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
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.6803	0.44335	0.6803	0.665097	0.696214	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.684865	0.455282	0.684865	0.674402	0.695657	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.678732	0.483308	0.678732	0.6711	0.68654	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.661866	0.42009	0.661866	0.651764	0.672287	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.667316	0.444362	0.667316	0.660761	0.674002	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.674917	0.447971	0.674917	0.666349	0.683709	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.692611	0.478576	0.692611	0.685163	0.700223	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.706643	0.51586	0.706643	0.701404	0.711961	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.665285	0.446192	0.665285	0.655511	0.675354	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.665344	0.433048	0.665344	0.655243	0.675762	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.639604	0.404268	0.639604	0.633093	0.64625	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.627572	0.390932	0.627572	0.621611	0.633649	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.607658	0.347787	0.607658	0.594398	0.621524	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.600991	0.342353	0.600991	0.587167	0.615481	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.621588	0.376871	0.621588	0.612413	0.631041	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.609002	0.354498	0.609002	0.599964	0.618318	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.619899	0.369484	0.619899	0.605184	0.635348	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.608197	0.37424	0.608197	0.602042	0.614478	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.579077	0.323084	0.579077	0.568375	0.590191	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K30	0.608216	0.348262	0.608216	0.595222	0.621791	30	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.67113	0.447036	0.67113	0.699342	0.645105	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.673871	0.460326	0.673871	0.696829	0.652378	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.663278	0.460149	0.663278	0.691226	0.637502	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.659161	0.410751	0.659161	0.683414	0.63657	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.657598	0.420543	0.657598	0.680483	0.636202	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.679331	0.468098	0.679331	0.709386	0.651719	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.688394	0.463005	0.688394	0.716253	0.662621	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.691993	0.484822	0.691993	0.725457	0.661481	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.662947	0.439267	0.662947	0.692577	0.635749	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.662269	0.430427	0.662269	0.685662	0.640419	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.621563	0.373731	0.621563	0.647531	0.597598	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.621282	0.369572	0.621282	0.650928	0.594219	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.590735	0.335625	0.590735	0.614787	0.568495	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.588359	0.343847	0.588359	0.615707	0.563337	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.611644	0.37147	0.611644	0.639801	0.585861	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.609395	0.363108	0.609395	0.639529	0.581973	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.621611	0.387341	0.621611	0.647253	0.597923	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.608795	0.375573	0.608795	0.636296	0.583573	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.581284	0.329438	0.581284	0.605173	0.55921	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K45	0.601859	0.356371	0.601859	0.626102	0.579424	45	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.645257	0.360749	0.645257	0.734825	0.575151	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.648079	0.372254	0.648079	0.732723	0.580966	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.634772	0.359961	0.634772	0.72193	0.566391	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.633377	0.314287	0.633377	0.722222	0.563996	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.628531	0.324028	0.628531	0.710843	0.563303	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.648216	0.349729	0.648216	0.738448	0.577634	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.657902	0.363277	0.657902	0.746397	0.588168	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.661502	0.36977	0.661502	0.755614	0.588237	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.635249	0.333819	0.635249	0.722811	0.56661	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.639332	0.352996	0.639332	0.722278	0.573474	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.601858	0.298715	0.601858	0.685928	0.536146	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.594898	0.287043	0.594898	0.681591	0.52777	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.56926	0.267166	0.56926	0.647041	0.508173	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.567467	0.263122	0.567467	0.644689	0.506766	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.596771	0.306763	0.596771	0.68096	0.531108	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.588087	0.274582	0.588087	0.672457	0.522528	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.595699	0.317542	0.595699	0.677817	0.531327	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.589931	0.310123	0.589931	0.670929	0.526383	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.568852	0.275798	0.568852	0.64806	0.506897	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	GMM_K90	0.580141	0.291417	0.580141	0.656665	0.519591	90	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.598809	0.192644	0.598809	0.551701	0.654712	35	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.590713	0.180604	0.590713	0.550621	0.637102	40	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.56054	0.162394	0.56054	0.507834	0.625453	42	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.563649	0.141146	0.563649	0.508854	0.63167	42	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.560864	0.165589	0.560864	0.499938	0.638701	35	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.569078	0.152372	0.569078	0.516564	0.633479	42	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.60766	0.194148	0.60766	0.56401	0.658631	37	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.583529	0.149821	0.583529	0.538457	0.636836	38	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.576101	0.157124	0.576101	0.523078	0.641086	36	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.606136	0.257702	0.606136	0.546677	0.680108	31	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.530496	0.125283	0.530496	0.491292	0.5765	44	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.501665	0.097665	0.501665	0.461453	0.549555	48	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.474716	0.084332	0.474716	0.425914	0.536148	52	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.476723	0.066782	0.476723	0.432469	0.531066	58	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.517438	0.099205	0.517438	0.48082	0.560093	52	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.510435	0.116042	0.510435	0.463272	0.568289	47	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.519207	0.120678	0.519207	0.480294	0.56498	53	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.502182	0.089977	0.502182	0.455978	0.558805	54	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.450678	0.044986	0.450678	0.40926	0.501424	64	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HDBSCAN	0.4999	0.097036	0.4999	0.457585	0.550838	48	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.652819	0.3777	0.652819	0.578861	0.748443	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.642181	0.359507	0.642181	0.567617	0.739296	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.636377	0.372179	0.636377	0.566522	0.725882	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.626758	0.331658	0.626758	0.550815	0.72699	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.658439	0.343345	0.658439	0.575228	0.769795	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.666762	0.375174	0.666762	0.589801	0.766824	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.662925	0.374277	0.662925	0.587201	0.761069	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.6572	0.387261	0.6572	0.583264	0.752602	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.643326	0.365389	0.643326	0.568473	0.74088	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.665826	0.389027	0.665826	0.589869	0.764237	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.609465	0.300563	0.609465	0.534504	0.70888	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.594396	0.317668	0.594396	0.525018	0.684902	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.565013	0.289951	0.565013	0.49851	0.65199	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.573905	0.29935	0.573905	0.508278	0.658993	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.592762	0.308433	0.592762	0.522237	0.685309	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.594725	0.308015	0.594725	0.52118	0.692437	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.588319	0.266857	0.588319	0.511792	0.691756	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.599425	0.290447	0.599425	0.525335	0.697845	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.563393	0.284831	0.563393	0.49622	0.6516	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json
DINOv2 ViT-g/14	dinov2_vitg14	ISOMAP	HIERARCHICAL_K15	0.592548	0.315042	0.592548	0.524116	0.681532	15	30	dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.6803

0.44335

0.6803

0.665097

0.696214

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K30

0.684865

0.455282

0.684865

0.674402

0.695657

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K30

0.678732

0.483308

0.678732

0.6711

0.68654

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.661866

0.42009

0.661866

0.651764

0.672287

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K30

0.667316

0.444362

0.667316

0.660761

0.674002

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.674917

0.447971

0.674917

0.666349

0.683709

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.692611

0.478576

0.692611

0.685163

0.700223

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K30

0.706643

0.51586

0.706643

0.701404

0.711961

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K30

0.665285

0.446192

0.665285

0.655511

0.675354

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.665344

0.433048

0.665344

0.655243

0.675762

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.639604

0.404268

0.639604

0.633093

0.64625

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.627572

0.390932

0.627572

0.621611

0.633649

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.607658

0.347787

0.607658

0.594398

0.621524

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.600991

0.342353

0.600991

0.587167

0.615481

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.621588

0.376871

0.621588

0.612413

0.631041

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.609002

0.354498

0.609002

0.599964

0.618318

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.619899

0.369484

0.619899

0.605184

0.635348

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.608197

0.37424

0.608197

0.602042

0.614478

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.579077

0.323084

0.579077

0.568375

0.590191

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K30

0.608216

0.348262

0.608216

0.595222

0.621791

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K30\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.67113

0.447036

0.67113

0.699342

0.645105

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.673871

0.460326

0.673871

0.696829

0.652378

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.663278

0.460149

0.663278

0.691226

0.637502

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.659161

0.410751

0.659161

0.683414

0.63657

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.657598

0.420543

0.657598

0.680483

0.636202

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.679331

0.468098

0.679331

0.709386

0.651719

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.688394

0.463005

0.688394

0.716253

0.662621

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.691993

0.484822

0.691993

0.725457

0.661481

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.662947

0.439267

0.662947

0.692577

0.635749

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K45

0.662269

0.430427

0.662269

0.685662

0.640419

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.621563

0.373731

0.621563

0.647531

0.597598

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.621282

0.369572

0.621282

0.650928

0.594219

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K45

0.590735

0.335625

0.590735

0.614787

0.568495

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K45

0.588359

0.343847

0.588359

0.615707

0.563337

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.611644

0.37147

0.611644

0.639801

0.585861

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K45

0.609395

0.363108

0.609395

0.639529

0.581973

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json

DINOv2 ViT-g/14

dinov2_vitg14

ISOMAP

GMM_K45

0.621611

0.387341

0.621611

0.647253

0.597923

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K45

0.608795

0.375573

0.608795

0.636296

0.583573

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K45

0.581284

0.329438

0.581284

0.605173

0.55921

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K45

0.601859

0.356371

0.601859

0.626102

0.579424

45

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K45\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.645257

0.360749

0.645257

0.734825

0.575151

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.648079

0.372254

0.648079

0.732723

0.580966

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.634772

0.359961

0.634772

0.72193

0.566391

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.633377

0.314287

0.633377

0.722222

0.563996

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.628531

0.324028

0.628531

0.710843

0.563303

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.648216

0.349729

0.648216

0.738448

0.577634

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.657902

0.363277

0.657902

0.746397

0.588168

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.661502

0.36977

0.661502

0.755614

0.588237

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.635249

0.333819

0.635249

0.722811

0.56661

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.639332

0.352996

0.639332

0.722278

0.573474

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.601858

0.298715

0.601858

0.685928

0.536146

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.594898

0.287043

0.594898

0.681591

0.52777

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.56926

0.267166

0.56926

0.647041

0.508173

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.567467

0.263122

0.567467

0.644689

0.506766

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.596771

0.306763

0.596771

0.68096

0.531108

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.588087

0.274582

0.588087

0.672457

0.522528

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.595699

0.317542

0.595699

0.677817

0.531327

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.589931

0.310123

0.589931

0.670929

0.526383

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.568852

0.275798

0.568852

0.64806

0.506897

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

GMM_K90

0.580141

0.291417

0.580141

0.656665

0.519591

90

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\GMM_K90\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.598809

0.192644

0.598809

0.551701

0.654712

35

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.590713

0.180604

0.590713

0.550621

0.637102

40

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.56054

0.162394

0.56054

0.507834

0.625453

42

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.563649

0.141146

0.563649

0.508854

0.63167

42

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.560864

0.165589

0.560864

0.499938

0.638701

35

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.569078

0.152372

0.569078

0.516564

0.633479

42

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.60766

0.194148

0.60766

0.56401

0.658631

37

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.583529

0.149821

0.583529

0.538457

0.636836

38

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.576101

0.157124

0.576101

0.523078

0.641086

36

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.606136

0.257702

0.606136

0.546677

0.680108

31

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.530496

0.125283

0.530496

0.491292

0.5765

44

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.501665

0.097665

0.501665

0.461453

0.549555

48

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.474716

0.084332

0.474716

0.425914

0.536148

52

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.476723

0.066782

0.476723

0.432469

0.531066

58

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.517438

0.099205

0.517438

0.48082

0.560093

52

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.510435

0.116042

0.510435

0.463272

0.568289

47

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.519207

0.120678

0.519207

0.480294

0.56498

53

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.502182

0.089977

0.502182

0.455978

0.558805

54

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.450678

0.044986

0.450678

0.40926

0.501424

64

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HDBSCAN

0.4999

0.097036

0.4999

0.457585

0.550838

48

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HDBSCAN\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.652819

0.3777

0.652819

0.578861

0.748443

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_10_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.642181

0.359507

0.642181

0.567617

0.739296

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.636377

0.372179

0.636377

0.566522

0.725882

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_2_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.626758

0.331658

0.626758

0.550815

0.72699

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_3_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.658439

0.343345

0.658439

0.575228

0.769795

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_4_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.666762

0.375174

0.666762

0.589801

0.766824

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_5_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.662925

0.374277

0.662925

0.587201

0.761069

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.6572

0.387261

0.6572

0.583264

0.752602

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.643326

0.365389

0.643326

0.568473

0.74088

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.665826

0.389027

0.665826

0.589869

0.764237

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_aves_9_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.609465

0.300563

0.609465

0.534504

0.70888

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_10_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.594396

0.317668

0.594396

0.525018

0.684902

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_1_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.565013

0.289951

0.565013

0.49851

0.65199

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_2_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.573905

0.29935

0.573905

0.508278

0.658993

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_3_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.592762

0.308433

0.592762

0.522237

0.685309

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_4_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.594725

0.308015

0.594725

0.52118

0.692437

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_5_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.588319

0.266857

0.588319

0.511792

0.691756

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_6_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.599425

0.290447

0.599425

0.525335

0.697845

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_7_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.563393

0.284831

0.563393

0.49622

0.6516

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_8_ISOMAP\analysis_summary.json

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dinov2_vitg14

ISOMAP

HIERARCHICAL_K15

0.592548

0.315042

0.592548

0.524116

0.681532

15

30

dinov2_vitg14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\dinov2_vitg14_mammalia_9_ISOMAP\analysis_summary.json