CharlesCNorton
Image-level person classification on EUPE-ViT-B features with a single free parameter
f5498f9 | { | |
| "provenance": { | |
| "generator": null, | |
| "note": "discovery sweep not committed; no producer in the repo" | |
| }, | |
| "n_prop_images": 8479, | |
| "ranked_candidates": [ | |
| { | |
| "dim": 11, | |
| "prop_mean": 1.7091748714447021, | |
| "person_pos_mean": 1.089888095855713, | |
| "person_neg_mean": 1.1654655933380127, | |
| "prop_vs_neg": 0.5437092781066895, | |
| "person_vs_neg": -0.0755774974822998, | |
| "score": 0.6192867755889893 | |
| }, | |
| { | |
| "dim": 697, | |
| "prop_mean": 1.63211190700531, | |
| "person_pos_mean": 1.0918049812316895, | |
| "person_neg_mean": 1.0371267795562744, | |
| "prop_vs_neg": 0.5949851274490356, | |
| "person_vs_neg": 0.05467820167541504, | |
| "score": 0.5403069257736206 | |
| }, | |
| { | |
| "dim": 572, | |
| "prop_mean": 1.4398308992385864, | |
| "person_pos_mean": 0.9548083543777466, | |
| "person_neg_mean": 0.8750605583190918, | |
| "prop_vs_neg": 0.5647703409194946, | |
| "person_vs_neg": 0.07974779605865479, | |
| "score": 0.48502254486083984 | |
| }, | |
| { | |
| "dim": 671, | |
| "prop_mean": 1.5082179307937622, | |
| "person_pos_mean": 1.0776139497756958, | |
| "person_neg_mean": 1.0892691612243652, | |
| "prop_vs_neg": 0.418948769569397, | |
| "person_vs_neg": -0.011655211448669434, | |
| "score": 0.4306039810180664 | |
| }, | |
| { | |
| "dim": 51, | |
| "prop_mean": 1.2916672229766846, | |
| "person_pos_mean": 0.8612672090530396, | |
| "person_neg_mean": 0.6743829846382141, | |
| "prop_vs_neg": 0.6172842383384705, | |
| "person_vs_neg": 0.18688422441482544, | |
| "score": 0.430400013923645 | |
| }, | |
| { | |
| "dim": 186, | |
| "prop_mean": 1.783549189567566, | |
| "person_pos_mean": 1.3718806505203247, | |
| "person_neg_mean": 1.2572942972183228, | |
| "prop_vs_neg": 0.5262548923492432, | |
| "person_vs_neg": 0.11458635330200195, | |
| "score": 0.4116685390472412 | |
| }, | |
| { | |
| "dim": 752, | |
| "prop_mean": 1.4307368993759155, | |
| "person_pos_mean": 1.0203551054000854, | |
| "person_neg_mean": 0.9466467499732971, | |
| "prop_vs_neg": 0.4840901494026184, | |
| "person_vs_neg": 0.07370835542678833, | |
| "score": 0.4103817939758301 | |
| }, | |
| { | |
| "dim": 90, | |
| "prop_mean": 1.4134135246276855, | |
| "person_pos_mean": 1.027899980545044, | |
| "person_neg_mean": 1.2588216066360474, | |
| "prop_vs_neg": 0.15459191799163818, | |
| "person_vs_neg": -0.23092162609100342, | |
| "score": 0.3855135440826416 | |
| }, | |
| { | |
| "dim": 161, | |
| "prop_mean": 1.110310673713684, | |
| "person_pos_mean": 0.7282975316047668, | |
| "person_neg_mean": 0.8111143708229065, | |
| "prop_vs_neg": 0.2991963028907776, | |
| "person_vs_neg": -0.08281683921813965, | |
| "score": 0.38201314210891724 | |
| }, | |
| { | |
| "dim": 310, | |
| "prop_mean": 1.6827064752578735, | |
| "person_pos_mean": 1.306183934211731, | |
| "person_neg_mean": 1.5448638200759888, | |
| "prop_vs_neg": 0.13784265518188477, | |
| "person_vs_neg": -0.2386798858642578, | |
| "score": 0.3765225410461426 | |
| }, | |
| { | |
| "dim": 88, | |
| "prop_mean": 1.7690833806991577, | |
| "person_pos_mean": 1.3999791145324707, | |
| "person_neg_mean": 1.0576374530792236, | |
| "prop_vs_neg": 0.7114459276199341, | |
| "person_vs_neg": 0.34234166145324707, | |
| "score": 0.369104266166687 | |
| }, | |
| { | |
| "dim": 189, | |
| "prop_mean": 1.2615772485733032, | |
| "person_pos_mean": 0.893500030040741, | |
| "person_neg_mean": 1.0122331380844116, | |
| "prop_vs_neg": 0.2493441104888916, | |
| "person_vs_neg": -0.11873310804367065, | |
| "score": 0.36807721853256226 | |
| }, | |
| { | |
| "dim": 613, | |
| "prop_mean": 1.854291558265686, | |
| "person_pos_mean": 1.4975982904434204, | |
| "person_neg_mean": 1.73020339012146, | |
| "prop_vs_neg": 0.12408816814422607, | |
| "person_vs_neg": -0.23260509967803955, | |
| "score": 0.3566932678222656 | |
| }, | |
| { | |
| "dim": 201, | |
| "prop_mean": 1.4382827281951904, | |
| "person_pos_mean": 1.0972189903259277, | |
| "person_neg_mean": 1.0087069272994995, | |
| "prop_vs_neg": 0.4295758008956909, | |
| "person_vs_neg": 0.08851206302642822, | |
| "score": 0.3410637378692627 | |
| }, | |
| { | |
| "dim": 360, | |
| "prop_mean": 1.5004557371139526, | |
| "person_pos_mean": 1.1636990308761597, | |
| "person_neg_mean": 1.24490487575531, | |
| "prop_vs_neg": 0.2555508613586426, | |
| "person_vs_neg": -0.08120584487915039, | |
| "score": 0.33675670623779297 | |
| }, | |
| { | |
| "dim": 623, | |
| "prop_mean": 1.1354831457138062, | |
| "person_pos_mean": 0.8059989809989929, | |
| "person_neg_mean": 0.7583788633346558, | |
| "prop_vs_neg": 0.3771042823791504, | |
| "person_vs_neg": 0.04762011766433716, | |
| "score": 0.32948416471481323 | |
| }, | |
| { | |
| "dim": 688, | |
| "prop_mean": 1.4130481481552124, | |
| "person_pos_mean": 1.0897259712219238, | |
| "person_neg_mean": 1.1911897659301758, | |
| "prop_vs_neg": 0.22185838222503662, | |
| "person_vs_neg": -0.10146379470825195, | |
| "score": 0.3233221769332886 | |
| }, | |
| { | |
| "dim": 578, | |
| "prop_mean": 1.6479562520980835, | |
| "person_pos_mean": 1.3283374309539795, | |
| "person_neg_mean": 1.4025310277938843, | |
| "prop_vs_neg": 0.24542522430419922, | |
| "person_vs_neg": -0.07419359683990479, | |
| "score": 0.319618821144104 | |
| }, | |
| { | |
| "dim": 81, | |
| "prop_mean": 1.904716968536377, | |
| "person_pos_mean": 1.597719430923462, | |
| "person_neg_mean": 1.7867015600204468, | |
| "prop_vs_neg": 0.11801540851593018, | |
| "person_vs_neg": -0.18898212909698486, | |
| "score": 0.30699753761291504 | |
| }, | |
| { | |
| "dim": 692, | |
| "prop_mean": 1.381159782409668, | |
| "person_pos_mean": 1.0755085945129395, | |
| "person_neg_mean": 1.1753791570663452, | |
| "prop_vs_neg": 0.20578062534332275, | |
| "person_vs_neg": -0.09987056255340576, | |
| "score": 0.3056511878967285 | |
| }, | |
| { | |
| "dim": 638, | |
| "prop_mean": 1.2797389030456543, | |
| "person_pos_mean": 0.9781198501586914, | |
| "person_neg_mean": 1.0837996006011963, | |
| "prop_vs_neg": 0.195939302444458, | |
| "person_vs_neg": -0.10567975044250488, | |
| "score": 0.3016190528869629 | |
| }, | |
| { | |
| "dim": 522, | |
| "prop_mean": 1.194052815437317, | |
| "person_pos_mean": 0.8986038565635681, | |
| "person_neg_mean": 0.8541845679283142, | |
| "prop_vs_neg": 0.3398682475090027, | |
| "person_vs_neg": 0.044419288635253906, | |
| "score": 0.2954489588737488 | |
| }, | |
| { | |
| "dim": 257, | |
| "prop_mean": 1.8521565198898315, | |
| "person_pos_mean": 1.5771883726119995, | |
| "person_neg_mean": 1.6870157718658447, | |
| "prop_vs_neg": 0.16514074802398682, | |
| "person_vs_neg": -0.10982739925384521, | |
| "score": 0.27496814727783203 | |
| }, | |
| { | |
| "dim": 340, | |
| "prop_mean": 0.9343926906585693, | |
| "person_pos_mean": 0.6695823669433594, | |
| "person_neg_mean": 0.6695160269737244, | |
| "prop_vs_neg": 0.26487666368484497, | |
| "person_vs_neg": 6.633996963500977e-05, | |
| "score": 0.26481032371520996 | |
| }, | |
| { | |
| "dim": 308, | |
| "prop_mean": 1.525191068649292, | |
| "person_pos_mean": 1.2669845819473267, | |
| "person_neg_mean": 1.1947391033172607, | |
| "prop_vs_neg": 0.33045196533203125, | |
| "person_vs_neg": 0.07224547863006592, | |
| "score": 0.25820648670196533 | |
| }, | |
| { | |
| "dim": 479, | |
| "prop_mean": 1.2297685146331787, | |
| "person_pos_mean": 0.9748978018760681, | |
| "person_neg_mean": 0.9749308824539185, | |
| "prop_vs_neg": 0.25483763217926025, | |
| "person_vs_neg": -3.30805778503418e-05, | |
| "score": 0.2548707127571106 | |
| }, | |
| { | |
| "dim": 299, | |
| "prop_mean": 1.3217650651931763, | |
| "person_pos_mean": 1.0688191652297974, | |
| "person_neg_mean": 1.1240233182907104, | |
| "prop_vs_neg": 0.19774174690246582, | |
| "person_vs_neg": -0.055204153060913086, | |
| "score": 0.2529458999633789 | |
| }, | |
| { | |
| "dim": 440, | |
| "prop_mean": 1.1131365299224854, | |
| "person_pos_mean": 0.8602599501609802, | |
| "person_neg_mean": 0.8018559217453003, | |
| "prop_vs_neg": 0.31128060817718506, | |
| "person_vs_neg": 0.05840402841567993, | |
| "score": 0.2528765797615051 | |
| }, | |
| { | |
| "dim": 458, | |
| "prop_mean": 1.2792733907699585, | |
| "person_pos_mean": 1.029525637626648, | |
| "person_neg_mean": 0.9404508471488953, | |
| "prop_vs_neg": 0.33882254362106323, | |
| "person_vs_neg": 0.08907479047775269, | |
| "score": 0.24974775314331055 | |
| }, | |
| { | |
| "dim": 767, | |
| "prop_mean": 1.4785064458847046, | |
| "person_pos_mean": 1.2433205842971802, | |
| "person_neg_mean": 1.2814769744873047, | |
| "prop_vs_neg": 0.1970294713973999, | |
| "person_vs_neg": -0.03815639019012451, | |
| "score": 0.23518586158752441 | |
| }, | |
| { | |
| "dim": 713, | |
| "prop_mean": 2.0065953731536865, | |
| "person_pos_mean": 1.7764008045196533, | |
| "person_neg_mean": 1.8709570169448853, | |
| "prop_vs_neg": 0.13563835620880127, | |
| "person_vs_neg": -0.09455621242523193, | |
| "score": 0.2301945686340332 | |
| }, | |
| { | |
| "dim": 554, | |
| "prop_mean": 1.3773629665374756, | |
| "person_pos_mean": 1.1489109992980957, | |
| "person_neg_mean": 1.0569530725479126, | |
| "prop_vs_neg": 0.320409893989563, | |
| "person_vs_neg": 0.0919579267501831, | |
| "score": 0.22845196723937988 | |
| }, | |
| { | |
| "dim": 0, | |
| "prop_mean": 1.518669605255127, | |
| "person_pos_mean": 1.292944312095642, | |
| "person_neg_mean": 1.2706265449523926, | |
| "prop_vs_neg": 0.24804306030273438, | |
| "person_vs_neg": 0.02231776714324951, | |
| "score": 0.22572529315948486 | |
| }, | |
| { | |
| "dim": 351, | |
| "prop_mean": 1.5037388801574707, | |
| "person_pos_mean": 1.2783546447753906, | |
| "person_neg_mean": 1.0354632139205933, | |
| "prop_vs_neg": 0.46827566623687744, | |
| "person_vs_neg": 0.24289143085479736, | |
| "score": 0.22538423538208008 | |
| }, | |
| { | |
| "dim": 266, | |
| "prop_mean": 3.2978885173797607, | |
| "person_pos_mean": 3.0799922943115234, | |
| "person_neg_mean": 3.1888484954833984, | |
| "prop_vs_neg": 0.1090400218963623, | |
| "person_vs_neg": -0.108856201171875, | |
| "score": 0.2178962230682373 | |
| }, | |
| { | |
| "dim": 469, | |
| "prop_mean": 1.2845133543014526, | |
| "person_pos_mean": 1.0693851709365845, | |
| "person_neg_mean": 1.0766862630844116, | |
| "prop_vs_neg": 0.20782709121704102, | |
| "person_vs_neg": -0.0073010921478271484, | |
| "score": 0.21512818336486816 | |
| }, | |
| { | |
| "dim": 250, | |
| "prop_mean": 1.1550997495651245, | |
| "person_pos_mean": 0.9470953941345215, | |
| "person_neg_mean": 1.0209672451019287, | |
| "prop_vs_neg": 0.1341325044631958, | |
| "person_vs_neg": -0.07387185096740723, | |
| "score": 0.20800435543060303 | |
| }, | |
| { | |
| "dim": 684, | |
| "prop_mean": 1.217105507850647, | |
| "person_pos_mean": 1.0223654508590698, | |
| "person_neg_mean": 0.9934371113777161, | |
| "prop_vs_neg": 0.2236683964729309, | |
| "person_vs_neg": 0.02892833948135376, | |
| "score": 0.19474005699157715 | |
| }, | |
| { | |
| "dim": 604, | |
| "prop_mean": 1.4056569337844849, | |
| "person_pos_mean": 1.2120150327682495, | |
| "person_neg_mean": 1.3198471069335938, | |
| "prop_vs_neg": 0.08580982685089111, | |
| "person_vs_neg": -0.10783207416534424, | |
| "score": 0.19364190101623535 | |
| }, | |
| { | |
| "dim": 251, | |
| "prop_mean": 1.238474726676941, | |
| "person_pos_mean": 1.0456016063690186, | |
| "person_neg_mean": 1.1859287023544312, | |
| "prop_vs_neg": 0.052546024322509766, | |
| "person_vs_neg": -0.1403270959854126, | |
| "score": 0.19287312030792236 | |
| }, | |
| { | |
| "dim": 275, | |
| "prop_mean": 1.1440684795379639, | |
| "person_pos_mean": 0.9552448391914368, | |
| "person_neg_mean": 1.0024899244308472, | |
| "prop_vs_neg": 0.1415785551071167, | |
| "person_vs_neg": -0.0472450852394104, | |
| "score": 0.1888236403465271 | |
| }, | |
| { | |
| "dim": 236, | |
| "prop_mean": 1.3713657855987549, | |
| "person_pos_mean": 1.1866233348846436, | |
| "person_neg_mean": 1.346700668334961, | |
| "prop_vs_neg": 0.024665117263793945, | |
| "person_vs_neg": -0.16007733345031738, | |
| "score": 0.18474245071411133 | |
| }, | |
| { | |
| "dim": 110, | |
| "prop_mean": 1.3540358543395996, | |
| "person_pos_mean": 1.1696140766143799, | |
| "person_neg_mean": 1.1514066457748413, | |
| "prop_vs_neg": 0.2026292085647583, | |
| "person_vs_neg": 0.018207430839538574, | |
| "score": 0.18442177772521973 | |
| }, | |
| { | |
| "dim": 660, | |
| "prop_mean": 1.294521689414978, | |
| "person_pos_mean": 1.110160231590271, | |
| "person_neg_mean": 1.258522391319275, | |
| "prop_vs_neg": 0.035999298095703125, | |
| "person_vs_neg": -0.1483621597290039, | |
| "score": 0.18436145782470703 | |
| }, | |
| { | |
| "dim": 141, | |
| "prop_mean": 1.2327960729599, | |
| "person_pos_mean": 1.0510427951812744, | |
| "person_neg_mean": 1.1455810070037842, | |
| "prop_vs_neg": 0.08721506595611572, | |
| "person_vs_neg": -0.09453821182250977, | |
| "score": 0.1817532777786255 | |
| }, | |
| { | |
| "dim": 436, | |
| "prop_mean": 0.7790431380271912, | |
| "person_pos_mean": 0.6001676321029663, | |
| "person_neg_mean": 0.7653905153274536, | |
| "prop_vs_neg": 0.013652622699737549, | |
| "person_vs_neg": -0.1652228832244873, | |
| "score": 0.17887550592422485 | |
| }, | |
| { | |
| "dim": 732, | |
| "prop_mean": 2.213838815689087, | |
| "person_pos_mean": 2.035112142562866, | |
| "person_neg_mean": 2.0301244258880615, | |
| "prop_vs_neg": 0.1837143898010254, | |
| "person_vs_neg": 0.0049877166748046875, | |
| "score": 0.1787266731262207 | |
| }, | |
| { | |
| "dim": 160, | |
| "prop_mean": 1.1959549188613892, | |
| "person_pos_mean": 1.02139151096344, | |
| "person_neg_mean": 0.985637366771698, | |
| "prop_vs_neg": 0.21031755208969116, | |
| "person_vs_neg": 0.03575414419174194, | |
| "score": 0.17456340789794922 | |
| }, | |
| { | |
| "dim": 543, | |
| "prop_mean": 1.6499507427215576, | |
| "person_pos_mean": 1.4781776666641235, | |
| "person_neg_mean": 1.5063472986221313, | |
| "prop_vs_neg": 0.14360344409942627, | |
| "person_vs_neg": -0.028169631958007812, | |
| "score": 0.17177307605743408 | |
| }, | |
| { | |
| "dim": 27, | |
| "prop_mean": 1.3894929885864258, | |
| "person_pos_mean": 1.2205332517623901, | |
| "person_neg_mean": 1.2239311933517456, | |
| "prop_vs_neg": 0.16556179523468018, | |
| "person_vs_neg": -0.0033979415893554688, | |
| "score": 0.16895973682403564 | |
| } | |
| ], | |
| "sweeps": [ | |
| { | |
| "extra_neg_k": 0, | |
| "F1": 0.884742021560669, | |
| "threshold": 24.868803024291992, | |
| "precision": 0.8963522911071777, | |
| "recall": 0.8734287023544312, | |
| "prop_false_positive_rate": 0.0593230314552784, | |
| "added_dims": [] | |
| }, | |
| { | |
| "extra_neg_k": 5, | |
| "F1": 0.8799648880958557, | |
| "threshold": 19.580781936645508, | |
| "precision": 0.8911111354827881, | |
| "recall": 0.8690940737724304, | |
| "prop_false_positive_rate": 0.04576011374592781, | |
| "added_dims": [ | |
| 11, | |
| 697, | |
| 572, | |
| 671, | |
| 51 | |
| ] | |
| }, | |
| { | |
| "extra_neg_k": 10, | |
| "F1": 0.8703535795211792, | |
| "threshold": 15.480006217956543, | |
| "precision": 0.9121140241622925, | |
| "recall": 0.8322497010231018, | |
| "prop_false_positive_rate": 0.033730391412973404, | |
| "added_dims": [ | |
| 11, | |
| 697, | |
| 572, | |
| 671, | |
| 51, | |
| 186, | |
| 752, | |
| 90, | |
| 161, | |
| 310 | |
| ] | |
| }, | |
| { | |
| "extra_neg_k": 15, | |
| "F1": 0.8526602983474731, | |
| "threshold": 10.094175338745117, | |
| "precision": 0.8967001438140869, | |
| "recall": 0.8127438426017761, | |
| "prop_false_positive_rate": 0.027243778109550476, | |
| "added_dims": [ | |
| 11, | |
| 697, | |
| 572, | |
| 671, | |
| 51, | |
| 186, | |
| 752, | |
| 90, | |
| 161, | |
| 310, | |
| 88, | |
| 189, | |
| 613, | |
| 201, | |
| 360 | |
| ] | |
| }, | |
| { | |
| "extra_neg_k": 20, | |
| "F1": 0.8446601629257202, | |
| "threshold": 2.4011502265930176, | |
| "precision": 0.860224723815918, | |
| "recall": 0.8296489119529724, | |
| "prop_false_positive_rate": 0.031135747209191322, | |
| "added_dims": [ | |
| 11, | |
| 697, | |
| 572, | |
| 671, | |
| 51, | |
| 186, | |
| 752, | |
| 90, | |
| 161, | |
| 310, | |
| 88, | |
| 189, | |
| 613, | |
| 201, | |
| 360, | |
| 623, | |
| 688, | |
| 578, | |
| 81, | |
| 692 | |
| ] | |
| }, | |
| { | |
| "extra_neg_k": 30, | |
| "F1": 0.8187528252601624, | |
| "threshold": -6.868839740753174, | |
| "precision": 0.8484426140785217, | |
| "recall": 0.7910706400871277, | |
| "prop_false_positive_rate": 0.023115932941436768, | |
| "added_dims": [ | |
| 11, | |
| 697, | |
| 572, | |
| 671, | |
| 51, | |
| 186, | |
| 752, | |
| 90, | |
| 161, | |
| 310, | |
| 88, | |
| 189, | |
| 613, | |
| 201, | |
| 360, | |
| 623, | |
| 688, | |
| 578, | |
| 81, | |
| 692, | |
| 638, | |
| 522, | |
| 257, | |
| 340, | |
| 308, | |
| 479, | |
| 299, | |
| 440, | |
| 458, | |
| 767 | |
| ] | |
| }, | |
| { | |
| "extra_neg_k": 40, | |
| "F1": 0.7954637408256531, | |
| "threshold": -25.408130645751953, | |
| "precision": 0.7464842200279236, | |
| "recall": 0.8513220548629761, | |
| "prop_false_positive_rate": 0.043047528713941574, | |
| "added_dims": [ | |
| 11, | |
| 697, | |
| 572, | |
| 671, | |
| 51, | |
| 186, | |
| 752, | |
| 90, | |
| 161, | |
| 310, | |
| 88, | |
| 189, | |
| 613, | |
| 201, | |
| 360, | |
| 623, | |
| 688, | |
| 578, | |
| 81, | |
| 692, | |
| 638, | |
| 522, | |
| 257, | |
| 340, | |
| 308, | |
| 479, | |
| 299, | |
| 440, | |
| 458, | |
| 767, | |
| 713, | |
| 554, | |
| 0, | |
| 351, | |
| 266, | |
| 469, | |
| 250, | |
| 684, | |
| 604, | |
| 251 | |
| ] | |
| }, | |
| { | |
| "extra_neg_k": 50, | |
| "F1": 0.7818812131881714, | |
| "threshold": -36.89189910888672, | |
| "precision": 0.7386276125907898, | |
| "recall": 0.8305158019065857, | |
| "prop_false_positive_rate": 0.041278451681137085, | |
| "added_dims": [ | |
| 11, | |
| 697, | |
| 572, | |
| 671, | |
| 51, | |
| 186, | |
| 752, | |
| 90, | |
| 161, | |
| 310, | |
| 88, | |
| 189, | |
| 613, | |
| 201, | |
| 360, | |
| 623, | |
| 688, | |
| 578, | |
| 81, | |
| 692, | |
| 638, | |
| 522, | |
| 257, | |
| 340, | |
| 308, | |
| 479, | |
| 299, | |
| 440, | |
| 458, | |
| 767, | |
| 713, | |
| 554, | |
| 0, | |
| 351, | |
| 266, | |
| 469, | |
| 250, | |
| 684, | |
| 604, | |
| 251, | |
| 275, | |
| 236, | |
| 110, | |
| 660, | |
| 141, | |
| 436, | |
| 732, | |
| 160, | |
| 543, | |
| 27 | |
| ] | |
| } | |
| ] | |
| } | |