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int64
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[ 1.2596365213394165, -1.8272628784179688, 0.8604145646095276, 0.08299094438552856, 1.9012842178344727, 0.7376817464828491, -1.0160493850708008, 1.238798975944519, -0.3738029897212982, -1.3113130331039429, -0.7150627374649048, -0.1533673256635666, 0.047173354774713516, 0.7469605803489685, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0713223218917847, -0.46058306097984314, 0.4164848029613495, -0.6513455510139465, -1.8946268558502197, 1.9722012281417847, 1.1091759204864502, 0.17982150614261627, -1.388410210609436, 0.8226070404052734, -0.5274090766906738, -1.6041251420974731, -0.7320199608802795, 0.1799650639295578, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.48123976588249207, 2.1249496936798096, 1.4094492197036743, 0.4258655607700348, 0.14097650349140167, 0.7799559235572815, -0.7900601625442505, -0.8298668265342712, 0.7353639602661133, -0.11041596531867981, -0.24017681181430817, -0.6888428330421448, 0.8014389872550964, -0.08510851114988327...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.773982048034668, 1.1314064264297485, 0.6086548566818237, 1.40280282497406, 0.09084197878837585, 0.9838101863861084, 1.4274797439575195, 0.5144758224487305, 0.7792807221412659, -0.38532358407974243, -1.1924622058868408, 1.8502168655395508, -0.9417360424995422, 2.3731038570404053, -0.43...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.440269410610199, -0.24309071898460388, 0.7567770481109619, 0.21708382666110992, -1.7647901773452759, -0.5304043292999268, -2.158447742462158, -0.16501541435718536, -1.3305373191833496, 2.1546530723571777, 0.5191036462783813, -0.2644384205341339, 0.19953390955924988, 0.4200744926929474, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6828299760818481, 0.2195451706647873, 0.6144061088562012, -1.7521960735321045, -0.059354279190301895, -1.4154516458511353, 0.8744415640830994, 1.2178940773010254, 0.5213648676872253, -1.048478126525879, -0.35179194808006287, 1.9400928020477295, 0.23674213886260986, 1.2068918943405151, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5012975931167603, -0.4301578998565674, -0.12498574703931808, 0.2847232222557068, 0.9252270460128784, -0.41960424184799194, 0.20946283638477325, -0.22329631447792053, -0.5484326481819153, -1.5781348943710327, -0.4368812143802643, 0.17302629351615906, 0.489879310131073, -0.570393919944763...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6057547926902771, 0.08623181283473969, -1.8412835597991943, 0.3926979601383209, 0.13690520823001862, -0.3102074861526489, -0.35905054211616516, -0.9017226099967957, 2.0563454627990723, -0.5623942017555237, 0.34368765354156494, -2.0963470935821533, 1.6791095733642578, -1.0966169834136963,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7174479365348816, 0.11561204493045807, -0.6169546842575073, -0.5908273458480835, -0.2709895074367523, -0.4077660143375397, 1.3778598308563232, 0.2859885096549988, 0.1404215693473816, 0.6691192388534546, -0.5016680359840393, 0.649162769317627, -0.472636342048645, -0.6562492251396179, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7188946604728699, -0.6796408891677856, -0.26866045594215393, -0.247061088681221, 1.0631777048110962, 0.4806976616382599, -0.06148209422826767, -0.18494576215744019, -0.8515834808349609, 0.796241819858551, -1.2630789279937744, -0.18690699338912964, -0.5982723832130432, 1.7187715768814087...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.028998631983995438, 0.10111264139413834, -1.2289752960205078, -0.541022777557373, -1.0648144483566284, 0.8958567380905151, -1.102903127670288, -0.2920195162296295, -1.606124997138977, -0.7208570241928101, -2.6732847690582275, -0.38181668519973755, -0.278810977935791, 0.34254059195518494,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5065445899963379, -0.68645179271698, -0.5642290115356445, 0.5341341495513916, -0.33622702956199646, -0.34275588393211365, -1.9731547832489014, 0.7820590734481812, -1.345060110092163, 0.12126585841178894, -1.2349371910095215, 0.9991146326065063, -0.3893778622150421, -1.0119982957839966, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5185893774032593, 1.4144889116287231, 1.220471739768982, 0.40814968943595886, -0.11139407753944397, -0.0003969200188294053, -1.4790291786193848, -0.014638476073741913, -0.1315852254629135, -0.3231464624404907, -0.09001633524894714, -1.8822603225708008, 0.5863509774208069, -0.65134418010...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.073544502258301, -0.06289932876825333, -1.0212969779968262, -0.5340936183929443, -1.733481764793396, 1.602295160293579, -0.7324024438858032, 0.6193700432777405, 1.6745423078536987, -0.15781210362911224, 0.43258121609687805, 0.05015844851732254, 1.0460127592086792, -0.7232322096824646, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3914339244365692, -2.576260566711426, -0.04702609032392502, -0.0460507906973362, -1.708304524421692, -0.8772614598274231, -0.6266891956329346, 1.254425048828125, 0.28306588530540466, 0.2881874144077301, 0.14252756536006927, -0.09676878154277802, 0.4541299045085907, -1.4967421293258667, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2317643165588379, 0.6194740533828735, 1.4481741189956665, 0.8807031512260437, 0.3213137090206146, 0.009024422615766525, 3.13360857963562, 0.3297329246997833, -0.6341149210929871, -1.8300113677978516, -0.9995393753051758, 0.3904476761817932, 0.7470414042472839, -0.35905033349990845, -1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.27098163962364197, -0.46989431977272034, -1.9003028869628906, 1.0939242839813232, 0.2181432843208313, -1.9370304346084595, 1.1562068462371826, -0.7394124865531921, 0.5475507378578186, 0.6402910947799683, -0.37606197595596313, -0.17912791669368744, -1.1970962285995483, 1.0579513311386108,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.04895702376961708, 1.5269463062286377, -0.7820051312446594, -0.3954309821128845, -0.25112149119377136, -1.4888484477996826, -0.8973336219787598, -0.09346067905426025, -0.24412739276885986, -3.169664144515991, 0.49694526195526123, -0.07411488145589828, 0.5230576395988464, -0.715263366699...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7301545739173889, -0.18071220815181732, -0.4733022153377533, -0.9411048293113708, -0.6024859547615051, 0.10581610351800919, 0.1910470575094223, -0.5565910339355469, -0.36617496609687805, 0.36276257038116455, -1.1511478424072266, -1.5894829034805298, 2.597024917602539, -0.558539271354675...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8369941711425781, -0.6694707870483398, 0.7194985151290894, 0.48705461621284485, 1.287501573562622, -1.0581035614013672, 0.7949090600013733, -0.027104521170258522, 0.449687659740448, 1.44352388381958, -0.705555260181427, -0.3377937078475952, 0.12165354192256927, 0.003470419906079769, 0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6327744722366333, 0.7966619729995728, 0.6545664072036743, 0.7847021222114563, 0.33516019582748413, -0.2799709737300873, -1.5082311630249023, -0.3846023976802826, -0.016409551724791527, -0.08829827606678009, 1.117981195449829, -0.21955111622810364, -0.716991662979126, 0.06760378181934357,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4297007918357849, 0.8800314664840698, -0.009567136876285076, 0.22365427017211914, -0.35235142707824707, 0.01962517946958542, 0.8009523153305054, -0.09541203081607819, -0.5097681283950806, -1.0384770631790161, -1.461607813835144, -0.9272593855857849, -0.6168351173400879, -0.4451673030853...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.35624444484710693, -0.9758240580558777, 1.3605307340621948, 0.055218879133462906, -0.4649055600166321, -0.28429919481277466, 1.3648271560668945, 0.5567728281021118, -0.576533317565918, 1.5145519971847534, 1.4712018966674805, -0.15125761926174164, 0.68912273645401, 2.311156749725342, 0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.9420435428619385, 0.38065633177757263, -3.0103085041046143, -1.127164602279663, -0.27572014927864075, 1.3399503231048584, 0.05829774588346481, 0.4657668173313141, -0.13700227439403534, -0.5244817733764648, -1.137349009513855, 1.2743922472000122, -2.7097599506378174, 0.9036305546760559, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1292561292648315, 0.8583413362503052, -0.6461994051933289, -1.2664361000061035, 0.32007235288619995, -0.3156006932258606, 0.5870426297187805, 0.539884626865387, 1.1831682920455933, -0.5071499943733215, 0.247921884059906, 2.24985671043396, 0.9811837077140808, -1.0357915163040161, -1.56...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.36947330832481384, -0.7135156393051147, -0.1715388000011444, -0.40865620970726013, -0.5038104057312012, -0.24999022483825684, 2.007906436920166, 0.6417351961135864, -1.5240365266799927, 0.9713796973228455, 0.5239802598953247, 0.6733570098876953, -0.2629142701625824, 1.9706147909164429, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3721786737442017, -0.6359339356422424, -2.892163038253784, -2.3563015460968018, 0.5411208271980286, -0.4020543098449707, 1.0411373376846313, -1.4858014583587646, -1.2150617837905884, -0.3210282325744629, 0.3185954988002777, 0.260658323764801, -0.9762462973594666, -0.29344120621681213, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.729334831237793, 0.18664132058620453, 0.7124224901199341, 0.1403260976076126, -1.122897982597351, -0.1298370510339737, -0.5587468147277832, 1.8088253736495972, -1.5799301862716675, 0.2506515681743622, 0.668199896812439, -3.1428914070129395, 1.3876192569732666, -1.0186163187026978, -0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.25697970390319824, -1.1389268636703491, 1.0103309154510498, -0.7252084016799927, -0.22611103951931, -2.239078998565674, 1.7231782674789429, -0.9432494044303894, -0.8236351609230042, 0.10263277590274811, -0.7272344827651978, 1.201643943786621, -1.4928988218307495, -0.7230597734451294, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2486859560012817, -0.07516055554151535, -0.05903852358460426, -0.1737866848707199, -0.7915528416633606, -0.4418800175189972, 0.6771342754364014, -0.33124399185180664, 0.07770610600709915, 1.0738193988800049, 1.2267568111419678, -1.1411858797073364, 1.247904658317566, -0.1438213139772415...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.939501166343689, 0.6260753273963928, 1.8428362607955933, 0.312034010887146, -1.2881228923797607, -0.7723914384841919, -0.13180303573608398, -1.1079072952270508, -0.02909078449010849, -0.5780233144760132, -3.036573648452759, -0.6543931365013123, 0.06551516056060791, -0.5463556051254272, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6485868096351624, -0.3446512520313263, -0.2148890346288681, 1.7467567920684814, -0.5083862543106079, -0.5418609976768494, 0.268594890832901, -0.16430704295635223, -0.6697505712509155, 1.3940701484680176, 1.1502667665481567, -0.3408278822898865, -1.0068955421447754, 2.1251373291015625, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2734671831130981, 0.4523749351501465, 0.04459918290376663, -0.44859927892684937, 0.4335971474647522, -0.5221314430236816, -0.6317769289016724, -1.4342617988586426, 1.1231715679168701, 0.6330180764198303, -0.7486484050750732, 0.2481202483177185, 1.6288470029830933, -0.5090087652206421, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.955700159072876, -0.8895562887191772, 1.3145776987075806, 0.15247493982315063, 0.402586966753006, -0.5428074598312378, -0.5040794610977173, -0.7789040803909302, -1.755454659461975, -0.4943541884422302, 1.6634172201156616, -0.2651658356189728, -0.029771501198410988, 1.4907735586166382, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.017402801662683487, -1.1069096326828003, 0.020620834082365036, -0.18771810829639435, 0.2021789401769638, 0.44700056314468384, 1.0310416221618652, 1.5648809671401978, -0.09856484085321426, 0.13656342029571533, -0.21824327111244202, 0.29784533381462097, 0.503319263458252, 0.57291811704635...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6259271502494812, 0.7050493955612183, -0.8748072385787964, -1.0148036479949951, 0.39466041326522827, -0.3752097189426422, -3.6438004970550537, 1.5422483682632446, 1.4197161197662354, -1.7936922311782837, 1.63872230052948, -2.1881768703460693, -1.2720874547958374, 0.09127553552389145, 0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2862722873687744, 0.2793215215206146, 0.2929075360298157, 0.252329021692276, -2.79410719871521, 0.3228098452091217, -0.11283882707357407, 0.505440354347229, 0.808859646320343, 0.14133220911026, -0.6479269862174988, 1.692786455154419, -0.7111223936080933, 0.38020598888397217, -1.561621...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8014874458312988, -0.10226264595985413, 0.1781802773475647, 0.734892725944519, 0.6711235642433167, -0.2952340543270111, -0.5091525912284851, 0.8377736210823059, 1.600140929222107, -1.1860361099243164, 2.014958620071411, 0.5828688144683838, -0.8506130576133728, 0.20314350724220276, 0.50...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.30216917395591736, 0.8764852285385132, 1.031577467918396, 0.8607763051986694, 1.6368091106414795, 1.3872718811035156, -0.16009430587291718, 0.6110879778862, 0.7517646551132202, 0.260963499546051, 0.056417886167764664, 0.2790721654891968, -0.2827026844024658, -1.035120964050293, 0.87684...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.423000693321228, -1.0744832754135132, 1.064772605895996, -0.010647132992744446, -0.8218563199043274, -0.7405825853347778, -1.8314223289489746, -0.29971179366111755, 0.16121803224086761, 0.8457445502281189, 0.09110825508832932, -0.4278360605239868, 2.276761531829834, 0.2924911677837372, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06000532582402229, -1.0833604335784912, -0.4267171025276184, -1.4781256914138794, 0.5952535271644592, -1.3151681423187256, -1.8204443454742432, -0.37156787514686584, -0.28239724040031433, -1.2580097913742065, -0.0691211074590683, 0.5954298973083496, -0.5303395986557007, 0.62561881542205...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.316189169883728, -0.10485869646072388, 0.2896277606487274, -1.654909372329712, 1.2570092678070068, 0.38442859053611755, -0.41939109563827515, -1.2468252182006836, -1.4259874820709229, 0.15480542182922363, 0.2251850962638855, -0.8222384452819824, 0.667827844619751, -0.5377019643783569, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8498159050941467, -0.05274713784456253, -0.8178974986076355, 0.6854921579360962, 1.1795496940612793, 1.570343017578125, -0.6904315948486328, -1.060133695602417, 0.24267639219760895, 0.06759557127952576, -0.0902666300535202, 0.8183585405349731, 0.9587172865867615, -0.4350055456161499, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3872977495193481, 1.5490682125091553, -0.20730459690093994, 0.43871915340423584, -1.6274625062942505, 1.6904696226119995, 0.18765871226787567, 1.6215499639511108, 0.253125935792923, -1.8447840213775635, -2.0875256061553955, 0.5678869485855103, -0.5338160991668701, 0.010190385393798351, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3165179193019867, 0.2149568796157837, -0.7590283155441284, 0.08042566478252411, -1.2252250909805298, -0.38091737031936646, 0.131308451294899, -1.1990163326263428, -0.09118584543466568, -0.05266711115837097, -1.4992140531539917, -0.5173386335372925, 0.13166852295398712, 0.328981280326843...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9274384379386902, -0.26373687386512756, 0.779232919216156, -0.0958983302116394, 0.7977612614631653, 1.251793384552002, 0.6646560430526733, -0.17349518835544586, 0.03816239908337593, 0.6074135303497314, 0.6586470603942871, 0.6742351651191711, -0.6257437467575073, 1.017744779586792, -0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7173070907592773, 0.9591142535209656, 1.781062126159668, -1.138271450996399, -1.4975132942199707, 0.28925496339797974, 1.347847819328308, 0.16468411684036255, 1.617628574371338, -0.3993076682090759, -0.054118651896715164, -0.33169272541999817, -0.8694526553153992, -0.9655065536499023, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6970223784446716, 1.5868921279907227, -0.7598391771316528, -0.7581017017364502, 1.4829673767089844, -0.23941993713378906, 1.0764473676681519, 0.5709360241889954, 1.84317946434021, -0.2816360592842102, 0.6031183004379272, -0.6602232456207275, 0.47971996665000916, -1.0501255989074707, -1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6945294737815857, -1.309993028640747, 1.2593894004821777, -0.5796230435371399, -0.8974729180335999, 0.43560126423835754, -0.83231520652771, 0.17271476984024048, -0.1624181568622589, -0.8573931455612183, 1.2986701726913452, 0.42347022891044617, -1.105480670928955, 1.1014128923416138, -1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6077572107315063, 0.08213674277067184, 0.39544010162353516, -0.6051607728004456, -1.2475303411483765, 0.29207465052604675, 1.0493632555007935, 0.9652873873710632, -1.2557753324508667, 1.0645956993103027, 0.22964893281459808, 0.39167994260787964, -1.3589898347854614, -0.07149358093738556,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5623066425323486, 1.1161364316940308, 1.4291164875030518, 1.867085576057434, 0.5126517415046692, -1.0926798582077026, -0.05716366693377495, 1.1774653196334839, 0.009626101702451706, -0.4109477698802948, 1.4225175380706787, -0.8399837017059326, -0.2719915509223938, -0.3689773380756378, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1381072849035263, 0.17211765050888062, -0.6304102540016174, -0.038062144070863724, -0.5500006079673767, -0.32961511611938477, 0.05868551880121231, -1.3142727613449097, -0.0103926295414567, -0.2051910161972046, -0.06324592977762222, -0.8421970009803772, -0.028215033933520317, -0.08334647...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0506227016448975, 1.5834603309631348, 0.7595097422599792, 0.5688234567642212, 0.3999875485897064, -0.1600644588470459, 1.0145426988601685, -0.6501020789146423, 0.9451743960380554, -0.7307140827178955, 0.08113549649715424, 0.1982303261756897, -0.6089193820953369, 0.010973729193210602, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2749903202056885, -0.18164917826652527, 0.6169022917747498, -0.758518397808075, 0.7669351100921631, -2.16424298286438, -0.7436600923538208, -1.3856556415557861, -0.4186738133430481, -1.5324355363845825, 1.4682714939117432, 0.4841453433036804, 1.0696173906326294, -0.09189485013484955, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.42942559719085693, 0.2981990873813629, -0.0973610132932663, -0.9948716759681702, 0.4361076056957245, -1.0945343971252441, -0.8360592126846313, 0.8801164627075195, 1.8433059453964233, 0.44973161816596985, -0.033523526042699814, 0.47958672046661377, 1.517926573753357, 0.18993955850601196, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.004353840369731188, 1.1018056869506836, -0.3620036244392395, 0.492939829826355, -0.8374873995780945, -1.5212531089782715, -0.15982811152935028, 1.2993285655975342, 0.27731189131736755, -0.04163142293691635, 0.5696843862533569, 0.17138789594173431, 1.0177080631256104, 0.08729462325572968,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.321290522813797, -0.91900235414505, -0.9805916547775269, -0.5727273225784302, -0.6131585836410522, 0.40467214584350586, 0.07276686280965805, -0.4609171450138092, -0.658677339553833, -0.7366113662719727, -1.0439295768737793, -0.405099481344223, 0.42919668555259705, -1.83125638961792, 1....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.585446298122406, 0.7822408080101013, -1.1950492858886719, -0.3662690222263336, 1.1492408514022827, 0.6165338158607483, 1.840460181236267, -0.8814913034439087, -0.442381888628006, -0.23347675800323486, -0.3806017339229584, -0.5927599668502808, -0.5429216623306274, 0.24837997555732727, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3731367588043213, 1.5871920585632324, 0.8872320652008057, 0.8896626830101013, -0.40102094411849976, -0.22738826274871826, 1.3704267740249634, 0.12067700177431107, -0.18954673409461975, -0.6913331747055054, 0.3413514494895935, 0.23223713040351868, -1.686443567276001, -0.3773210644721985,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7773867845535278, -0.5063362121582031, -0.7153114080429077, -0.24746088683605194, -0.4546700119972229, -0.6638631224632263, 0.6954607367515564, -0.990092396736145, 0.0598653107881546, -2.1190857887268066, 1.4287278652191162, 1.6786428689956665, 0.9841469526290894, -0.7888394594192505, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5749669075012207, -0.02455505169928074, -0.8478663563728333, -0.7997732758522034, 1.128480076789856, -0.08009340614080429, -1.4283740520477295, -0.3462248146533966, 0.012865575961768627, -1.150130271911621, 0.7107512950897217, -0.7859578728675842, 0.20601673424243927, 1.0751510858535767...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1820391416549683, 1.5090651512145996, -1.7803667783737183, 0.04048462584614754, -0.9017770290374756, -0.04319741576910019, -0.7449334859848022, 1.4910614490509033, -1.2662361860275269, 0.6674037575721741, 0.19452828168869019, 1.2482070922851562, -0.6872753500938416, 1.0488333702087402, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5314226746559143, 0.852432906627655, -0.1374226063489914, -0.6304698586463928, -0.8945345878601074, -0.8541191220283508, -0.23461151123046875, -0.8185844421386719, 0.30925610661506653, -0.0418936125934124, 0.9939922094345093, 0.1472223550081253, 0.22765211760997772, 1.0304548740386963, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7562611103057861, 0.5309727191925049, -0.8937510848045349, 0.052439477294683456, -0.4326382875442505, 1.649142861366272, 1.1331332921981812, 0.6064138412475586, -1.4836431741714478, 1.5357375144958496, -0.8528434038162231, 0.2834804952144623, -0.9666224122047424, 0.2750900089740753, -0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5489834547042847, 0.9593526124954224, -0.48552405834198, 0.12043416500091553, 0.821004331111908, -0.40330830216407776, -1.7306851148605347, -0.5087429881095886, 0.5425567626953125, -0.6776068806648254, 0.21781575679779053, -0.972938060760498, -0.11164666712284088, 1.3385870456695557, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5747042894363403, 0.9099629521369934, 0.19514143466949463, -0.3203032612800598, -0.4444204568862915, -0.7434163093566895, -0.03427395969629288, 0.46911489963531494, -0.9032867550849915, -1.2859536409378052, -0.5906742215156555, -0.007677603978663683, 0.681670069694519, 2.1048123836517334...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6637861132621765, -0.7364047765731812, -1.5788838863372803, 0.304578572511673, -1.6774897575378418, -0.0525568351149559, -1.867849588394165, 0.6336116194725037, 0.2192690521478653, -0.10727379471063614, -0.47141754627227783, -0.2721066176891327, 0.5412957668304443, -0.7453452944755554, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6693490147590637, 1.0709964036941528, 0.09872168302536011, 0.7501038312911987, -0.675169050693512, -0.20414696633815765, 1.3391625881195068, -0.7158154845237732, -0.2504064738750458, 0.08806773275136948, 1.101139783859253, 0.6291792392730713, 0.11679740250110626, -1.2028284072875977, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7990517020225525, 1.3027362823486328, -0.371548593044281, 0.9430139660835266, 0.17186081409454346, 0.7799167633056641, 0.04393113777041435, 1.1024924516677856, 1.845924973487854, 1.4048951864242554, 0.913819432258606, -0.04478222504258156, 0.2714269459247589, -0.22277340292930603, 1.4...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.18915876746177673, -0.27209675312042236, -0.41705796122550964, 1.2617900371551514, 0.34767472743988037, -0.06744600832462311, -1.5047026872634888, -0.14600884914398193, 0.15084204077720642, -1.4566534757614136, 0.3458136022090912, -1.8786252737045288, -1.9817063808441162, 1.4660681486129...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9921103715896606, 1.2020336389541626, 0.5671465396881104, -1.473752737045288, 1.0765572786331177, -0.2848847210407257, 2.2700984477996826, -0.8413658738136292, 1.181166648864746, 0.6669557094573975, 0.022613493725657463, -1.431429147720337, -0.5879137516021729, 0.6340715289115906, -0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.052882809191942215, 1.8874320983886719, 1.0233346223831177, 0.5525829195976257, -2.6757214069366455, -1.0068206787109375, -0.8378735780715942, -1.1080143451690674, -0.8780289888381958, -0.6614210605621338, 0.3442784249782562, -0.47526827454566956, 0.0075141009874641895, 1.02551984786987...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5568627119064331, -2.127065896987915, -0.9907894730567932, 0.18429157137870789, 0.10453896224498749, 0.1758430302143097, -1.961930274963379, 1.5899258852005005, 1.1522455215454102, 0.026608390733599663, 0.5457989573478699, 0.9215642809867859, -1.1143503189086914, 0.3385382294654846, 0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.021305229514837265, 1.6743323802947998, 0.13570375740528107, -0.4544052183628082, 0.8620473146438599, 1.8148735761642456, 1.4049148559570312, -1.9550683498382568, 0.975942850112915, 2.443612575531006, -0.7571208477020264, 0.5339605808258057, -0.3121166229248047, -1.416340708732605, -0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3264448642730713, -0.6467928290367126, 1.4370061159133911, 0.8426065444946289, -0.5589336156845093, -0.8868288993835449, -0.2750740647315979, 1.1210191249847412, -0.6589463949203491, 0.6163984537124634, 0.7069459557533264, 0.7144250273704529, 0.5193113088607788, 0.3686484396457672, 0.9...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5574344992637634, 0.8298780918121338, 0.2742938995361328, -0.21317823231220245, -0.3029910624027252, 1.7074601650238037, -0.03478772193193436, 0.5577443838119507, -1.5877012014389038, -0.7278252840042114, 0.5238361358642578, 0.7809309363365173, -0.23247678577899933, 0.3723323941230774, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1190710067749023, 0.7154455184936523, 1.2065140008926392, -0.13225729763507843, -0.9854608774185181, -0.6058345437049866, -0.012271910905838013, -2.7888314723968506, -0.20116956532001495, -0.0014098540414124727, -0.4957386553287506, 0.6517626643180847, 1.8743692636489868, -0.53914731740...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7626234292984009, -1.678549885749817, -0.7310181856155396, 0.9758095741271973, 0.5318836569786072, -0.1491105854511261, 0.6405385136604309, -0.805081307888031, -0.2794736921787262, 1.7801811695098877, 1.3661714792251587, 1.936861276626587, 1.2601999044418335, -0.4438122808933258, 1.507...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.002037525177002, 0.9940567016601562, -0.23419253528118134, -0.20000456273555756, 0.030176594853401184, -1.2342336177825928, 1.8486311435699463, -2.2180469036102295, -0.4516189694404602, 1.4029585123062134, -0.03355390951037407, -0.39048901200294495, 1.923342227935791, -0.9683321714401245...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7806991338729858, -0.4034411609172821, -0.8794835209846497, -0.33096933364868164, 1.5873827934265137, -1.0924252271652222, -0.7003844380378723, -1.3608965873718262, 1.270289659500122, 1.309909462928772, 2.130293607711792, -0.28820154070854187, -0.6276181936264038, 1.3967093229293823, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3549346923828125, 0.924954891204834, -0.5163617134094238, -0.7984479665756226, 0.08082661032676697, -0.6172819137573242, 0.24220451712608337, -1.5941985845565796, 0.2954753637313843, -1.5798649787902832, -0.5392173528671265, 0.17656221985816956, -1.7155396938323975, 0.47433415055274963, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1908087432384491, 0.7532464265823364, -1.2020471096038818, 1.2305642366409302, -0.067110575735569, -0.8724232912063599, -1.480802059173584, -0.10417112708091736, -1.3399770259857178, -0.12688803672790527, 0.48454993963241577, 0.7225739359855652, 0.6254962086677551, -0.8907040953636169, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.04185168445110321, 1.5080710649490356, -0.17752614617347717, -1.0059720277786255, -0.12306565791368484, 0.38148656487464905, 1.1073181629180908, 0.2359493225812912, -0.8337286710739136, 1.7016795873641968, -0.3736025393009186, -0.42165496945381165, 1.4186499118804932, 0.6324654817581177...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9280494451522827, 0.42252665758132935, -1.4576281309127808, 2.1025421619415283, 1.4346140623092651, -0.234577938914299, -1.4407497644424438, -0.31418576836586, -1.6929610967636108, -0.7925168871879578, -0.8432309031486511, -0.5393215417861938, 0.3607770502567291, -0.2764885127544403, 0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.038648080080747604, -0.9515447616577148, 0.41865506768226624, -0.015164327807724476, -2.0395991802215576, -0.3291313648223877, -1.190414309501648, -1.555227279663086, 1.7198365926742554, -0.23123465478420258, -0.2215811014175415, 0.6292126774787903, 0.9983726143836975, -1.474171996116638...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9721052050590515, -0.5577946305274963, 0.7418217062950134, 0.13008910417556763, -0.33180707693099976, -1.6595631837844849, -0.886046290397644, -1.7506808042526245, 1.1799920797348022, -0.3569798767566681, 0.7131317257881165, 0.19785237312316895, -1.5875298976898193, -0.41807904839515686,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7861636877059937, 0.0817473828792572, 1.4973784685134888, -0.1550319492816925, -1.015411138534546, -0.6377053260803223, -0.26275303959846497, 0.079534150660038, 0.9580554366111755, 0.12505145370960236, 2.5687296390533447, 0.13682205975055695, 0.37357255816459656, -0.442618727684021, -1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.46614769101142883, -1.0631805658340454, 0.04023518040776253, 1.3659881353378296, -0.3645313084125519, 0.38014861941337585, -0.17942722141742706, 1.0493375062942505, -0.3520120680332184, -0.3138640224933624, 0.3664819300174713, 0.3445553779602051, 1.2450121641159058, 0.4038907587528229, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3974510431289673, -0.18605636060237885, -0.5581166744232178, -0.07837524265050888, -0.21199068427085876, 0.1564016193151474, -0.7734894156455994, 0.1915014535188675, 0.19916315376758575, 1.0056957006454468, 1.0360594987869263, -0.11150351911783218, 0.11564385145902634, 0.8321354985237122...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1517246961593628, 0.09551285207271576, -0.09233734011650085, -0.28037264943122864, -0.3277682065963745, 0.3670658469200134, -0.44313177466392517, 0.325621634721756, -0.7525780200958252, -0.19568289816379547, 0.5210764408111572, 2.3254337310791016, 1.3354532718658447, -0.7513570785522461,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5986166596412659, -0.028759220615029335, 1.0939466953277588, 0.7317578792572021, -0.551906168460846, -0.7217229008674622, -1.2132889032363892, 1.1164175271987915, 1.3282380104064941, -2.716923475265503, 0.8614616394042969, 1.5342721939086914, 0.5040318965911865, 0.6821569800376892, 1.0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7337852120399475, -0.30793100595474243, -0.6845670938491821, 0.4986753761768341, -0.8433524966239929, 0.4443369507789612, -1.1580866575241089, -0.47575339674949646, -1.0288704633712769, -0.5476868748664856, -0.2905360162258148, -0.055626872926950455, 1.4651013612747192, 1.75359177589416...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.05366239324212074, -0.42505693435668945, 0.4391922652721405, -0.05017795041203499, 1.1070613861083984, 1.0586788654327393, 2.721841335296631, -0.3855343759059906, 0.3376866579055786, 0.4359086751937866, 0.7204786539077759, 0.10832467675209045, -1.007341980934143, 1.0696043968200684, -1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4963279068470001, -0.5018676519393921, 0.7516185641288757, -1.399690866470337, 2.32173228263855, -0.5024247169494629, 0.45492541790008545, -0.229982390999794, -0.21857179701328278, -1.9395862817764282, -0.33592599630355835, -0.5426304936408997, 0.3296496272087097, 1.3155924081802368, 1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7649902701377869, 1.2635878324508667, 0.5985130071640015, -0.12335950136184692, -0.1607978492975235, 0.9992225766181946, -0.9063253998756409, 0.9409475326538086, 0.5870305299758911, -0.2784237861633301, -1.5751756429672241, -0.8948785662651062, 1.4116233587265015, -0.013629993423819542,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.086273193359375, -0.5353531241416931, 0.47244903445243835, 0.27987048029899597, -0.556769073009491, 0.13061821460723877, -1.12773859500885, 0.1539645791053772, 1.628416895866394, -1.255313515663147, 1.1922264099121094, -0.2361227571964264, -0.06300929188728333, -1.5070925951004028, 0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4554462134838104, 0.2747504711151123, -0.37786242365837097, -0.6227023005485535, 1.2027792930603027, -0.5216699838638306, 0.8836959600448608, 0.15858998894691467, 0.00891450047492981, 0.0779041200876236, 2.054434061050415, 0.5216014385223389, -0.27807554602622986, 1.2862277030944824, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.427145779132843, 0.9333150386810303, -0.6211475729942322, 1.0546822547912598, 2.1949288845062256, 0.6835646629333496, -0.3390647768974304, -1.7061649560928345, 0.37465840578079224, -1.86105477809906, 0.3485212028026581, 0.9256457090377808, -1.5344836711883545, 0.03548882529139519, -1.1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.08192703127861023, 0.43880951404571533, -1.7506885528564453, 1.507171392440796, -0.5107569098472595, 0.014284183271229267, 1.6326061487197876, 0.3924578130245209, 0.2987264394760132, 0.3595964014530182, 1.0055043697357178, -0.16456164419651031, -0.5084393620491028, -0.14050240814685822, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6182235479354858, -1.2070595026016235, -0.20749853551387787, -0.6339640021324158, 0.33134278655052185, 0.124239481985569, -0.5872271656990051, -0.692071259021759, 0.1317705661058426, -1.6004921197891235, -0.32384467124938965, 0.6334270238876343, -0.22245244681835175, -0.2587682008743286...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis