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[ -1.0243117809295654, 0.1842072755098343, 0.5546988248825073, 0.21951480209827423, 2.0691537857055664, -0.0356869176030159, -0.6980112791061401, -0.33308273553848267, 0.7294343113899231, -1.2599579095840454, -1.2595399618148804, 0.2876204252243042, 0.4991326928138733, -1.0150349140167236, ...
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
[ 0.03923754021525383, 0.12986184656620026, -1.120910882949829, -0.17242057621479034, -1.1498992443084717, -0.829460859298706, 0.08456453680992126, 1.3928031921386719, 0.22421234846115112, -1.2599021196365356, -1.2382208108901978, -0.616513192653656, 0.07089312374591827, 0.5620615482330322, ...
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
[ 0.4628274142742157, -0.9743978977203369, 0.9997743964195251, 0.28805452585220337, 0.36516115069389343, 0.6017927527427673, -0.5210065841674805, 1.223142147064209, -0.9312013983726501, -1.5352377891540527, 1.059092402458191, -0.4337615668773651, -0.22051848471164703, -1.1134830713272095, ...
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
[ -1.560940146446228, -0.39787212014198303, -0.2357887178659439, -0.03121916577219963, -1.127422571182251, -1.3107993602752686, 1.2516083717346191, 0.1970677673816681, -0.3122501075267792, 1.934016227722168, -0.9197596907615662, -0.3400878608226776, -0.3013972342014313, -0.9968914985656738, ...
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
[ 2.298455238342285, -1.263138771057129, -0.4866107404232025, 2.0362586975097656, -0.6680482029914856, 0.01397688128054142, -0.4675564765930176, -1.3057225942611694, -1.0730971097946167, 0.8788922429084778, 0.9643095135688782, 0.8510027527809143, 0.3673504889011383, -0.14611949026584625, 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
[ 1.5037977695465088, 0.21751008927822113, -0.13945798575878143, -0.8577238321304321, 0.07406492531299591, -1.3910977840423584, 0.6572887897491455, -0.5385447144508362, -2.8667638301849365, 1.3651646375656128, -0.3560428321361542, 0.7192346453666687, 0.04463766887784004, -3.0627939701080322,...
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
[ 1.4036955833435059, 0.2731843888759613, 1.469745397567749, 0.7891626358032227, -0.36611929535865784, -0.7173614501953125, 1.35568368434906, 0.25307562947273254, -0.07350282371044159, -0.35873112082481384, -0.08900216966867447, -0.7750623226165771, -0.6170311570167542, 0.49480104446411133, ...
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
[ 0.5383824706077576, 2.1845569610595703, -0.08484169095754623, -0.6207889318466187, 1.5914071798324585, -0.7833017706871033, 0.3871215879917145, 1.2295914888381958, 0.017799749970436096, 1.0468419790267944, 0.9175952076911926, 1.0364335775375366, -0.893907368183136, -0.5544808506965637, -...
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
[ 1.3126535415649414, 0.7875188589096069, -1.7205854654312134, -0.5344365835189819, 1.5423614978790283, 0.1878533959388733, 0.4846709668636322, 2.349348545074463, 0.6879233121871948, -0.11514826118946075, 0.42644721269607544, 1.0672069787979126, 1.1939620971679688, -0.2463313639163971, 0.3...
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
[ -0.20013664662837982, 0.44954946637153625, 2.581292152404785, 1.2184998989105225, -0.525597333908081, 1.5985029935836792, -0.32552337646484375, 0.08482512831687927, -0.392325222492218, -0.7734783887863159, -0.9152175188064575, 0.5710576772689819, 0.9567096829414368, 0.5789856910705566, -...
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
[ -0.05184625834226608, -0.2881714999675751, -1.9012566804885864, -1.024688720703125, -0.07362014800310135, -0.3265552818775177, 0.07936703413724899, -0.8241323828697205, -1.6405056715011597, -2.859996795654297, -1.017676591873169, 0.5470874309539795, -0.46308404207229614, -1.828832268714904...
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
[ 1.1737735271453857, -0.19268545508384705, 0.6008789539337158, -0.5335882306098938, -0.156698077917099, 0.030570562928915024, -0.35076698660850525, -0.03509267047047615, -1.1750181913375854, -0.6653560996055603, -0.9919533133506775, -0.012485271319746971, -0.9437761902809143, -0.46635958552...
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
[ 0.43410366773605347, -0.24327373504638672, 0.5197601914405823, 0.6388751268386841, 1.4545263051986694, 0.08890752494335175, 1.9941740036010742, 1.2971107959747314, -0.8895958065986633, 0.29523029923439026, 0.28802257776260376, 0.8481542468070984, -0.8884953260421753, -0.12831686437129974, ...
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
[ 0.5087985396385193, -0.3468320369720459, -0.6522659063339233, -0.8310223817825317, 0.16512194275856018, -0.05083201453089714, -0.17337176203727722, -0.19505523145198822, -0.561371922492981, -0.4596847891807556, 1.9029656648635864, 1.3874549865722656, -0.04444270581007004, -1.81511795520782...
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
[ -0.2969587445259094, -1.0712822675704956, 0.18496762216091156, 0.23734667897224426, 0.15387214720249176, 0.37269264459609985, 1.9249318838119507, -1.178958535194397, -0.65510094165802, -0.5389737486839294, -0.9420897960662842, 1.3781867027282715, 1.446300745010376, 1.2722454071044922, -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
[ 0.21959368884563446, 0.27600038051605225, 0.9983885884284973, -0.3476926386356354, 1.388163685798645, -2.093872308731079, 0.07179921865463257, -0.7491816878318787, 0.3377508521080017, 0.02203153632581234, 0.5216302275657654, 2.64624285697937, -0.624862790107727, 1.2885353565216064, -0.78...
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
[ -1.2967270612716675, 0.11197701841592789, 0.08213836699724197, 0.35630398988723755, -1.1448777914047241, -1.3284169435501099, 0.31369513273239136, 0.013802887871861458, -0.7591284513473511, 1.0234013795852661, 2.6578187942504883, 0.1540442556142807, -0.6163899898529053, -0.528936505317688,...
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
[ 1.5761995315551758, -0.9536373019218445, 1.1274523735046387, 0.21784737706184387, 0.2027808576822281, -0.2662469148635864, 0.8164746761322021, -1.0204421281814575, -0.5572782754898071, 0.7461665868759155, 3.292527198791504, 0.3759974539279938, -0.6699233055114746, -0.6888461112976074, 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
[ -0.5085138082504272, -0.6935826539993286, 1.490361213684082, 0.3823574483394623, 1.1131346225738525, 2.152440309524536, -0.03684093430638313, 0.38896214962005615, 0.33372849225997925, -1.103112816810608, -0.12804237008094788, 0.5817670822143555, 3.2576513290405273, -0.11170343309640884, ...
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
[ -1.4993613958358765, 0.23880791664123535, 1.7217046022415161, -0.9518526792526245, -0.19305714964866638, -1.0276492834091187, -0.20254889130592346, -0.37153369188308716, -0.15455926954746246, 0.3114631474018097, -0.7747184038162231, -1.1684175729751587, 0.6172745227813721, 0.35319611430168...
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
[ 0.3851337432861328, -0.4603995084762573, -0.29245027899742126, 1.8023523092269897, -1.3531044721603394, -1.7438242435455322, -0.41009461879730225, 0.816185474395752, 0.3911249339580536, 0.5338791608810425, 0.80091392993927, -0.16854451596736908, -0.588104784488678, -1.0092277526855469, -...
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
[ -1.2876259088516235, 0.11406612396240234, -1.285024642944336, 0.05864175036549568, -1.5431907176971436, 0.9201289415359497, 0.13708674907684326, -0.6103990077972412, -0.9292780756950378, -0.20300449430942535, -0.8479207754135132, -1.3594571352005005, -0.5908193588256836, -0.033639866858720...
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
[ 0.9285187721252441, 1.1916077136993408, -0.6149044036865234, 1.0997257232666016, -0.8468828797340393, -0.8374158143997192, -0.0337631031870842, -1.0485343933105469, -0.6841874718666077, 0.2906787395477295, -0.38412952423095703, -1.6500484943389893, -0.6720678210258484, -0.5370428562164307,...
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
[ 0.25229525566101074, -1.4612743854522705, 1.0296682119369507, -0.2788681387901306, -1.6012704372406006, -1.0094560384750366, 0.5090632438659668, 0.06585484743118286, -1.6127872467041016, -0.0031844626646488905, 1.2947978973388672, 1.0303850173950195, -0.49217545986175537, 1.101817727088928...
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
[ -0.34645652770996094, -1.112205147743225, -1.0917505025863647, -0.8035517334938049, -0.2818857431411743, 0.20223253965377808, -0.3633623719215393, 3.661468982696533, 0.6124618649482727, 0.401368647813797, -2.3546204566955566, 0.5659734010696411, -0.7779124975204468, 0.11019754409790039, ...
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
[ -1.4189125299453735, -1.5890027284622192, 0.3965986371040344, 0.4713892340660095, 0.3832126259803772, 1.08146071434021, -0.17017507553100586, -0.7372767329216003, 1.4118529558181763, -1.465015172958374, 0.716496467590332, 1.7095195055007935, -0.29266810417175293, 0.26563113927841187, 1.7...
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
[ -0.06660754978656769, -0.826033353805542, 0.95914226770401, -1.4518003463745117, 0.9012449979782104, 0.615974485874176, 0.3890908658504486, 1.0520784854888916, -0.7926263213157654, -0.9189397096633911, -2.3502871990203857, 1.7344920635223389, 0.39773741364479065, 1.4989902973175049, 0.77...
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
[ -0.5982071757316589, -1.1845577955245972, -0.7782014608383179, -0.09374158829450607, 0.03707701712846756, 0.6578501462936401, -0.3914792835712433, 0.8257453441619873, -0.7506576180458069, -0.10030067712068558, 0.3409484326839447, 1.0172662734985352, 0.2851537764072418, 0.2928338348865509, ...
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
[ 0.8185436129570007, -0.015088619664311409, 1.1179147958755493, 0.37222370505332947, 0.04521634802222252, -1.8734052181243896, 0.5396141409873962, -1.302884578704834, 0.36318686604499817, 0.705026388168335, -0.02530224248766899, -1.0468579530715942, -0.5923863649368286, 0.1715361624956131, ...
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
[ -0.5013837218284607, -0.5025559067726135, 0.4954438805580139, 0.46210190653800964, -0.9725431799888611, 0.6513002514839172, 0.4007570445537567, -0.058159470558166504, 0.3210967779159546, -0.9202321171760559, 2.124204158782959, -1.055112600326538, 1.1155486106872559, 0.10341078042984009, ...
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
[ 0.6797624826431274, -0.3170662522315979, 0.7094791531562805, -0.5044069290161133, 0.7515856623649597, 0.5807774066925049, -2.1024811267852783, -0.6251211166381836, -0.7194907069206238, -1.0560004711151123, 1.2751446962356567, -1.421071171760559, 1.1436985731124878, 1.6005961894989014, 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
[ 0.25314339995384216, -0.9221429824829102, 0.5892375111579895, 1.3275988101959229, -0.16998757421970367, -0.7888989448547363, -0.3985939621925354, -0.19180753827095032, 0.2596053183078766, -0.45368391275405884, 0.28114935755729675, -0.16141021251678467, 0.01727854274213314, 0.83314865827560...
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
[ -1.066251277923584, 2.1163156032562256, 0.17168429493904114, -1.0085951089859009, 0.3059309422969818, 0.3099910616874695, 1.698733925819397, 1.103293538093567, -0.3086146116256714, 1.425180435180664, -0.07737478613853455, 0.8091356158256531, 1.457348346710205, -0.7119258046150208, -0.187...
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
[ -0.9300364255905151, -0.76692795753479, 1.6527724266052246, -0.3974328935146332, 0.22715583443641663, -0.04219529777765274, 1.2413239479064941, -0.5208909511566162, 0.7845267057418823, 0.4495829939842224, -0.49616968631744385, -2.2576746940612793, -0.31515347957611084, -1.4077578783035278,...
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
[ 0.819367527961731, 1.6694457530975342, -0.505998969078064, 1.073437213897705, 0.5137646794319153, -2.1589579582214355, -1.5862537622451782, 0.7072725296020508, 1.4411853551864624, 0.39221107959747314, 0.5801172852516174, 1.5305448770523071, -0.15543702244758606, -1.7377578020095825, -0.6...
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
[ -0.6485632658004761, 1.18276846408844, 0.3304832875728607, -0.8063019514083862, -1.882055640220642, -1.889397382736206, -1.2892009019851685, 0.8518276214599609, -1.1708658933639526, -0.5155649185180664, -0.7074780464172363, -0.5031124949455261, -1.015750765800476, 0.055017903447151184, 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
[ -0.018343854695558548, -1.6764636039733887, 0.6006755828857422, 1.3654825687408447, -2.2860324382781982, 0.28254255652427673, 0.9477037787437439, -0.4186995327472687, 0.2869723439216614, 0.6404829621315002, -0.20301882922649384, -2.384369134902954, -0.05565302446484566, 1.2478642463684082,...
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
[ 2.233473777770996, 1.3943276405334473, 1.1024967432022095, -1.6596086025238037, -1.5343245267868042, -0.6724982857704163, -1.5360615253448486, 2.287127733230591, 0.44820162653923035, -0.9325922131538391, -0.15750272572040558, 0.19274726510047913, 0.6704769134521484, -1.3682363033294678, ...
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
[ -0.1360446810722351, -0.2971348464488983, 0.9279967546463013, 1.0817676782608032, 1.284686803817749, -0.35131627321243286, -1.0747467279434204, -1.549017310142517, 0.8169906139373779, 0.6735250949859619, -1.6231144666671753, 0.28163301944732666, 0.21883217990398407, -3.0585694313049316, ...
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
[ -1.123208999633789, 0.1672135442495346, -1.1975460052490234, 0.020088547840714455, 0.6001929044723511, 0.22423873841762543, -1.39451265335083, 0.1836325228214264, 0.802480161190033, -0.395516574382782, -0.2799600064754486, -0.20510578155517578, 2.0336852073669434, -0.3248266279697418, -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
[ 0.005816486198455095, 0.9162998795509338, 0.8772544264793396, 0.5104480385780334, 0.35049575567245483, -0.4154224991798401, -1.188639521598816, 0.8888347148895264, 0.26708608865737915, -1.336181879043579, -0.2716177999973297, -0.06049763038754463, 0.3653295040130615, -0.17277458310127258, ...
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
[ 1.355095386505127, -0.010692505165934563, 0.5556992888450623, 0.23291215300559998, -0.48423123359680176, -0.48000720143318176, 0.6318128705024719, -0.6828757524490356, -0.7397346496582031, 0.4500652253627777, -1.0672221183776855, -0.6832494735717773, 1.7982711791992188, -0.467313289642334,...
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
[ -0.039297617971897125, -0.5207160711288452, 0.40552064776420593, -0.7788475155830383, 0.6675669550895691, -0.37124118208885193, 0.29999402165412903, 0.4205705225467682, -1.142318844795227, 0.20270979404449463, -0.9478492736816406, -0.7475961446762085, -0.8425460457801819, -0.76368743181228...
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
[ -0.23363764584064484, 0.6442596912384033, 0.9683254361152649, 1.0204715728759766, 1.060944676399231, 0.12400298565626144, 1.5605124235153198, 1.4522475004196167, -0.294220894575119, -1.6245174407958984, -0.47406402230262756, -0.4933318793773651, -0.6326519250869751, 1.5816991329193115, -...
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
[ 0.48473837971687317, -0.8967423439025879, 1.292441725730896, -0.4642309546470642, -0.001017361762933433, -1.194614052772522, -0.38326627016067505, -0.1452120691537857, 0.6581361889839172, 0.8530981540679932, -0.2799201011657715, -0.7196062207221985, 0.2705976665019989, 0.5671325922012329, ...
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
[ 0.7895900011062622, 1.1417442560195923, 0.6315708160400391, 0.8755626678466797, 0.36304453015327454, -0.880517303943634, 1.2374629974365234, 0.41373199224472046, -0.39645257592201233, -0.42880934476852417, 0.6310445666313171, 0.3498803973197937, -0.6438027024269104, -0.58873051404953, 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
[ 1.084983468055725, 0.41739165782928467, 1.023598313331604, 1.0065672397613525, 0.7252675890922546, 0.8706090450286865, -0.7424159049987793, -1.0771799087524414, -0.8991758823394775, -0.634436309337616, 0.9918444752693176, 0.292146772146225, 1.0664405822753906, 1.1726281642913818, 0.53303...
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
[ 0.7035768628120422, -0.6305209398269653, 1.8502020835876465, 0.11295606195926666, -1.1663974523544312, -1.1761000156402588, 0.23446255922317505, -0.21354925632476807, 0.10166572779417038, -0.8529441952705383, -0.45998209714889526, 1.165919542312622, 0.4842177927494049, 0.704244077205658, ...
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
[ 1.612221121788025, 1.4346219301223755, -1.5378608703613281, -0.1506723165512085, 0.577502429485321, -0.14316461980342865, -0.6540607213973999, 0.24934282898902893, -0.839574933052063, 0.6059331297874451, -0.17460864782333374, 0.29419177770614624, 0.1884808987379074, -0.10430894047021866, ...
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
[ -0.0807524248957634, 0.7084675431251526, 0.3630848526954651, -0.1348317265510559, 1.9642126560211182, 0.4378095269203186, -0.2807117700576782, 0.23456218838691711, 1.42845618724823, -1.0940320491790771, 0.39300301671028137, -0.4079214334487915, 1.9438161849975586, -1.710935115814209, 1.8...
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
[ -0.5299355983734131, 0.9812931418418884, 0.7637326121330261, -0.6529563069343567, -2.1077144145965576, -0.5638460516929626, -0.8139828443527222, 0.5974259972572327, -1.344621181488037, -0.47374406456947327, 0.45538607239723206, 0.7330564260482788, 1.3061277866363525, 0.4207008481025696, ...
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
[ 0.8386992812156677, 0.6241280436515808, 0.6858603358268738, 1.049142837524414, 0.8685023188591003, 0.47685208916664124, 0.8460550904273987, 0.6730435490608215, -0.7199080586433411, -0.8515965938568115, -2.623809576034546, -0.5837445259094238, 0.008227704092860222, -0.6091641783714294, 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
[ 0.953337550163269, 0.2082233875989914, -0.12788797914981842, -0.122270368039608, 0.33866673707962036, -1.503853440284729, -1.1466645002365112, 0.11735096573829651, -0.11718211323022842, -2.699754238128662, 1.6376177072525024, 0.38546276092529297, 1.7486037015914917, 0.7583464980125427, -...
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
[ -1.0636729001998901, 0.3116324543952942, -0.7331724762916565, -1.2837998867034912, 0.25782689452171326, 0.19800522923469543, -0.48060864210128784, 1.0124651193618774, 1.9997230768203735, -0.8827912211418152, 0.38832277059555054, -0.4851873219013214, 0.0789186879992485, -1.1569113731384277,...
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
[ -0.4206210970878601, -0.8223515152931213, -3.159560203552246, -1.750017523765564, -0.7354525923728943, 1.7137811183929443, -1.2908576726913452, -0.02757747657597065, 0.06794535368680954, -0.3084428906440735, -0.9182473421096802, 0.3566381633281708, 0.40423253178596497, -0.10303697735071182...
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
[ -0.8957565426826477, -0.119024857878685, 0.13063320517539978, 1.0934351682662964, 0.20278002321720123, 0.26033535599708557, -0.4086320698261261, -0.8656996488571167, -1.5135551691055298, -0.3758610486984253, -0.9537409543991089, -0.27624189853668213, 1.1929875612258911, 0.275496244430542, ...
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
[ -1.0577057600021362, -0.16451042890548706, 0.3113725185394287, 0.388299822807312, 1.0446525812149048, 0.6064051389694214, 0.007689993362873793, -0.08386535197496414, 1.7047624588012695, 1.5221099853515625, 0.6989688873291016, -0.26702171564102173, -0.27013927698135376, 0.7629836797714233, ...
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
[ -2.1027028560638428, -0.11522385478019714, 2.481097459793091, 0.4112010896205902, -0.08790677785873413, -0.6733871698379517, 0.593296468257904, -2.0769050121307373, -1.0587987899780273, -0.6490575075149536, -0.5837456583976746, 1.026200532913208, -0.15181954205036163, -0.3731299340724945, ...
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
[ -0.5803228616714478, 0.9741153717041016, -0.10085578262805939, -2.476755142211914, -0.3032872676849365, 0.0272357277572155, 0.15423642098903656, 1.6558964252471924, 0.5096197724342346, 1.022565484046936, 0.17060959339141846, 0.8377838730812073, -1.118955135345459, -0.16342823207378387, 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
[ -0.07767945528030396, 0.5330787897109985, -0.9447833895683289, -0.3849502503871918, 0.7704353332519531, 1.4584593772888184, 0.7696964740753174, 0.034898627549409866, -0.6457348465919495, -0.6011365056037903, 1.0855363607406616, 0.0630258247256279, 0.9491283893585205, -0.8742150068283081, ...
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
[ -0.7949537038803101, -0.03876664489507675, 0.7528671622276306, 0.5506548285484314, 1.0171828269958496, -0.06823631376028061, -1.410691261291504, 0.14792002737522125, -0.8891029357910156, -0.6962639093399048, 0.7284591197967529, -1.0534472465515137, -1.2966630458831787, 1.9364748001098633, ...
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
[ 0.582661509513855, 0.15726061165332794, -0.6023303270339966, -0.2748689651489258, 0.07899268716573715, -0.43597501516342163, -1.0156686305999756, -0.154485821723938, 0.5075162649154663, 0.25963640213012695, -2.3295655250549316, -1.7692753076553345, -1.1090943813323975, 0.39548423886299133,...
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
[ -0.09320218116044998, 0.1191195398569107, 1.713452696800232, -1.6485602855682373, 0.28868117928504944, 1.2629297971725464, 0.9286121129989624, 0.12995319068431854, -0.7869080901145935, 1.8685749769210815, 0.30241724848747253, -1.2649664878845215, 0.19280526041984558, 1.542273759841919, -...
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
[ 0.7815777659416199, -0.3292907476425171, 0.02737819217145443, -2.2240607738494873, -0.30289894342422485, -1.398967981338501, -1.456392526626587, 1.334385633468628, 1.9990781545639038, -1.1920006275177002, -0.03755001351237297, 1.6610504388809204, 0.09098967164754868, -0.24067316949367523, ...
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
[ 0.7902728915214539, -0.9826503992080688, 0.32055744528770447, -0.747086763381958, 0.13737867772579193, -0.6493420004844666, 0.4076966941356659, -0.3550955653190613, 0.42596006393432617, 3.236004590988159, 0.29827526211738586, -0.6155834197998047, -1.4168957471847534, -0.5831396579742432, ...
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
[ 1.1515337228775024, 1.7115564346313477, 0.35956087708473206, -0.5209852457046509, 0.5308414697647095, -0.6431757211685181, 0.33730030059814453, -0.8423678278923035, 0.47235482931137085, -0.7471051812171936, 3.1762025356292725, 0.4529278576374054, 1.6372705698013306, -0.12302287667989731, ...
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
[ 0.11187239736318588, -0.6742694973945618, -0.24472126364707947, 0.47527995705604553, -0.6354933381080627, 1.7093207836151123, -0.10481023788452148, 0.7102716565132141, -0.019324377179145813, 1.4432936906814575, -0.7005095481872559, 0.20341026782989502, -0.9997344017028809, 0.80063354969024...
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
[ 0.0525975227355957, 1.592171549797058, 0.7264679670333862, -1.375528335571289, 2.969780206680298, 0.061848871409893036, -1.086792230606079, 1.0495007038116455, -1.921644687652588, -0.9932342171669006, -1.5414577722549438, -0.7673225998878479, -0.15804089605808258, -0.8624268770217896, -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
[ 0.9287388324737549, 0.8143836855888367, -1.1719306707382202, -0.07583198696374893, 0.7792729735374451, 1.490841269493103, 0.8213741779327393, 0.9761406779289246, -0.864660382270813, 1.0010697841644287, -0.7329109311103821, 0.16375838220119476, 0.693947434425354, -0.515694797039032, -0.27...
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
[ -0.8164369463920593, 1.1553215980529785, 0.31362098455429077, -0.3150659501552582, -1.5361454486846924, 1.0462088584899902, -0.626370906829834, 0.5767247080802917, 0.20602743327617645, -0.04828398674726486, -1.328932762145996, 0.9912340641021729, -0.4038393795490265, 0.04743944853544235, ...
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
[ -0.9884026646614075, -1.9755336046218872, -0.2802203297615051, 1.3335341215133667, -1.0693517923355103, 0.16807250678539276, -0.9607753157615662, 1.2338873147964478, 1.2372982501983643, -0.2311115711927414, 1.160706639289856, -1.346040964126587, -1.8321776390075684, 1.6927748918533325, -...
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
[ -0.7173982262611389, -0.3686221241950989, 0.7047020196914673, -0.15115872025489807, -1.837741732597351, -0.4728868305683136, -0.9432159662246704, -1.2506940364837646, 0.8018195629119873, -0.4887501001358032, 0.2721359133720398, 0.044855304062366486, -0.7190059423446655, 0.484921932220459, ...
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
[ -2.3251216411590576, 0.5276927947998047, 0.32440152764320374, 1.4317106008529663, -0.07852159440517426, -0.4435582458972931, -1.7334400415420532, -1.5012695789337158, 0.303361177444458, 0.13721327483654022, -0.4111731946468353, -0.04352867975831032, 0.15023331344127655, 0.22825102508068085...
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
[ -0.9202681183815002, 1.4847644567489624, 0.09211745858192444, -0.8312926292419434, -0.11248429864645004, -0.20557737350463867, -0.18328265845775604, 0.6227073669433594, -0.7287164926528931, -1.1896313428878784, -0.3289587199687958, 0.7308712601661682, -0.6698523163795471, 1.126187562942504...
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
[ -1.028939127922058, -1.2040083408355713, -1.8531599044799805, 0.8894411325454712, -1.2801518440246582, -0.15928301215171814, 0.9796292185783386, -0.4017295837402344, -1.0769370794296265, 1.279616355895996, 1.9960068464279175, 0.9969794750213623, -1.9174193143844604, -1.5448009967803955, ...
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
[ 1.0928107500076294, 0.4729005992412567, 2.9339888095855713, 0.6465045213699341, -0.13662667572498322, 1.6766033172607422, -2.071897268295288, 0.5867193341255188, 1.123892068862915, 0.21671369671821594, 2.609344244003296, -0.5218898057937622, 0.07131465524435043, -0.18841861188411713, -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
[ 0.8214446902275085, -0.818877100944519, 0.012171696871519089, 1.2936933040618896, 0.6392754912376404, 1.2830541133880615, -0.8784703612327576, -1.4733346700668335, 1.1142135858535767, -0.5506235361099243, 1.3910853862762451, 0.14464853703975677, -0.8563782572746277, -1.0556644201278687, ...
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
[ 1.0032150745391846, -0.44644445180892944, 2.073674201965332, -0.7731195688247681, 0.2706521451473236, 0.13176701962947845, -1.2537084817886353, -0.9276528358459473, -0.24687092006206512, -0.5102933049201965, -0.7352620959281921, 0.10194974392652512, -0.25809594988822937, -0.873426258563995...
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
[ 0.4425768554210663, 0.8311923146247864, -0.8558413982391357, 0.6780585050582886, -0.3219747245311737, -0.6926490068435669, 2.246857166290283, -1.0204205513000488, 0.13254164159297943, 1.77996027469635, 0.05839715525507927, -0.8725878000259399, -0.62308269739151, -1.8669935464859009, 1.26...
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
[ -0.23243869841098785, -0.3334999978542328, -0.4681890904903412, -2.402101993560791, 0.8463053107261658, -1.8806732892990112, -1.0258904695510864, 0.1591721773147583, -0.412201464176178, 1.022341012954712, 1.312368631362915, 1.4383350610733032, 0.48848092555999756, -0.2937215268611908, 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
[ 1.52713942527771, 0.7565411925315857, -1.181506633758545, 2.318403482437134, 0.5673633217811584, 0.2334543913602829, 0.0011364063248038292, -0.6525812745094299, 0.3417803645133972, -0.5061624646186829, 0.006899203173816204, 0.3964557349681854, -0.9577787518501282, -0.21345177292823792, -...
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
[ -0.8603121042251587, -0.6882725358009338, 0.2672719657421112, 0.8567172884941101, 0.017526086419820786, -1.098870038986206, -1.6630498170852661, 0.5986166596412659, -0.15593035519123077, 0.6670388579368591, 0.7003052234649658, -0.49920782446861267, 1.525084376335144, 0.2604081630706787, ...
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
[ 0.006237675901502371, 0.23782463371753693, -1.865126132965088, -0.3743870258331299, 0.6363182663917542, -0.13663384318351746, 0.7977550625801086, -1.31072199344635, -1.6256057024002075, -0.011411551386117935, -0.2289082407951355, 0.1585448831319809, -0.8416462540626526, 0.8064272403717041,...
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
[ 0.8532437682151794, -1.7982884645462036, -2.8127565383911133, -0.15167909860610962, 0.5218849778175354, 1.1609361171722412, -0.5298857092857361, 1.1896965503692627, -0.27585673332214355, 1.4719408750534058, 0.4860541522502899, -0.9755207300186157, 1.6805585622787476, -1.2574821710586548, ...
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
[ 0.08033233880996704, -0.058341655880212784, 0.2923448383808136, -1.788175106048584, 1.477909803390503, -0.002191513078287244, -2.4183719158172607, -0.4987010359764099, -1.1441080570220947, -2.1214842796325684, 0.49171191453933716, 1.530383586883545, 0.11528535932302475, -0.4597751796245575...
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
[ -0.07937557995319366, -0.5246759653091431, 1.4436945915222168, 0.2639259696006775, 0.8995931148529053, 0.4205048680305481, 0.5561513900756836, -0.4492264986038208, 0.8980271816253662, -1.2170687913894653, -0.7006677985191345, -1.2502886056900024, 0.27882686257362366, -0.9040020704269409, ...
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
[ 1.0052361488342285, -2.5811262130737305, 0.9713351130485535, -0.7620922327041626, -0.08055668324232101, 1.127657413482666, -0.3520817160606384, 0.5799134969711304, -0.8286731839179993, -0.5508144497871399, -0.7396848201751709, 0.6375728845596313, 0.6238682866096497, 0.44770270586013794, ...
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
[ 0.1178642138838768, 0.11612651497125626, -1.512208342552185, -0.5645534992218018, -0.5515759587287903, 1.0413020849227905, 1.0196377038955688, -0.4151589870452881, 0.12280423939228058, -0.40424877405166626, -0.4127851128578186, -1.3321442604064941, 1.1635792255401611, -0.5600655674934387, ...
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
[ -1.3743371963500977, -0.03813692182302475, -0.8408089280128479, -1.0134879350662231, -0.5748963356018066, -0.28771263360977173, 0.6541423797607422, 1.124373197555542, -1.3276057243347168, -0.5585554838180542, 0.5526442527770996, 1.0147466659545898, 0.6576279997825623, 1.3305065631866455, ...
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
[ 0.6191477179527283, -0.19548365473747253, 0.2553255558013916, -0.5720226764678955, -0.11306250095367432, -0.42754268646240234, -0.9355624318122864, -0.14297951757907867, 0.8064923286437988, 2.969987392425537, 0.36561059951782227, -0.28302544355392456, 1.8908841609954834, 0.965922474861145,...
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
[ -0.07409396767616272, 0.06374918669462204, 0.959517240524292, -1.1777808666229248, -0.3615325391292572, 0.6634882092475891, 0.4169020354747772, 0.7582271099090576, -2.2744853496551514, -0.26711732149124146, -0.8760514259338379, -0.004207700490951538, -0.49704065918922424, 0.478181779384613...
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
[ -0.1700306236743927, 0.715523898601532, -0.9303224682807922, 1.2385495901107788, -0.21894967555999756, 1.5825550556182861, -0.13918711245059967, 0.2954941391944885, -0.0034996671602129936, 0.5971131324768066, 0.340877503156662, -0.6621723771095276, 0.17077802121639252, -1.6589394807815552,...
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
[ -0.4132913053035736, -0.44075050950050354, 1.5573453903198242, -3.2308363914489746, -0.3488868474960327, -1.0286659002304077, 0.7031699419021606, 0.3985244631767273, 1.3807651996612549, 0.8032909035682678, 0.4139259159564972, -0.5055425763130188, -1.1480311155319214, 0.25421831011772156, ...
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
[ 0.539635181427002, -0.8582848906517029, -0.21500805020332336, 1.0908359289169312, -0.439796507358551, -0.606622576713562, -1.0182863473892212, 1.3003109693527222, 0.7385669946670532, -1.2470282316207886, 1.3513957262039185, 1.3259804248809814, -1.103857159614563, -0.19026564061641693, 2....
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
[ 0.02110997401177883, -0.2693691551685333, -1.4988309144973755, -0.30296048521995544, -0.40523988008499146, 1.9893968105316162, 0.5700298547744751, -0.00709175318479538, -0.0164241474121809, -0.8069732189178467, 1.246493935585022, -0.7913071513175964, 0.17257267236709595, -0.854714989662170...
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
[ -0.793315052986145, -1.2093770503997803, -0.14432364702224731, -0.5389562845230103, 0.20882025361061096, -0.4519025981426239, -1.332844614982605, -1.0788487195968628, 0.08299224078655243, -1.1452287435531616, 1.2597901821136475, -1.4460686445236206, -1.9561469554901123, -0.4776072800159454...
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
[ 0.639883816242218, 2.484119415283203, 1.1398842334747314, -1.7037103176116943, -0.6827611327171326, -0.18913869559764862, 0.15906786918640137, 0.13461926579475403, 0.9169737696647644, 2.509364128112793, 0.6938638091087341, 1.2013435363769531, -1.5039715766906738, -0.9649577140808105, -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
[ 0.7891883850097656, 0.2689001262187958, 1.092595100402832, 1.9681377410888672, 1.3065447807312012, 1.326830506324768, -1.0778021812438965, 1.216048002243042, 0.028007756918668747, 0.6695722341537476, -0.6390039324760437, 0.1171623095870018, 0.013094870373606682, -0.020435748621821404, -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
[ -0.11081168800592422, -0.8011731505393982, 1.5546051263809204, -0.5055559277534485, 1.5908955335617065, -1.2831141948699951, 2.609724283218384, 0.8124063611030579, 1.2442517280578613, -1.9911898374557495, 0.9724008440971375, -0.9901386499404907, -0.3115597069263458, 0.6321191787719727, -...
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
[ -0.4290083944797516, -2.3077564239501953, 1.7170079946517944, -0.8087792992591858, 1.4464317560195923, -1.1075189113616943, -0.4827156960964203, -2.1743321418762207, 0.24148361384868622, -2.810336112976074, 0.05289706587791443, -0.2742680311203003, 1.000726580619812, 2.605714797973633, 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