372759	0.054949	0.372759	0.465236	0.310951	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.390932	0.06263	0.390932	0.486489	0.326751	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.389355	0.06075	0.389355	0.482173	0.326504	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.37241	0.054186	0.37241	0.464834	0.310644	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.36548	0.052619	0.36548	0.455332	0.305245	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.385351	0.06129	0.385351	0.480902	0.321476	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.391018	0.063281	0.391018	0.48643	0.326898	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.358665	0.049467	0.358665	0.445395	0.300207	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.359032	0.051621	0.359032	0.447215	0.299898	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.333089	0.043734	0.333089	0.414766	0.278288	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.369161	0.056749	0.369161	0.459645	0.308442	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.345689	0.049335	0.345689	0.429186	0.289389	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.368954	0.055918	0.368954	0.458083	0.30886	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.361482	0.051308	0.361482	0.449055	0.302491	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.339134	0.043232	0.339134	0.420574	0.284118	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.363251	0.056617	0.363251	0.45155	0.303837	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K180	0.360433	0.051547	0.360433	0.445775	0.302518	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.372925	0.142333	0.372925	0.369489	0.376425	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.365707	0.14005	0.365707	0.362155	0.369329	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.375097	0.141029	0.375097	0.370415	0.379899	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.375075	0.138606	0.375075	0.370926	0.379317	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.403061	0.160029	0.403061	0.398561	0.407664	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.405078	0.157587	0.405078	0.399265	0.411062	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.373972	0.146098	0.373972	0.370001	0.378029	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.364958	0.138101	0.364958	0.359984	0.370072	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.396911	0.160665	0.396911	0.393574	0.400305	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.394308	0.157897	0.394308	0.389313	0.399432	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.356941	0.123401	0.356941	0.350359	0.363775	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.349328	0.123146	0.349328	0.343546	0.355308	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.319517	0.108688	0.319517	0.31596	0.323155	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.369323	0.136824	0.369323	0.362776	0.37611	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.338043	0.115685	0.338043	0.332171	0.344126	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.369109	0.13327	0.369109	0.361906	0.376603	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.342131	0.112556	0.342131	0.33586	0.348642	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.328083	0.109452	0.328083	0.322337	0.334039	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.351516	0.122343	0.351516	0.346336	0.356855	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K30	0.359723	0.127034	0.359723	0.353433	0.366241	30	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.682915

0.419422

0.682915

0.782795

0.60564

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_1\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.680555

0.418027

0.680555

0.778471

0.604519

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_10\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.679046

0.407298

0.679046

0.778053

0.602392

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_2\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.677043

0.402451

0.677043

0.777022

0.599859

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_3\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.680117

0.428503

0.680117

0.778352

0.6039

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_4\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.679102

0.405119

0.679102

0.778316

0.602322

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_5\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.676841

0.40407

0.676841

0.77577

0.600289

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_6\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.686598

0.42871

0.686598

0.785609

0.609751

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_7\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.680193

0.40684

0.680193

0.780677

0.602626

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_8\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.686451

0.438804

0.686451

0.785204

0.609762

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_8_UMAP_9\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.67455

0.385098

0.67455

0.773792

0.59787

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_1\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.678184

0.394663

0.678184

0.779476

0.60019

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_10\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.679831

0.408831

0.679831

0.779731

0.602622

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_2\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.67129

0.385174

0.67129

0.772302

0.593645

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_3\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.672711

0.38478

0.672711

0.771587

0.596298

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_4\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.67434

0.381383

0.67434

0.775858

0.596315

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_5\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.680832

0.416224

0.680832

0.780143

0.60395

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_6\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.671533

0.397556

0.671533

0.771161

0.594702

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_7\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.678615

0.407748

0.678615

0.779267

0.600989

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_8\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

UMAP

HIERARCHICAL_K90

0.678816

0.401144

0.678816

0.780078

0.600823

90

30

bioclip2_vitl14\dimension_reduction\UMAP\clustering\HIERARCHICAL_K90\bioclip2_vitl14_mammalia_9_UMAP_9\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.277276

0.041078

0.277276

0.247614

0.315012

145

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.26244

0.029116

0.26244

0.231388

0.303119

152

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.223518

0.020669

0.223518

0.173793

0.313102

119

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.264003

0.03256

0.264003

0.22021

0.32954

134

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.292961

0.045418

0.292961

0.250551

0.352653

123

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.284626

0.038273

0.284626

0.240398

0.348796

125

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.240465

0.029944

0.240465

0.194205

0.315656

119

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.253713

0.030201

0.253713

0.212985

0.313701

156

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.270317

0.030819

0.270317

0.221493

0.346752

119

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.244918

0.025255

0.244918

0.193291

0.334174

121

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_aves_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.264168

0.033387

0.264168

0.19839

0.395202

106

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.244805

0.030447

0.244805

0.176405

0.399842

92

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.205321

0.021605

0.205321

0.15845

0.291569

119

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.256647

0.03134

0.256647

0.193048

0.382736

106

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.253596

0.030676

0.253596

0.185698

0.399766

87

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.275174

0.036834

0.275174

0.216345

0.377945

111

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.22097

0.023839

0.22097

0.159885

0.357589

95

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.236488

0.028911

0.236488

0.177676

0.3535

106

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.258413

0.031379

0.258413

0.193743

0.387884

100

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

DBSCAN

0.254291

0.030323

0.254291

0.189428

0.386701

91

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.365163

0.139937

0.365163

0.323465

0.419203

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.35643

0.143688

0.35643

0.316272

0.40827

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.367461

0.151574

0.367461

0.328009

0.417701

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.366828

0.15479

0.366828

0.326025

0.419306

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.395793

0.152299

0.395793

0.349366

0.45645

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.392872

0.156891

0.392872

0.348006

0.451018

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.357499

0.150028

0.357499

0.317731

0.408646

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.357564

0.141773

0.357564

0.316346

0.411131

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\clip_vitl14_aves_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K15

0.385847

0.156371

0.385847

0.341692

0.443108

15

30

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ISOMAP

GMM_K15

0.386859

0.154716

0.386859

0.340297

0.448182

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.332452

0.110983

0.332452

0.292479

0.385081

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.334621

0.117196

0.334621

0.296868

0.383375

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.314423

0.120379

0.314423

0.278844

0.36041

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.358237

0.124809

0.358237

0.315499

0.414368

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.322813

0.104622

0.322813

0.282348

0.376818

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.347329

0.121042

0.347329

0.304775

0.403696

15

30

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ISOMAP

GMM_K15

0.333427

0.11403

0.333427

0.295116

0.38317

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.318402

0.110226

0.318402

0.280359

0.368392

15

30

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clip_vitl14

ISOMAP

GMM_K15

0.335866

0.119975

0.335866

0.297778

0.385125

15

30

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ISOMAP

GMM_K15

0.346478

0.124372

0.346478

0.303317

0.403962

15

30

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clip_vitl14

ISOMAP

GMM_K180

0.370769

0.052266

0.370769

0.462085

0.309589

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.367668

0.052728

0.367668

0.459518

0.30642

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.373167

0.05484

0.373167

0.464943

0.31165

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.372759

0.054949

0.372759

0.465236

0.310951

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.390932

0.06263

0.390932

0.486489

0.326751

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.389355

0.06075

0.389355

0.482173

0.326504

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.37241

0.054186

0.37241

0.464834

0.310644

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.36548

0.052619

0.36548

0.455332

0.305245

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.385351

0.06129

0.385351

0.480902

0.321476

180

30

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ISOMAP

GMM_K180

0.391018

0.063281

0.391018

0.48643

0.326898

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.358665

0.049467

0.358665

0.445395

0.300207

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.359032

0.051621

0.359032

0.447215

0.299898

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.333089

0.043734

0.333089

0.414766

0.278288

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.369161

0.056749

0.369161

0.459645

0.308442

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.345689

0.049335

0.345689

0.429186

0.289389

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.368954

0.055918

0.368954

0.458083

0.30886

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.361482

0.051308

0.361482

0.449055

0.302491

180

30

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clip_vitl14

ISOMAP

GMM_K180

0.339134

0.043232

0.339134

0.420574

0.284118

180

30

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ISOMAP

GMM_K180

0.363251

0.056617

0.363251

0.45155

0.303837

180

30

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ISOMAP

GMM_K180

0.360433

0.051547

0.360433

0.445775

0.302518

180

30

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ISOMAP

GMM_K30

0.372925

0.142333

0.372925

0.369489

0.376425

30

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ISOMAP

GMM_K30

0.365707

0.14005

0.365707

0.362155

0.369329

30

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ISOMAP

GMM_K30

0.375097

0.141029

0.375097

0.370415

0.379899

30

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ISOMAP

GMM_K30

0.375075

0.138606

0.375075

0.370926

0.379317

30

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ISOMAP

GMM_K30

0.403061

0.160029

0.403061

0.398561

0.407664

30

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ISOMAP

GMM_K30

0.405078

0.157587

0.405078

0.399265

0.411062

30

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ISOMAP

GMM_K30

0.373972

0.146098

0.373972

0.370001

0.378029

30

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ISOMAP

GMM_K30

0.364958

0.138101

0.364958

0.359984

0.370072

30

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ISOMAP

GMM_K30

0.396911

0.160665

0.396911

0.393574

0.400305

30

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ISOMAP

GMM_K30

0.394308

0.157897

0.394308

0.389313

0.399432

30

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ISOMAP

GMM_K30

0.356941

0.123401

0.356941

0.350359

0.363775

30

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ISOMAP

GMM_K30

0.349328

0.123146

0.349328

0.343546

0.355308

30

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ISOMAP

GMM_K30

0.319517

0.108688

0.319517

0.31596

0.323155

30

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ISOMAP

GMM_K30

0.369323

0.136824

0.369323

0.362776

0.37611

30

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ISOMAP

GMM_K30

0.338043

0.115685

0.338043

0.332171

0.344126

30

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ISOMAP

GMM_K30

0.369109

0.13327

0.369109

0.361906

0.376603

30

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ISOMAP

GMM_K30

0.342131

0.112556

0.342131

0.33586

0.348642

30

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ISOMAP

GMM_K30

0.328083

0.109452

0.328083

0.322337

0.334039

30

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ISOMAP

GMM_K30

0.351516

0.122343

0.351516

0.346336

0.356855

30

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ISOMAP

GMM_K30

0.359723

0.127034

0.359723

0.353433

0.366241

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json