AI-EcoNet/HUGO-Bench-Paper-Reproducibility

model large_stringclasses 5 values	model_short large_stringclasses 5 values	dim_reduction large_stringclasses 5 values	clustering large_stringclasses 12 values	v_measure float64 0.01 0.97	adjusted_rand_index float64 0 0.96	normalized_mutual_info float64 0.01 0.97	homogeneity float64 0.01 0.98	completeness float64 0.06 0.99	n_clusters_pred float64 2 278	n_clusters_true float64 30 30	path large_stringlengths 98 140
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.375728	0.125094	0.375728	0.394026	0.359055	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.364777	0.122125	0.364777	0.382814	0.348364	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.374694	0.124176	0.374694	0.391721	0.359086	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.376734	0.127861	0.376734	0.395693	0.359508	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.39895	0.132298	0.39895	0.418124	0.381458	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.40169	0.137948	0.40169	0.418044	0.386567	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.371419	0.123121	0.371419	0.389874	0.354633	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.367814	0.128738	0.367814	0.386069	0.351207	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.396025	0.138648	0.396025	0.416227	0.377693	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.397926	0.141767	0.397926	0.416726	0.380749	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.357872	0.112319	0.357872	0.373314	0.343656	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.35272	0.111891	0.35272	0.368601	0.338152	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.324754	0.097268	0.324754	0.340405	0.310478	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.373221	0.122374	0.373221	0.388777	0.358861	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.340817	0.105217	0.340817	0.355883	0.326974	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.371269	0.119122	0.371269	0.388295	0.355674	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.352759	0.111557	0.352759	0.368239	0.338529	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.32804	0.095462	0.32804	0.342217	0.31499	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.354538	0.113646	0.354538	0.371083	0.339405	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K45	0.357739	0.109548	0.357739	0.372899	0.343764	45	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.368305	0.081721	0.368305	0.42328	0.325968	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.363672	0.087945	0.363672	0.417799	0.321961	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.370017	0.083398	0.370017	0.425532	0.327316	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.371079	0.091763	0.371079	0.426031	0.328683	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.392621	0.09564	0.392621	0.450148	0.348132	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.394997	0.099802	0.394997	0.451455	0.351091	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.366929	0.086953	0.366929	0.421782	0.324701	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.365315	0.087149	0.365315	0.419325	0.32363	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.387652	0.096545	0.387652	0.444541	0.343671	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.396673	0.105512	0.396673	0.453621	0.352428	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.360038	0.084006	0.360038	0.411833	0.319816	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.353025	0.077122	0.353025	0.404495	0.313174	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.327612	0.069669	0.327612	0.376209	0.290134	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.369215	0.088657	0.369215	0.421945	0.328201	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.341095	0.073361	0.341095	0.389679	0.303283	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.365307	0.086367	0.365307	0.418276	0.324245	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.358432	0.079815	0.358432	0.410154	0.318295	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.332776	0.07025	0.332776	0.380965	0.295409	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.361261	0.082472	0.361261	0.414174	0.320337	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	GMM_K90	0.358755	0.079627	0.358755	0.409826	0.319002	90	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.243893	0.009624	0.243893	0.214826	0.282056	62	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.252751	0.011418	0.252751	0.225111	0.288129	75	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.128611	0.007742	0.128611	0.077434	0.379284	9	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.158053	0.013157	0.158053	0.103469	0.334531	18	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.096645	0.00483	0.096645	0.053546	0.49537	4	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.09951	0.004545	0.09951	0.054365	0.586769	4	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.065645	0.002965	0.065645	0.037102	0.284585	6	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.219028	0.022428	0.219028	0.179667	0.280472	53	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.201876	0.018733	0.201876	0.134523	0.4043	19	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.078802	0.003547	0.078802	0.043075	0.462006	4	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.197198	0.016613	0.197198	0.126422	0.448018	16	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.229984	0.026464	0.229984	0.160985	0.402491	21	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.073733	0.002576	0.073733	0.040808	0.381665	7	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.252433	0.03197	0.252433	0.181756	0.413048	28	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.24287	0.027162	0.24287	0.162116	0.483929	17	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.011552	0.000066	0.011552	0.005912	0.252169	2	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.168977	0.010985	0.168977	0.100679	0.525376	7	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.021298	0.000319	0.021298	0.011016	0.320042	2	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.218823	0.017484	0.218823	0.141491	0.482573	20	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HDBSCAN	0.235837	0.027894	0.235837	0.157023	0.4735	13	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HDBSCAN\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.364804	0.138311	0.364804	0.321877	0.420943	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.349921	0.151641	0.349921	0.310806	0.400298	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.350488	0.131705	0.350488	0.308659	0.405432	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.355509	0.147851	0.355509	0.315039	0.40791	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.387866	0.139903	0.387866	0.341366	0.449033	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.392415	0.155153	0.392415	0.346305	0.452688	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.34962	0.133397	0.34962	0.310115	0.400659	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.347303	0.150099	0.347303	0.308426	0.397395	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.386654	0.155612	0.386654	0.341243	0.446007	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.390825	0.158332	0.390825	0.345821	0.449296	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.335824	0.101207	0.335824	0.293462	0.392478	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.324599	0.10616	0.324599	0.283145	0.380272	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.292209	0.103945	0.292209	0.259514	0.33433	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.344369	0.125649	0.344369	0.304448	0.39634	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.307807	0.09628	0.307807	0.268192	0.361153	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.346395	0.116242	0.346395	0.303577	0.403274	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.328234	0.112537	0.328234	0.290138	0.377846	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.300678	0.098697	0.300678	0.26228	0.352248	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.3261	0.107486	0.3261	0.28681	0.377864	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K15	0.341351	0.115585	0.341351	0.301695	0.39301	15	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.373436	0.053341	0.373436	0.46572	0.311676	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.367566	0.053769	0.367566	0.459183	0.306427	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.374934	0.055414	0.374934	0.467103	0.313144	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.373423	0.056931	0.373423	0.465375	0.311813	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.39045	0.059833	0.39045	0.487642	0.325562	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.390734	0.060341	0.390734	0.487092	0.326204	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.371236	0.054451	0.371236	0.463713	0.309511	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.369414	0.056242	0.369414	0.460355	0.308475	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.385442	0.061426	0.385442	0.480362	0.321845	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.392521	0.062737	0.392521	0.487742	0.328407	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_9_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.359703	0.049223	0.359703	0.446615	0.301107	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.356958	0.051091	0.356958	0.444052	0.298426	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.33462	0.043794	0.33462	0.41771	0.279102	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.369619	0.055597	0.369619	0.459896	0.308968	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.347109	0.047633	0.347109	0.432391	0.289925	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.367665	0.053116	0.367665	0.458825	0.306724	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.363823	0.053551	0.363823	0.453093	0.303939	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.341783	0.045617	0.341783	0.425202	0.285727	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.365493	0.053431	0.365493	0.455089	0.305372	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json
CLIP ViT-L/14	clip_vitl14	ISOMAP	HIERARCHICAL_K180	0.360256	0.050104	0.360256	0.446731	0.30183	180	30	clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.375728

0.125094

0.375728

0.394026

0.359055

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.364777

0.122125

0.364777

0.382814

0.348364

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.374694

0.124176

0.374694

0.391721

0.359086

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.376734

0.127861

0.376734

0.395693

0.359508

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.39895

0.132298

0.39895

0.418124

0.381458

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.40169

0.137948

0.40169

0.418044

0.386567

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.371419

0.123121

0.371419

0.389874

0.354633

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.367814

0.128738

0.367814

0.386069

0.351207

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.396025

0.138648

0.396025

0.416227

0.377693

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.397926

0.141767

0.397926

0.416726

0.380749

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_aves_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.357872

0.112319

0.357872

0.373314

0.343656

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.35272

0.111891

0.35272

0.368601

0.338152

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.324754

0.097268

0.324754

0.340405

0.310478

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.373221

0.122374

0.373221

0.388777

0.358861

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.340817

0.105217

0.340817

0.355883

0.326974

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.371269

0.119122

0.371269

0.388295

0.355674

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.352759

0.111557

0.352759

0.368239

0.338529

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.32804

0.095462

0.32804

0.342217

0.31499

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.354538

0.113646

0.354538

0.371083

0.339405

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K45

0.357739

0.109548

0.357739

0.372899

0.343764

45

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K45\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.368305

0.081721

0.368305

0.42328

0.325968

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.363672

0.087945

0.363672

0.417799

0.321961

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.370017

0.083398

0.370017

0.425532

0.327316

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.371079

0.091763

0.371079

0.426031

0.328683

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.392621

0.09564

0.392621

0.450148

0.348132

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.394997

0.099802

0.394997

0.451455

0.351091

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.366929

0.086953

0.366929

0.421782

0.324701

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.365315

0.087149

0.365315

0.419325

0.32363

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.387652

0.096545

0.387652

0.444541

0.343671

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.396673

0.105512

0.396673

0.453621

0.352428

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_aves_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.360038

0.084006

0.360038

0.411833

0.319816

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.353025

0.077122

0.353025

0.404495

0.313174

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.327612

0.069669

0.327612

0.376209

0.290134

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.369215

0.088657

0.369215

0.421945

0.328201

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.341095

0.073361

0.341095

0.389679

0.303283

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.365307

0.086367

0.365307

0.418276

0.324245

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.358432

0.079815

0.358432

0.410154

0.318295

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.332776

0.07025

0.332776

0.380965

0.295409

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.361261

0.082472

0.361261

0.414174

0.320337

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

GMM_K90

0.358755

0.079627

0.358755

0.409826

0.319002

90

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\GMM_K90\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.243893

0.009624

0.243893

0.214826

0.282056

62

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.252751

0.011418

0.252751

0.225111

0.288129

75

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.128611

0.007742

0.128611

0.077434

0.379284

9

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.158053

0.013157

0.158053

0.103469

0.334531

18

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.096645

0.00483

0.096645

0.053546

0.49537

4

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.09951

0.004545

0.09951

0.054365

0.586769

4

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.065645

0.002965

0.065645

0.037102

0.284585

6

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.219028

0.022428

0.219028

0.179667

0.280472

53

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.201876

0.018733

0.201876

0.134523

0.4043

19

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.078802

0.003547

0.078802

0.043075

0.462006

4

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.197198

0.016613

0.197198

0.126422

0.448018

16

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.229984

0.026464

0.229984

0.160985

0.402491

21

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.073733

0.002576

0.073733

0.040808

0.381665

7

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.252433

0.03197

0.252433

0.181756

0.413048

28

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.24287

0.027162

0.24287

0.162116

0.483929

17

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.011552

0.000066

0.011552

0.005912

0.252169

2

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.168977

0.010985

0.168977

0.100679

0.525376

7

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.021298

0.000319

0.021298

0.011016

0.320042

2

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.218823

0.017484

0.218823

0.141491

0.482573

20

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HDBSCAN

0.235837

0.027894

0.235837

0.157023

0.4735

13

30

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

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.364804

0.138311

0.364804

0.321877

0.420943

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.349921

0.151641

0.349921

0.310806

0.400298

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.350488

0.131705

0.350488

0.308659

0.405432

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.355509

0.147851

0.355509

0.315039

0.40791

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.387866

0.139903

0.387866

0.341366

0.449033

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.392415

0.155153

0.392415

0.346305

0.452688

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.34962

0.133397

0.34962

0.310115

0.400659

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.347303

0.150099

0.347303

0.308426

0.397395

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.386654

0.155612

0.386654

0.341243

0.446007

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.390825

0.158332

0.390825

0.345821

0.449296

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_aves_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.335824

0.101207

0.335824

0.293462

0.392478

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.324599

0.10616

0.324599

0.283145

0.380272

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.292209

0.103945

0.292209

0.259514

0.33433

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.344369

0.125649

0.344369

0.304448

0.39634

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.307807

0.09628

0.307807

0.268192

0.361153

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.346395

0.116242

0.346395

0.303577

0.403274

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.328234

0.112537

0.328234

0.290138

0.377846

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.300678

0.098697

0.300678

0.26228

0.352248

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.3261

0.107486

0.3261

0.28681

0.377864

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K15

0.341351

0.115585

0.341351

0.301695

0.39301

15

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K15\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.373436

0.053341

0.373436

0.46572

0.311676

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.367566

0.053769

0.367566

0.459183

0.306427

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.374934

0.055414

0.374934

0.467103

0.313144

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.373423

0.056931

0.373423

0.465375

0.311813

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.39045

0.059833

0.39045

0.487642

0.325562

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.390734

0.060341

0.390734

0.487092

0.326204

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.371236

0.054451

0.371236

0.463713

0.309511

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.369414

0.056242

0.369414

0.460355

0.308475

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.385442

0.061426

0.385442

0.480362

0.321845

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.392521

0.062737

0.392521

0.487742

0.328407

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_aves_9_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.359703

0.049223

0.359703

0.446615

0.301107

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_10_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.356958

0.051091

0.356958

0.444052

0.298426

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_1_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.33462

0.043794

0.33462

0.41771

0.279102

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_2_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.369619

0.055597

0.369619

0.459896

0.308968

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_3_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.347109

0.047633

0.347109

0.432391

0.289925

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_4_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.367665

0.053116

0.367665

0.458825

0.306724

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_5_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.363823

0.053551

0.363823

0.453093

0.303939

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_6_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.341783

0.045617

0.341783

0.425202

0.285727

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_7_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.365493

0.053431

0.365493

0.455089

0.305372

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_8_ISOMAP\analysis_summary.json

CLIP ViT-L/14

clip_vitl14

ISOMAP

HIERARCHICAL_K180

0.360256

0.050104

0.360256

0.446731

0.30183

180

30

clip_vitl14\dimension_reduction\ISOMAP\clustering\HIERARCHICAL_K180\clip_vitl14_mammalia_9_ISOMAP\analysis_summary.json