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	ISOMAP	DBSCAN	0.341444	0.052697	0.341444	0.290236	0.414592	96	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.283263	0.030692	0.283263	0.223952	0.385307	109	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.379164	0.06094	0.379164	0.342642	0.424399	118	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.351244	0.044037	0.351244	0.28416	0.459793	103	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.321016	0.034478	0.321016	0.255576	0.431503	101	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.33536	0.041298	0.33536	0.281333	0.415071	122	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.375648	0.053583	0.375648	0.328192	0.439148	132	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.342665	0.039712	0.342665	0.290195	0.418297	127	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.29902	0.033148	0.29902	0.233142	0.41679	102	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.318754	0.041349	0.318754	0.252111	0.433289	104	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.337849	0.046356	0.337849	0.286606	0.411406	124	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.355019	0.04338	0.355019	0.309667	0.415934	134	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.3575	0.054265	0.3575	0.310331	0.421579	113	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.355616	0.051739	0.355616	0.316085	0.406448	149	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.339425	0.042767	0.339425	0.282621	0.424808	112	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.32486	0.042165	0.32486	0.269226	0.409476	109	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.337025	0.041865	0.337025	0.279647	0.424028	121	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.333158	0.041912	0.333158	0.281958	0.40708	138	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.337468	0.0427	0.337468	0.284766	0.414107	113	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	DBSCAN	0.349071	0.052137	0.349071	0.297324	0.422627	132	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.467633	0.217726	0.467633	0.415993	0.533911	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.463288	0.199135	0.463288	0.408523	0.535008	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.4748	0.215511	0.4748	0.420938	0.544467	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.491439	0.226756	0.491439	0.432123	0.569629	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.470621	0.210385	0.470621	0.417461	0.539296	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.469851	0.210227	0.469851	0.415274	0.540944	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.48727	0.232179	0.48727	0.434697	0.55431	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.502353	0.22521	0.502353	0.443261	0.579623	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.476488	0.209427	0.476488	0.418658	0.552854	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.494411	0.210066	0.494411	0.4313	0.579157	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.474459	0.20639	0.474459	0.419438	0.546095	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.46548	0.192423	0.46548	0.409083	0.539913	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.44729	0.196157	0.44729	0.395672	0.514395	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.447001	0.190407	0.447001	0.395747	0.513505	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.474881	0.203096	0.474881	0.41518	0.554636	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.43875	0.182386	0.43875	0.387297	0.505968	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.446305	0.195445	0.446305	0.395245	0.512515	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.455896	0.194342	0.455896	0.403054	0.524683	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.439199	0.201756	0.439199	0.391157	0.500693	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K15	0.441291	0.183078	0.441291	0.387165	0.513009	15	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.449462	0.089013	0.449462	0.559789	0.375463	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.445185	0.097368	0.445185	0.552534	0.372762	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.466272	0.105813	0.466272	0.580651	0.389539	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.471067	0.111542	0.471067	0.586385	0.393651	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.468178	0.106516	0.468178	0.58231	0.391454	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.468186	0.10816	0.468186	0.581097	0.392015	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.478866	0.114618	0.478866	0.596378	0.40004	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.472078	0.103408	0.472078	0.587288	0.394657	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.456666	0.102917	0.456666	0.564795	0.383287	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.476904	0.112	0.476904	0.592194	0.399189	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.450551	0.092652	0.450551	0.558626	0.377514	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.447355	0.092556	0.447355	0.555821	0.37431	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.440675	0.09156	0.440675	0.548063	0.368476	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.430181	0.085481	0.430181	0.533875	0.360216	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.451812	0.09473	0.451812	0.560635	0.378368	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.418974	0.078771	0.418974	0.520521	0.35058	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.434209	0.08593	0.434209	0.539149	0.363465	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.437658	0.084787	0.437658	0.544497	0.365869	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.429699	0.079469	0.429699	0.535021	0.359024	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K180	0.426361	0.085051	0.426361	0.530169	0.356548	180	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.474706	0.216019	0.474706	0.46837	0.481217	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.47712	0.226382	0.47712	0.4727	0.481623	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.497534	0.25525	0.497534	0.492095	0.503095	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.504937	0.250402	0.504937	0.497774	0.512309	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.499149	0.239318	0.499149	0.491697	0.50683	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.501564	0.236281	0.501564	0.492094	0.511405	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.503122	0.248671	0.503122	0.498716	0.507606	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.501747	0.24234	0.501747	0.494894	0.508793	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.487527	0.232983	0.487527	0.479421	0.495912	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.512536	0.248226	0.512536	0.505105	0.520189	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.477056	0.219382	0.477056	0.47141	0.482839	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.479913	0.230191	0.479913	0.472431	0.487636	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.464978	0.221599	0.464978	0.459074	0.471036	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.457045	0.201719	0.457045	0.4499	0.464422	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.485395	0.246171	0.485395	0.480083	0.490826	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.44216	0.197357	0.44216	0.437394	0.447031	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.455482	0.207055	0.455482	0.44759	0.463658	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.466847	0.216615	0.466847	0.461507	0.472313	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.454272	0.213309	0.454272	0.450343	0.458271	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K30	0.451752	0.21397	0.451752	0.445836	0.457827	30	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.473004	0.210666	0.473004	0.495566	0.452406	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.47171	0.211189	0.47171	0.493875	0.451449	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.487522	0.208465	0.487522	0.510739	0.466324	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.494378	0.240637	0.494378	0.518757	0.472188	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.494238	0.225779	0.494238	0.515147	0.47496	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.49518	0.225927	0.49518	0.516751	0.475338	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.506293	0.241149	0.506293	0.528222	0.486113	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.504809	0.220311	0.504809	0.528461	0.483184	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.485971	0.214874	0.485971	0.506033	0.46744	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.507267	0.231218	0.507267	0.526902	0.489044	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.471932	0.210337	0.471932	0.49309	0.452516	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.469848	0.208698	0.469848	0.489716	0.45153	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.460423	0.211697	0.460423	0.482988	0.439873	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.452737	0.193129	0.452737	0.473455	0.433756	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.473839	0.204553	0.473839	0.494459	0.454869	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.438151	0.170373	0.438151	0.455502	0.422073	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.447688	0.183487	0.447688	0.467038	0.429877	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.462882	0.200855	0.462882	0.484717	0.44293	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.452382	0.194956	0.452382	0.472881	0.433586	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json
BioCLIP 2 ViT-L/14	bioclip2_vitl14	ISOMAP	GMM_K45	0.442047	0.177779	0.442047	0.461248	0.42438	45	30	bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.341444

0.052697

0.341444

0.290236

0.414592

96

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.283263

0.030692

0.283263

0.223952

0.385307

109

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.379164

0.06094

0.379164

0.342642

0.424399

118

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.351244

0.044037

0.351244

0.28416

0.459793

103

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.321016

0.034478

0.321016

0.255576

0.431503

101

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.33536

0.041298

0.33536

0.281333

0.415071

122

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.375648

0.053583

0.375648

0.328192

0.439148

132

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.342665

0.039712

0.342665

0.290195

0.418297

127

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.29902

0.033148

0.29902

0.233142

0.41679

102

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.318754

0.041349

0.318754

0.252111

0.433289

104

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.337849

0.046356

0.337849

0.286606

0.411406

124

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.355019

0.04338

0.355019

0.309667

0.415934

134

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.3575

0.054265

0.3575

0.310331

0.421579

113

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.355616

0.051739

0.355616

0.316085

0.406448

149

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.339425

0.042767

0.339425

0.282621

0.424808

112

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.32486

0.042165

0.32486

0.269226

0.409476

109

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.337025

0.041865

0.337025

0.279647

0.424028

121

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.333158

0.041912

0.333158

0.281958

0.40708

138

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.337468

0.0427

0.337468

0.284766

0.414107

113

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

DBSCAN

0.349071

0.052137

0.349071

0.297324

0.422627

132

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\DBSCAN\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.467633

0.217726

0.467633

0.415993

0.533911

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.463288

0.199135

0.463288

0.408523

0.535008

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.4748

0.215511

0.4748

0.420938

0.544467

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.491439

0.226756

0.491439

0.432123

0.569629

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.470621

0.210385

0.470621

0.417461

0.539296

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.469851

0.210227

0.469851

0.415274

0.540944

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.48727

0.232179

0.48727

0.434697

0.55431

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.502353

0.22521

0.502353

0.443261

0.579623

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.476488

0.209427

0.476488

0.418658

0.552854

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.494411

0.210066

0.494411

0.4313

0.579157

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.474459

0.20639

0.474459

0.419438

0.546095

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.46548

0.192423

0.46548

0.409083

0.539913

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.44729

0.196157

0.44729

0.395672

0.514395

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.447001

0.190407

0.447001

0.395747

0.513505

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.474881

0.203096

0.474881

0.41518

0.554636

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.43875

0.182386

0.43875

0.387297

0.505968

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.446305

0.195445

0.446305

0.395245

0.512515

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.455896

0.194342

0.455896

0.403054

0.524683

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.439199

0.201756

0.439199

0.391157

0.500693

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K15

0.441291

0.183078

0.441291

0.387165

0.513009

15

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K15\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.449462

0.089013

0.449462

0.559789

0.375463

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.445185

0.097368

0.445185

0.552534

0.372762

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.466272

0.105813

0.466272

0.580651

0.389539

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.471067

0.111542

0.471067

0.586385

0.393651

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.468178

0.106516

0.468178

0.58231

0.391454

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.468186

0.10816

0.468186

0.581097

0.392015

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.478866

0.114618

0.478866

0.596378

0.40004

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.472078

0.103408

0.472078

0.587288

0.394657

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.456666

0.102917

0.456666

0.564795

0.383287

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.476904

0.112

0.476904

0.592194

0.399189

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.450551

0.092652

0.450551

0.558626

0.377514

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.447355

0.092556

0.447355

0.555821

0.37431

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.440675

0.09156

0.440675

0.548063

0.368476

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.430181

0.085481

0.430181

0.533875

0.360216

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.451812

0.09473

0.451812

0.560635

0.378368

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.418974

0.078771

0.418974

0.520521

0.35058

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.434209

0.08593

0.434209

0.539149

0.363465

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.437658

0.084787

0.437658

0.544497

0.365869

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.429699

0.079469

0.429699

0.535021

0.359024

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K180

0.426361

0.085051

0.426361

0.530169

0.356548

180

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K180\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.474706

0.216019

0.474706

0.46837

0.481217

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.47712

0.226382

0.47712

0.4727

0.481623

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.497534

0.25525

0.497534

0.492095

0.503095

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.504937

0.250402

0.504937

0.497774

0.512309

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.499149

0.239318

0.499149

0.491697

0.50683

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.501564

0.236281

0.501564

0.492094

0.511405

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.503122

0.248671

0.503122

0.498716

0.507606

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.501747

0.24234

0.501747

0.494894

0.508793

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.487527

0.232983

0.487527

0.479421

0.495912

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.512536

0.248226

0.512536

0.505105

0.520189

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.477056

0.219382

0.477056

0.47141

0.482839

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.479913

0.230191

0.479913

0.472431

0.487636

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.464978

0.221599

0.464978

0.459074

0.471036

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.457045

0.201719

0.457045

0.4499

0.464422

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.485395

0.246171

0.485395

0.480083

0.490826

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.44216

0.197357

0.44216

0.437394

0.447031

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.455482

0.207055

0.455482

0.44759

0.463658

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.466847

0.216615

0.466847

0.461507

0.472313

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.454272

0.213309

0.454272

0.450343

0.458271

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K30

0.451752

0.21397

0.451752

0.445836

0.457827

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K30\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.473004

0.210666

0.473004

0.495566

0.452406

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.47171

0.211189

0.47171

0.493875

0.451449

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.487522

0.208465

0.487522

0.510739

0.466324

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.494378

0.240637

0.494378

0.518757

0.472188

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.494238

0.225779

0.494238

0.515147

0.47496

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.49518

0.225927

0.49518

0.516751

0.475338

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.506293

0.241149

0.506293

0.528222

0.486113

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.504809

0.220311

0.504809

0.528461

0.483184

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.485971

0.214874

0.485971

0.506033

0.46744

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.507267

0.231218

0.507267

0.526902

0.489044

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_aves_9_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.471932

0.210337

0.471932

0.49309

0.452516

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_10_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.469848

0.208698

0.469848

0.489716

0.45153

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_1_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.460423

0.211697

0.460423

0.482988

0.439873

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_2_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.452737

0.193129

0.452737

0.473455

0.433756

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_3_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.473839

0.204553

0.473839

0.494459

0.454869

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_4_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.438151

0.170373

0.438151

0.455502

0.422073

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_5_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.447688

0.183487

0.447688

0.467038

0.429877

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_6_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.462882

0.200855

0.462882

0.484717

0.44293

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_7_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.452382

0.194956

0.452382

0.472881

0.433586

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_8_ISOMAP\analysis_summary.json

BioCLIP 2 ViT-L/14

bioclip2_vitl14

ISOMAP

GMM_K45

0.442047

0.177779

0.442047

0.461248

0.42438

45

30

bioclip2_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\bioclip2_vitl14_mammalia_9_ISOMAP\analysis_summary.json