Add BioCLIP 2.5 embeddings and benchmark artifacts
Browse files
bioclip2_5_benchmark/current_leaderboard_combined_with_bioclip2_5.csv
ADDED
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| 1 |
+
source,model_short,dim_reduction,clustering,config,score,score_type,aves_v,mammalia_v,n_rows,n_samples
|
| 2 |
+
official_hf,dinov3_vith16plus,TSNE,HIERARCHICAL_K30,HIERARCHICAL_K30,0.957638620343656,split_balanced_v_mean,0.9611898568678519,0.9540873838194601,200,
|
| 3 |
+
official_hf,dinov3_vith16plus,TSNE,GMM_K30,GMM_K30,0.9558884269679986,split_balanced_v_mean,0.9579752105950471,0.9538016433409501,200,
|
| 4 |
+
official_hf,dinov3_vith16plus,UMAP,HIERARCHICAL_K30,HIERARCHICAL_K30,0.9544754181035598,split_balanced_v_mean,0.9596171628098084,0.9493336733973113,200,
|
| 5 |
+
official_hf,dinov3_vith16plus,UMAP,GMM_K30,GMM_K30,0.9527842480351281,split_balanced_v_mean,0.9561687579542416,0.9493997381160144,200,
|
| 6 |
+
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|
| 7 |
+
official_hf,dinov3_vith16plus,TSNE,HIERARCHICAL_K45,HIERARCHICAL_K45,0.9227081759494038,split_balanced_v_mean,0.9232585908529893,0.9221577610458181,200,
|
| 8 |
+
official_hf,dinov3_vith16plus,UMAP,HIERARCHICAL_K45,HIERARCHICAL_K45,0.9223362226373282,split_balanced_v_mean,0.9232841625013125,0.921388282773344,200,
|
| 9 |
+
official_hf,dinov3_vith16plus,TSNE,GMM_K45,GMM_K45,0.9218781938180317,split_balanced_v_mean,0.9234316688878711,0.9203247187481923,200,
|
| 10 |
+
official_hf,dinov3_vith16plus,UMAP,GMM_K45,GMM_K45,0.9211718682228806,split_balanced_v_mean,0.9223950225082546,0.9199487139375065,200,
|
| 11 |
+
official_hf,dinov3_vith16plus,UMAP,HDBSCAN,HDBSCAN,0.9031447524973175,split_balanced_v_mean,0.9167050706870907,0.8895844343075442,200,
|
| 12 |
+
local_bioclip2_5_full,bioclip2_5_vith14,TSNE,HDBSCAN,hdbscan_mcs150_ms50,0.8821538210879131,overall_v_measure,,,1,139067
|
| 13 |
+
official_hf,dinov2_vitg14,TSNE,HIERARCHICAL_K30,HIERARCHICAL_K30,0.8789607771569972,split_balanced_v_mean,0.9026161363149403,0.8553054179990539,200,
|
| 14 |
+
official_hf,dinov2_vitg14,TSNE,GMM_K30,GMM_K30,0.8766616942093408,split_balanced_v_mean,0.9002827835919891,0.8530406048266924,200,
|
| 15 |
+
official_hf,dinov2_vitg14,UMAP,HIERARCHICAL_K30,HIERARCHICAL_K30,0.8742994691629792,split_balanced_v_mean,0.9002506515279554,0.848348286798003,200,
|
| 16 |
+
official_hf,dinov2_vitg14,TSNE,HDBSCAN,HDBSCAN,0.8730551737392536,split_balanced_v_mean,0.9028279406358131,0.8432824068426942,200,
|
| 17 |
+
official_hf,dinov2_vitg14,UMAP,GMM_K30,GMM_K30,0.8729186717697515,split_balanced_v_mean,0.9005614784661865,0.8452758650733163,200,
|
| 18 |
+
official_hf,dinov2_vitg14,TSNE,HIERARCHICAL_K45,HIERARCHICAL_K45,0.8660708404698362,split_balanced_v_mean,0.8832518444231845,0.8488898365164879,200,
|
| 19 |
+
official_hf,dinov2_vitg14,TSNE,GMM_K45,GMM_K45,0.8627948625083751,split_balanced_v_mean,0.881361942679149,0.8442277823376012,200,
|
| 20 |
+
local_bioclip2_5_full,bioclip2_5_vith14,UMAP,HDBSCAN,hdbscan_mcs150_ms50,0.8589957746604578,overall_v_measure,,,1,139067
|
| 21 |
+
official_hf,dinov2_vitg14,UMAP,HIERARCHICAL_K45,HIERARCHICAL_K45,0.8584127838443341,split_balanced_v_mean,0.8789543910781934,0.8378711766104748,200,
|
| 22 |
+
official_hf,dinov2_vitg14,UMAP,GMM_K45,GMM_K45,0.855577224288345,split_balanced_v_mean,0.8776938820068817,0.8334605665698085,200,
|
| 23 |
+
official_hf,dinov3_vith16plus,TSNE,GMM_K90,GMM_K90,0.8457539288691303,split_balanced_v_mean,0.846237422567152,0.8452704351711086,200,
|
| 24 |
+
official_hf,dinov3_vith16plus,UMAP,GMM_K90,GMM_K90,0.8456250353161312,split_balanced_v_mean,0.8451326786812169,0.8461173919510455,200,
|
| 25 |
+
official_hf,dinov2_vitg14,UMAP,HDBSCAN,HDBSCAN,0.8456043674456506,split_balanced_v_mean,0.8892063252105226,0.8020024096807787,200,
|
| 26 |
+
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|
| 27 |
+
official_hf,dinov3_vith16plus,UMAP,HIERARCHICAL_K90,HIERARCHICAL_K90,0.8452403499309953,split_balanced_v_mean,0.8448194783344463,0.8456612215275443,200,
|
| 28 |
+
official_hf,dinov3_vith16plus,TSNE,HIERARCHICAL_K15,HIERARCHICAL_K15,0.8440033488131569,split_balanced_v_mean,0.8484539830914147,0.8395527145348991,200,
|
| 29 |
+
official_hf,dinov3_vith16plus,TSNE,GMM_K15,GMM_K15,0.8284845692883347,split_balanced_v_mean,0.8332955544142319,0.8236735841624375,200,
|
| 30 |
+
official_hf,dinov3_vith16plus,UMAP,HIERARCHICAL_K15,HIERARCHICAL_K15,0.8266139177178702,split_balanced_v_mean,0.8309209785251421,0.8223068569105982,200,
|
| 31 |
+
official_hf,dinov3_vith16plus,UMAP,GMM_K15,GMM_K15,0.822099613820158,split_balanced_v_mean,0.8281403875658412,0.8160588400744748,200,
|
| 32 |
+
official_hf,dinov2_vitg14,TSNE,HIERARCHICAL_K90,HIERARCHICAL_K90,0.8029084825298396,split_balanced_v_mean,0.8136865098802251,0.7921304551794542,200,
|
| 33 |
+
official_hf,dinov2_vitg14,TSNE,GMM_K90,GMM_K90,0.8017228266969536,split_balanced_v_mean,0.813468091360068,0.7899775620338393,200,
|
| 34 |
+
local_bioclip2_5_full,bioclip2_5_vith14,UMAP,DBSCAN,dbscan_relaxed_ms20,0.7991780398678368,overall_v_measure,,,1,139067
|
| 35 |
+
official_hf,dinov2_vitg14,UMAP,HIERARCHICAL_K90,HIERARCHICAL_K90,0.7964869252193594,split_balanced_v_mean,0.8101645562685365,0.7828092941701824,200,
|
| 36 |
+
official_hf,dinov2_vitg14,UMAP,GMM_K90,GMM_K90,0.7955887607571464,split_balanced_v_mean,0.8091804776658745,0.7819970438484182,200,
|
| 37 |
+
official_hf,dinov3_vith16plus,TSNE,GMM_K180,GMM_K180,0.7838097770050478,split_balanced_v_mean,0.7848403314438527,0.7827792225662431,200,
|
| 38 |
+
official_hf,dinov3_vith16plus,UMAP,GMM_K180,GMM_K180,0.782988093783895,split_balanced_v_mean,0.7820284833928699,0.7839477041749201,200,
|
| 39 |
+
official_hf,dinov3_vith16plus,UMAP,HIERARCHICAL_K180,HIERARCHICAL_K180,0.7822784380650661,split_balanced_v_mean,0.7813922107734064,0.7831646653567259,200,
|
| 40 |
+
official_hf,dinov3_vith16plus,TSNE,HIERARCHICAL_K180,HIERARCHICAL_K180,0.7822698984984465,split_balanced_v_mean,0.7827463157165921,0.7817934812803009,200,
|
| 41 |
+
local_bioclip2_5_full,bioclip2_5_vith14,TSNE,GMM,gmm_k60,0.7735234949619259,overall_v_measure,,,1,139067
|
| 42 |
+
local_bioclip2_5_full,bioclip2_5_vith14,UMAP,GMM,gmm_k60,0.7727434601329592,overall_v_measure,,,1,139067
|
| 43 |
+
official_hf,dinov2_vitg14,TSNE,HIERARCHICAL_K15,HIERARCHICAL_K15,0.7719665252727281,split_balanced_v_mean,0.7901724070549138,0.7537606434905424,200,
|
| 44 |
+
local_bioclip2_5_full,bioclip2_5_vith14,TSNE,DBSCAN,dbscan_relaxed_ms20,0.7716520902501292,overall_v_measure,,,1,139067
|
| 45 |
+
official_hf,dinov2_vitg14,UMAP,HIERARCHICAL_K15,HIERARCHICAL_K15,0.7616413400440177,split_balanced_v_mean,0.7800071951209101,0.7432754849671254,200,
|
| 46 |
+
official_hf,dinov2_vitg14,TSNE,GMM_K15,GMM_K15,0.7570253001625815,split_balanced_v_mean,0.7757436749154686,0.7383069254096943,200,
|
| 47 |
+
official_hf,dinov2_vitg14,UMAP,GMM_K15,GMM_K15,0.7563265810198492,split_balanced_v_mean,0.776124733611424,0.7365284284282743,200,
|
| 48 |
+
official_hf,dinov2_vitg14,TSNE,GMM_K180,GMM_K180,0.7513973494854171,split_balanced_v_mean,0.7604715596504843,0.7423231393203499,200,
|
| 49 |
+
official_hf,bioclip2_vitl14,TSNE,HIERARCHICAL_K45,HIERARCHICAL_K45,0.7507813239673553,split_balanced_v_mean,0.7813623101943934,0.7202003377403171,200,
|
| 50 |
+
official_hf,dinov2_vitg14,TSNE,HIERARCHICAL_K180,HIERARCHICAL_K180,0.7500009268735504,split_balanced_v_mean,0.7587669011524377,0.7412349525946631,200,
|
| 51 |
+
official_hf,bioclip2_vitl14,TSNE,GMM_K45,GMM_K45,0.7460887884980297,split_balanced_v_mean,0.7750151710840407,0.7171624059120187,200,
|
| 52 |
+
official_hf,dinov2_vitg14,UMAP,HIERARCHICAL_K180,HIERARCHICAL_K180,0.7450828136060381,split_balanced_v_mean,0.7548627195084462,0.7353029077036299,200,
|
| 53 |
+
official_hf,dinov2_vitg14,UMAP,GMM_K180,GMM_K180,0.744873578747764,split_balanced_v_mean,0.754682011033255,0.7350651464622732,200,
|
| 54 |
+
official_hf,bioclip2_vitl14,UMAP,HIERARCHICAL_K45,HIERARCHICAL_K45,0.7402018263857242,split_balanced_v_mean,0.7720560075301428,0.7083476452413054,200,
|
| 55 |
+
official_hf,bioclip2_vitl14,TSNE,HIERARCHICAL_K30,HIERARCHICAL_K30,0.7366270732884805,split_balanced_v_mean,0.770251244419932,0.7030029021570291,200,
|
| 56 |
+
official_hf,bioclip2_vitl14,TSNE,GMM_K30,GMM_K30,0.7348522010688397,split_balanced_v_mean,0.767168610003527,0.7025357921341525,200,
|
| 57 |
+
official_hf,bioclip2_vitl14,UMAP,GMM_K45,GMM_K45,0.7345680348421617,split_balanced_v_mean,0.7676541131333265,0.701481956550997,200,
|
| 58 |
+
official_hf,dinov3_vith16plus,ISOMAP,GMM_K30,GMM_K30,0.7326666329844203,split_balanced_v_mean,0.7476241315946852,0.7177091343741552,20,
|
| 59 |
+
official_hf,bioclip2_vitl14,UMAP,HIERARCHICAL_K30,HIERARCHICAL_K30,0.731449754808982,split_balanced_v_mean,0.7636078137893674,0.6992916958285965,200,
|
| 60 |
+
official_hf,bioclip2_vitl14,TSNE,HDBSCAN,HDBSCAN,0.7301216705312117,split_balanced_v_mean,0.7603489288627215,0.6998944121997018,200,
|
| 61 |
+
official_hf,bioclip2_vitl14,UMAP,GMM_K30,GMM_K30,0.7281628181040378,split_balanced_v_mean,0.762916387471769,0.6934092487363066,200,
|
| 62 |
+
official_hf,dinov3_vith16plus,ISOMAP,HIERARCHICAL_K30,HIERARCHICAL_K30,0.7280669832638327,split_balanced_v_mean,0.7471643695568063,0.7089695969708592,20,
|
| 63 |
+
official_hf,dinov3_vith16plus,ISOMAP,GMM_K45,GMM_K45,0.7215787658411228,split_balanced_v_mean,0.7361862540524755,0.70697127762977,20,
|
| 64 |
+
official_hf,bioclip2_vitl14,TSNE,HIERARCHICAL_K90,HIERARCHICAL_K90,0.7184636621056063,split_balanced_v_mean,0.7416861929292957,0.6952411312819169,200,
|
| 65 |
+
official_hf,dinov3_vith16plus,ISOMAP,HIERARCHICAL_K45,HIERARCHICAL_K45,0.7163965495746273,split_balanced_v_mean,0.7336364008201608,0.6991566983290938,20,
|
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official_hf,siglip_vitb16,KERNEL_PCA,HIERARCHICAL_K90,HIERARCHICAL_K90,0.28042113876451713,split_balanced_v_mean,0.2890558500603363,0.27178642746869797,20,
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official_hf,siglip_vitb16,PCA,HIERARCHICAL_K15,HIERARCHICAL_K15,0.27662544153966695,split_balanced_v_mean,0.2695118163350681,0.28373906674426586,20,
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| 269 |
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official_hf,siglip_vitb16,KERNEL_PCA,GMM_K45,GMM_K45,0.27550657801277656,split_balanced_v_mean,0.2857275100138491,0.26528564601170396,20,
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| 270 |
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official_hf,clip_vitl14,KERNEL_PCA,GMM_K90,GMM_K90,0.274378408010996,split_balanced_v_mean,0.2839742570808092,0.26478255894118274,20,
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official_hf,clip_vitl14,KERNEL_PCA,HIERARCHICAL_K90,HIERARCHICAL_K90,0.2733506638303,split_balanced_v_mean,0.28222137936737546,0.2644799482932245,20,
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official_hf,siglip_vitb16,KERNEL_PCA,GMM_K30,GMM_K30,0.2730602569976084,split_balanced_v_mean,0.2823342505825752,0.2637862634126415,20,
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| 273 |
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official_hf,siglip_vitb16,KERNEL_PCA,HIERARCHICAL_K45,HIERARCHICAL_K45,0.27292614448594704,split_balanced_v_mean,0.28343252637481053,0.26241976259708355,20,
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| 274 |
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official_hf,siglip_vitb16,KERNEL_PCA,HIERARCHICAL_K30,HIERARCHICAL_K30,0.26941625374798,split_balanced_v_mean,0.2791717473940959,0.2596607601018641,20,
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| 275 |
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official_hf,clip_vitl14,KERNEL_PCA,GMM_K45,GMM_K45,0.2676924236636975,split_balanced_v_mean,0.27860170709117105,0.256783140236224,20,
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| 276 |
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official_hf,clip_vitl14,PCA,GMM_K90,GMM_K90,0.26686146806199385,split_balanced_v_mean,0.2642421724699535,0.2694807636540341,20,
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official_hf,clip_vitl14,PCA,HIERARCHICAL_K90,HIERARCHICAL_K90,0.2660142715459187,split_balanced_v_mean,0.26404257813491105,0.26798596495692634,20,
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| 278 |
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official_hf,siglip_vitb16,ISOMAP,DBSCAN,DBSCAN,0.26515836521947556,split_balanced_v_mean,0.2689655885707958,0.2613511418681553,20,
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| 279 |
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official_hf,clip_vitl14,KERNEL_PCA,HIERARCHICAL_K45,HIERARCHICAL_K45,0.26486902403764645,split_balanced_v_mean,0.2749619854533098,0.2547760626219831,20,
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official_hf,siglip_vitb16,KERNEL_PCA,GMM_K15,GMM_K15,0.26371568066507844,split_balanced_v_mean,0.27119034107196777,0.2562410202581892,20,
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official_hf,clip_vitl14,KERNEL_PCA,GMM_K30,GMM_K30,0.26370640568462617,split_balanced_v_mean,0.274536888187495,0.25287592318175733,20,
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official_hf,clip_vitl14,KERNEL_PCA,HIERARCHICAL_K30,HIERARCHICAL_K30,0.26072457326946785,split_balanced_v_mean,0.2725018484926168,0.24894729804631888,20,
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| 283 |
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official_hf,clip_vitl14,PCA,GMM_K45,GMM_K45,0.25893785037547445,split_balanced_v_mean,0.25757457449073495,0.260301126260214,20,
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| 284 |
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official_hf,siglip_vitb16,KERNEL_PCA,HIERARCHICAL_K15,HIERARCHICAL_K15,0.2573556664531209,split_balanced_v_mean,0.2598950852207174,0.25481624768552447,20,
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official_hf,clip_vitl14,PCA,HIERARCHICAL_K45,HIERARCHICAL_K45,0.2557134175250425,split_balanced_v_mean,0.2541792116607645,0.25724762338932045,20,
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| 286 |
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official_hf,clip_vitl14,PCA,GMM_K30,GMM_K30,0.25470486534100734,split_balanced_v_mean,0.2529504369189292,0.2564592937630855,20,
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| 287 |
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official_hf,clip_vitl14,KERNEL_PCA,GMM_K15,GMM_K15,0.2543688746440067,split_balanced_v_mean,0.26889688693453573,0.2398408623534777,20,
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official_hf,clip_vitl14,ISOMAP,DBSCAN,DBSCAN,0.2542054723269821,split_balanced_v_mean,0.2614238192093881,0.2469871254445761,20,
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| 289 |
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official_hf,clip_vitl14,PCA,HIERARCHICAL_K30,HIERARCHICAL_K30,0.2506106955038554,split_balanced_v_mean,0.24982506553734002,0.2513963254703708,20,
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official_hf,clip_vitl14,KERNEL_PCA,HIERARCHICAL_K15,HIERARCHICAL_K15,0.24689680417378124,split_balanced_v_mean,0.2597013334649976,0.23409227488256487,20,
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| 291 |
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official_hf,dinov3_vith16plus,PCA,HDBSCAN,HDBSCAN,0.24663290941861693,split_balanced_v_mean,0.16146663052658772,0.33179918831064614,20,
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| 292 |
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official_hf,bioclip2_vitl14,KERNEL_PCA,DBSCAN,DBSCAN,0.24499502057352857,split_balanced_v_mean,0.28066645391431505,0.2093235872327421,20,
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| 293 |
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official_hf,clip_vitl14,PCA,GMM_K15,GMM_K15,0.24433226330864444,split_balanced_v_mean,0.24288679215341324,0.24577773446387563,20,
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official_hf,clip_vitl14,PCA,HIERARCHICAL_K15,HIERARCHICAL_K15,0.23722878380821308,split_balanced_v_mean,0.23867263694263013,0.23578493067379602,20,
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| 295 |
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official_hf,bioclip2_vitl14,PCA,DBSCAN,DBSCAN,0.23597302816609284,split_balanced_v_mean,0.25525874525516334,0.21668731107702233,20,
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| 296 |
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official_hf,siglip_vitb16,PCA,DBSCAN,DBSCAN,0.23039485690021994,split_balanced_v_mean,0.2343291736130098,0.22646054018743003,20,
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| 297 |
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official_hf,bioclip2_vitl14,ISOMAP,HDBSCAN,HDBSCAN,0.21501136445358954,split_balanced_v_mean,0.26428468236462405,0.16573804654255506,20,
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| 298 |
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official_hf,siglip_vitb16,KERNEL_PCA,DBSCAN,DBSCAN,0.21169742304762929,split_balanced_v_mean,0.231016662750755,0.19237818334450354,20,
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| 299 |
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official_hf,clip_vitl14,KERNEL_PCA,DBSCAN,DBSCAN,0.20932223093430177,split_balanced_v_mean,0.1942380227890825,0.22440643907952104,20,
|
| 300 |
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official_hf,clip_vitl14,PCA,DBSCAN,DBSCAN,0.204005197822422,split_balanced_v_mean,0.19607598119540462,0.21193441444943933,20,
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| 301 |
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local_bioclip2_5_full,bioclip2_5_vith14,PCA,HDBSCAN,hdbscan_mcs150_ms50,0.1803676291454261,overall_v_measure,,,1,139067
|
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official_hf,clip_vitl14,ISOMAP,HDBSCAN,HDBSCAN,0.15987601261355516,split_balanced_v_mean,0.1544813866681711,0.1652706385589392,20,
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| 303 |
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official_hf,bioclip2_vitl14,KERNEL_PCA,HDBSCAN,HDBSCAN,0.1516310177170916,split_balanced_v_mean,0.14850943335601288,0.1547526020781703,20,
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official_hf,siglip_vitb16,ISOMAP,HDBSCAN,HDBSCAN,0.12583379265248354,split_balanced_v_mean,0.08961836179874322,0.16204922350622386,20,
|
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official_hf,siglip_vitb16,PCA,HDBSCAN,HDBSCAN,0.10486249645726965,split_balanced_v_mean,0.05434137683702973,0.15538361607750958,20,
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official_hf,bioclip2_vitl14,PCA,HDBSCAN,HDBSCAN,0.10283383726138919,split_balanced_v_mean,0.17082556157507858,0.03484211294769979,20,
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official_hf,siglip_vitb16,KERNEL_PCA,HDBSCAN,HDBSCAN,0.09176001750953253,split_balanced_v_mean,0.077583335693449,0.10593669932561607,20,
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official_hf,clip_vitl14,PCA,HDBSCAN,HDBSCAN,0.09009689667727244,split_balanced_v_mean,0.11000187990691115,0.07019191344763372,20,
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| 309 |
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official_hf,clip_vitl14,KERNEL_PCA,HDBSCAN,HDBSCAN,0.08467706722437655,split_balanced_v_mean,0.10989824245464601,0.0594558919941071,20,
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local_bioclip2_5_full,bioclip2_5_vith14,PCA,DBSCAN,dbscan_relaxed_ms20,0.009055095500334705,overall_v_measure,,,1,139067
|