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
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.694774	0.508388	0.694774	0.730437	0.662431	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.686712	0.490953	0.686712	0.719748	0.656576	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.693988	0.487601	0.693988	0.726585	0.664189	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.697	0.48859	0.697	0.727346	0.669085	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.694863	0.507383	0.694863	0.728821	0.663928	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.700142	0.519935	0.700142	0.732871	0.670212	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.699007	0.502497	0.699007	0.731776	0.669047	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.690776	0.48418	0.690776	0.723666	0.660745	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.700933	0.52645	0.700933	0.735763	0.669251	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.699424	0.510936	0.699424	0.732985	0.668801	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.68162	0.476688	0.68162	0.712588	0.653232	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.690608	0.507278	0.690608	0.724837	0.659465	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.692654	0.511396	0.692654	0.724762	0.663271	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.693188	0.509536	0.693188	0.727731	0.661775	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.679119	0.468605	0.679119	0.710695	0.65023	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.686292	0.493155	0.686292	0.715893	0.659041	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.689607	0.498172	0.689607	0.724981	0.657525	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.681255	0.474931	0.681255	0.713253	0.652006	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688704	0.477436	0.688704	0.722077	0.658279	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.692583	0.506583	0.692583	0.727151	0.661153	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.693125	0.501016	0.693125	0.726433	0.662738	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688912	0.483787	0.688912	0.722442	0.658357	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.69821	0.512787	0.69821	0.732728	0.666797	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688782	0.490894	0.688782	0.721421	0.658969	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.693502	0.512908	0.693502	0.727764	0.662321	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.699684	0.52604	0.699684	0.736442	0.666421	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.690776	0.494907	0.690776	0.725173	0.659495	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.690528	0.492912	0.690528	0.723381	0.660528	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.694308	0.477387	0.694308	0.726746	0.664642	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.689289	0.48043	0.689289	0.719305	0.661678	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.686682	0.48924	0.686682	0.719331	0.656867	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688586	0.494495	0.688586	0.722302	0.657877	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683183	0.495016	0.683183	0.717308	0.652157	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683093	0.459009	0.683093	0.711996	0.656445	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683061	0.473854	0.683061	0.715282	0.653617	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683771	0.448677	0.683771	0.711406	0.658203	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.679425	0.487818	0.679425	0.712088	0.649628	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.695898	0.507995	0.695898	0.730153	0.664712	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.680307	0.475192	0.680307	0.70899	0.653854	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.690859	0.491047	0.690859	0.724358	0.660321	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.682227	0.483306	0.682227	0.716123	0.651395	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.678703	0.455913	0.678703	0.71213	0.648273	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.678731	0.46483	0.678731	0.711374	0.648952	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.687979	0.481413	0.687979	0.720432	0.658323	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.678251	0.466227	0.678251	0.707995	0.650906	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.684823	0.481146	0.684823	0.719611	0.653243	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.68661	0.476582	0.68661	0.717661	0.658135	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.681427	0.488477	0.681427	0.713657	0.651981	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.690771	0.502418	0.690771	0.725143	0.659509	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.686121	0.475587	0.686121	0.717041	0.657757	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688149	0.489759	0.688149	0.722922	0.656567	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.672297	0.472961	0.672297	0.70565	0.641953	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.680432	0.480268	0.680432	0.715673	0.648499	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.675007	0.458087	0.675007	0.707328	0.645511	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.680895	0.489039	0.680895	0.715884	0.649166	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.686682	0.495272	0.686682	0.721364	0.655182	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.676993	0.448141	0.676993	0.707745	0.648801	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.68324	0.490021	0.68324	0.717858	0.651807	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.679385	0.472681	0.679385	0.712547	0.649173	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.681466	0.489017	0.681466	0.715382	0.650621	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.679767	0.484433	0.679767	0.71434	0.648386	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.682712	0.47202	0.682712	0.714493	0.653638	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.685052	0.493155	0.685052	0.718001	0.654994	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.68769	0.490078	0.68769	0.7213	0.657072	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688694	0.474232	0.688694	0.722005	0.65832	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.679897	0.468958	0.679897	0.710283	0.652004	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683263	0.457673	0.683263	0.714376	0.654746	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.681393	0.478505	0.681393	0.714405	0.651297	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688995	0.465826	0.688995	0.721349	0.659419	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.687569	0.503991	0.687569	0.721618	0.656587	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.693754	0.509248	0.693754	0.729755	0.661137	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.688777	0.488558	0.688777	0.722103	0.658392	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.685478	0.482087	0.685478	0.719418	0.654595	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.694058	0.495416	0.694058	0.726767	0.664167	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.696331	0.497814	0.696331	0.730422	0.66528	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.693491	0.505679	0.693491	0.727203	0.662766	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.690145	0.484544	0.690145	0.723432	0.659787	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.689222	0.473073	0.689222	0.719976	0.660987	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.691616	0.476881	0.691616	0.723421	0.662489	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.687486	0.492962	0.687486	0.723138	0.655184	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.680091	0.475378	0.680091	0.710013	0.652589	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.680961	0.474936	0.680961	0.716306	0.648939	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.67773	0.461838	0.67773	0.709612	0.648591	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.676372	0.467459	0.676372	0.709401	0.646282	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.676603	0.462035	0.676603	0.710263	0.645989	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.675108	0.467096	0.675108	0.707319	0.645702	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.686467	0.469559	0.686467	0.719771	0.656109	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.693594	0.48764	0.693594	0.729214	0.661291	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683606	0.481345	0.683606	0.719475	0.651143	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.676361	0.471662	0.676361	0.710011	0.645756	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_9\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.68002	0.468931	0.68002	0.713355	0.649661	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_1\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683931	0.462285	0.683931	0.714859	0.655569	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_10\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.681578	0.460513	0.681578	0.712421	0.653294	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_2\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.683886	0.476839	0.683886	0.712497	0.657483	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_3\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.682328	0.489178	0.682328	0.714129	0.653238	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_4\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.684188	0.487261	0.684188	0.718132	0.653308	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_5\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.685725	0.485032	0.685725	0.720903	0.653821	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_6\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.686229	0.46987	0.686229	0.715448	0.659303	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_7\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.680649	0.455569	0.680649	0.711991	0.65195	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_8\analysis_summary.json
SigLIP ViT-B/16	siglip_vitb16	UMAP	GMM_K45	0.680071	0.473353	0.680071	0.714819	0.648545	45	30	siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.694774

0.508388

0.694774

0.730437

0.662431

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.686712

0.490953

0.686712

0.719748

0.656576

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.693988

0.487601

0.693988

0.726585

0.664189

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.697

0.48859

0.697

0.727346

0.669085

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.694863

0.507383

0.694863

0.728821

0.663928

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.700142

0.519935

0.700142

0.732871

0.670212

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.699007

0.502497

0.699007

0.731776

0.669047

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.690776

0.48418

0.690776

0.723666

0.660745

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.700933

0.52645

0.700933

0.735763

0.669251

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.699424

0.510936

0.699424

0.732985

0.668801

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_10_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.68162

0.476688

0.68162

0.712588

0.653232

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.690608

0.507278

0.690608

0.724837

0.659465

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.692654

0.511396

0.692654

0.724762

0.663271

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.693188

0.509536

0.693188

0.727731

0.661775

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.679119

0.468605

0.679119

0.710695

0.65023

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.686292

0.493155

0.686292

0.715893

0.659041

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.689607

0.498172

0.689607

0.724981

0.657525

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.681255

0.474931

0.681255

0.713253

0.652006

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688704

0.477436

0.688704

0.722077

0.658279

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.692583

0.506583

0.692583

0.727151

0.661153

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_1_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.693125

0.501016

0.693125

0.726433

0.662738

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688912

0.483787

0.688912

0.722442

0.658357

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.69821

0.512787

0.69821

0.732728

0.666797

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688782

0.490894

0.688782

0.721421

0.658969

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.693502

0.512908

0.693502

0.727764

0.662321

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.699684

0.52604

0.699684

0.736442

0.666421

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.690776

0.494907

0.690776

0.725173

0.659495

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.690528

0.492912

0.690528

0.723381

0.660528

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.694308

0.477387

0.694308

0.726746

0.664642

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.689289

0.48043

0.689289

0.719305

0.661678

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_2_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.686682

0.48924

0.686682

0.719331

0.656867

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688586

0.494495

0.688586

0.722302

0.657877

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683183

0.495016

0.683183

0.717308

0.652157

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683093

0.459009

0.683093

0.711996

0.656445

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683061

0.473854

0.683061

0.715282

0.653617

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683771

0.448677

0.683771

0.711406

0.658203

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.679425

0.487818

0.679425

0.712088

0.649628

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.695898

0.507995

0.695898

0.730153

0.664712

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.680307

0.475192

0.680307

0.70899

0.653854

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.690859

0.491047

0.690859

0.724358

0.660321

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_3_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.682227

0.483306

0.682227

0.716123

0.651395

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.678703

0.455913

0.678703

0.71213

0.648273

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.678731

0.46483

0.678731

0.711374

0.648952

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.687979

0.481413

0.687979

0.720432

0.658323

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.678251

0.466227

0.678251

0.707995

0.650906

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.684823

0.481146

0.684823

0.719611

0.653243

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.68661

0.476582

0.68661

0.717661

0.658135

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.681427

0.488477

0.681427

0.713657

0.651981

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.690771

0.502418

0.690771

0.725143

0.659509

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.686121

0.475587

0.686121

0.717041

0.657757

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_4_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688149

0.489759

0.688149

0.722922

0.656567

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.672297

0.472961

0.672297

0.70565

0.641953

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.680432

0.480268

0.680432

0.715673

0.648499

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.675007

0.458087

0.675007

0.707328

0.645511

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.680895

0.489039

0.680895

0.715884

0.649166

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.686682

0.495272

0.686682

0.721364

0.655182

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.676993

0.448141

0.676993

0.707745

0.648801

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.68324

0.490021

0.68324

0.717858

0.651807

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.679385

0.472681

0.679385

0.712547

0.649173

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.681466

0.489017

0.681466

0.715382

0.650621

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_5_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.679767

0.484433

0.679767

0.71434

0.648386

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.682712

0.47202

0.682712

0.714493

0.653638

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.685052

0.493155

0.685052

0.718001

0.654994

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.68769

0.490078

0.68769

0.7213

0.657072

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688694

0.474232

0.688694

0.722005

0.65832

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.679897

0.468958

0.679897

0.710283

0.652004

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683263

0.457673

0.683263

0.714376

0.654746

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.681393

0.478505

0.681393

0.714405

0.651297

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688995

0.465826

0.688995

0.721349

0.659419

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.687569

0.503991

0.687569

0.721618

0.656587

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_6_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.693754

0.509248

0.693754

0.729755

0.661137

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.688777

0.488558

0.688777

0.722103

0.658392

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.685478

0.482087

0.685478

0.719418

0.654595

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.694058

0.495416

0.694058

0.726767

0.664167

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.696331

0.497814

0.696331

0.730422

0.66528

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.693491

0.505679

0.693491

0.727203

0.662766

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.690145

0.484544

0.690145

0.723432

0.659787

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.689222

0.473073

0.689222

0.719976

0.660987

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.691616

0.476881

0.691616

0.723421

0.662489

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.687486

0.492962

0.687486

0.723138

0.655184

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_7_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.680091

0.475378

0.680091

0.710013

0.652589

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.680961

0.474936

0.680961

0.716306

0.648939

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.67773

0.461838

0.67773

0.709612

0.648591

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.676372

0.467459

0.676372

0.709401

0.646282

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.676603

0.462035

0.676603

0.710263

0.645989

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.675108

0.467096

0.675108

0.707319

0.645702

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.686467

0.469559

0.686467

0.719771

0.656109

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.693594

0.48764

0.693594

0.729214

0.661291

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683606

0.481345

0.683606

0.719475

0.651143

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.676361

0.471662

0.676361

0.710011

0.645756

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_8_UMAP_9\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.68002

0.468931

0.68002

0.713355

0.649661

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_1\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683931

0.462285

0.683931

0.714859

0.655569

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_10\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.681578

0.460513

0.681578

0.712421

0.653294

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_2\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.683886

0.476839

0.683886

0.712497

0.657483

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_3\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.682328

0.489178

0.682328

0.714129

0.653238

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_4\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.684188

0.487261

0.684188

0.718132

0.653308

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_5\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.685725

0.485032

0.685725

0.720903

0.653821

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_6\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.686229

0.46987

0.686229

0.715448

0.659303

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_7\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.680649

0.455569

0.680649

0.711991

0.65195

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_8\analysis_summary.json

SigLIP ViT-B/16

siglip_vitb16

UMAP

GMM_K45

0.680071

0.473353

0.680071

0.714819

0.648545

45

30

siglip_vitb16\dimension_reduction\UMAP\clustering\GMM_K45\siglip_vitb16_aves_9_UMAP_9\analysis_summary.json