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int64
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[ -0.2883867025375366, -0.7057569622993469, 0.930627703666687, 1.0653948783874512, 0.04812304675579071, -0.26118898391723633, -0.831638753414154, -0.46194639801979065, 1.6602740287780762, -0.12039802223443985, -0.7120764255523682, 1.5871479511260986, 0.26572880148887634, 0.05811353400349617,...
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
[ 0.110798180103302, 1.271073341369629, 2.0534310340881348, 2.548823595046997, 0.28852877020835876, 0.8215548992156982, -0.5609778761863708, 0.2586200535297394, -0.06661117076873779, 1.8681095838546753, 1.4674359560012817, -0.0466264933347702, 0.46639132499694824, -0.7831987738609314, 0.25...
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
[ 2.1564245223999023, -0.05283866450190544, -0.12229020148515701, -0.6175640821456909, -0.8303071856498718, 0.35810574889183044, -0.8866856694221497, 0.9776594042778015, -0.10953586548566818, 0.41024714708328247, -0.0795280933380127, -0.4067070782184601, 1.0502656698226929, 0.807401955127716...
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
[ -1.2051817178726196, -1.887355089187622, -2.657445192337036, 0.6648908853530884, 1.0213415622711182, 0.4491558074951172, 0.19405637681484222, -0.07513542473316193, 0.4998815059661865, 1.989653468132019, 1.3335703611373901, 2.5018088817596436, -0.414176344871521, 0.11549779772758484, -0.7...
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
[ -0.6012840270996094, 0.8762821555137634, 1.0313152074813843, 0.9034895896911621, 1.6527538299560547, -0.6953681111335754, 0.16662587225437164, 0.836874783039093, 0.11791954189538956, 0.16073928773403168, -0.2760789394378662, 1.709529161453247, 2.2971091270446777, -1.3970383405685425, 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
[ -1.9534707069396973, 1.1044801473617554, 0.4935443699359894, 0.6490408778190613, 2.2080581188201904, -1.2916123867034912, 0.6707597970962524, 1.924066424369812, 0.4742740988731384, -1.799293041229248, -1.9427587985992432, 0.9873607754707336, -0.3250304162502289, -0.3463010787963867, 0.91...
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
[ -0.8923558592796326, -0.43799757957458496, 0.6074965596199036, -0.09285931289196014, -1.6311683654785156, -1.3688431978225708, -1.00307035446167, -0.18340559303760529, 0.5809683799743652, -1.141173005104065, 1.7970165014266968, -0.10666761547327042, -1.4522078037261963, 2.4034249782562256,...
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
[ 0.9868373274803162, -0.2673683762550354, -1.4655083417892456, -0.5482815504074097, 1.7224448919296265, 0.8956400156021118, 2.8041162490844727, -0.16647642850875854, -0.45344647765159607, 0.11918298155069351, 0.8885948657989502, 0.29816934466362, 0.7131003141403198, -0.22633926570415497, ...
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
[ 1.0661078691482544, -1.1254525184631348, -0.11763288080692291, -0.32469630241394043, -0.38881200551986694, 0.22828395664691925, 1.174178123474121, 1.3816646337509155, 1.4359948635101318, 0.5015901327133179, 1.0048962831497192, -1.737356185913086, -0.7181517481803894, -0.36464187502861023, ...
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
[ 0.6229168772697449, 0.6939327120780945, -0.04022284969687462, 0.22198200225830078, -0.6035640239715576, -1.2884999513626099, -0.1427944302558899, -0.8996973633766174, 0.794035792350769, 0.20002417266368866, -1.4646358489990234, 0.056569814682006836, 0.3489976227283478, 1.1190708875656128, ...
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
[ 1.8295769691467285, 0.9999139308929443, -0.5290297865867615, -0.1066187396645546, 1.1091409921646118, -0.6897609829902649, -0.7473462224006653, -0.49681633710861206, -0.5265505909919739, 0.7453000545501709, -0.11963815242052078, -0.47752368450164795, 0.14778947830200195, -0.712682902812957...
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
[ -1.3156592845916748, -0.8029028177261353, -0.27062758803367615, -1.1898142099380493, 0.2358270287513733, -1.9481381177902222, -0.4022215008735657, 0.29430443048477173, -0.7283751368522644, 0.7700940370559692, 0.13232135772705078, 0.6206709146499634, 0.9714469313621521, 0.7983891367912292, ...
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
[ 1.5302602052688599, 0.796086311340332, -0.41541340947151184, -1.2007230520248413, -1.528313398361206, -0.06036146730184555, 1.0890693664550781, 0.5824286341667175, -0.5216231942176819, -0.4139488637447357, 0.6996153593063354, 0.058944474905729294, -0.5628817677497864, -1.3909295797348022, ...
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
[ -0.03323974460363388, 0.2512971758842468, 1.1081963777542114, -2.6433093547821045, 0.6871625781059265, 0.9809856414794922, -0.7096548080444336, 1.034784197807312, -0.7772401571273804, -0.8001416325569153, 0.5128667950630188, 1.2364801168441772, -1.2798703908920288, -0.43275904655456543, ...
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
[ 1.2595726251602173, 0.17664064466953278, 0.7301563620567322, 0.06285405158996582, -0.48502519726753235, 1.0268268585205078, 1.7186554670333862, -0.4738718867301941, 0.22391092777252197, -0.17117886245250702, 0.0543036125600338, 0.5631701350212097, -0.6171841025352478, 0.5538780093193054, ...
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
[ -2.0425760746002197, -1.6674593687057495, -0.4716278612613678, -0.5643270611763, -0.37322577834129333, -1.1693779230117798, -0.20647858083248138, -1.0753253698349, 0.05765405669808388, -0.13180013000965118, -1.1655298471450806, -0.6814277768135071, -0.0016028217505663633, 0.808772504329681...
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
[ -0.9028459787368774, 0.2753022313117981, 0.3537680208683014, -0.8251988291740417, 0.7591649889945984, -1.1932299137115479, -1.2134848833084106, -0.35230210423469543, 0.8620195984840393, 1.2837432622909546, -0.4797949194908142, -0.36458849906921387, -0.3220515847206116, -1.2962936162948608,...
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
[ 1.9174702167510986, -0.9680466055870056, -0.9830852746963501, 0.95220947265625, 0.3206943869590759, -0.4449324607849121, 0.06418756395578384, -0.1757112592458725, -0.7614803910255432, 0.07944662123918533, -0.6256592273712158, -1.0148991346359253, -0.2810998558998108, -0.5454792380332947, ...
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
[ 0.21603427827358246, 1.636745810508728, 0.10613936930894852, 0.4288013279438019, -1.484053134918213, -1.9337401390075684, -1.241448998451233, -0.5257859826087952, 1.265976071357727, 0.9815893173217773, -1.8440392017364502, -0.38853341341018677, -0.36479809880256653, 0.11305773258209229, ...
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
[ -0.04040492698550224, 1.8057582378387451, 0.44793516397476196, -0.04169902950525284, -1.0594156980514526, -0.6933106780052185, 2.7127323150634766, 0.8045574426651001, -0.07707441598176956, 0.7052669525146484, -0.07730651646852493, 1.496003270149231, 0.3153179883956909, 0.26417064666748047,...
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
[ -1.0167285203933716, -0.1748705357313156, 0.11085938662290573, 0.44365060329437256, -0.8478122353553772, -0.9194627404212952, 2.0126218795776367, -0.30753982067108154, -0.6054176688194275, -0.7438890933990479, -1.0035501718521118, 1.6693497896194458, 0.49606624245643616, -0.921738207340240...
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
[ -0.6907215118408203, -1.1064302921295166, 0.18096064031124115, -2.055917978286743, -0.828011155128479, -1.442069172859192, -1.2281954288482666, -1.0296844244003296, -0.965616762638092, 0.6962438225746155, -0.7083090543746948, 0.5978097915649414, -0.16869279742240906, 0.8962652683258057, ...
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
[ -0.5574662685394287, 0.7731841206550598, -1.1885085105895996, -1.2587568759918213, -1.2041869163513184, 1.8966145515441895, 0.01726320944726467, 0.9324983954429626, 0.40665116906166077, -0.06467586755752563, 0.4259053170681, -1.114168405532837, 1.952857255935669, 0.018720446154475212, -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
[ -0.3475159704685211, 0.5160117745399475, -2.530613899230957, -1.2655404806137085, 0.1061810553073883, 0.9962717890739441, 0.34542012214660645, 1.06955087184906, 1.703965425491333, 0.007662540301680565, 0.7771661877632141, -0.23761767148971558, -0.33780357241630554, -1.8894978761672974, 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
[ 2.210469961166382, 1.6825460195541382, -1.25368332862854, 0.6467049717903137, -1.2080838680267334, -0.6196449995040894, 1.942914366722107, -0.1593276411294937, 0.8300537467002869, -0.6004002690315247, 0.3061971962451935, -0.4892696738243103, 1.4095768928527832, -0.5643316507339478, -1.12...
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
[ 1.729524850845337, -1.277831792831421, 0.525481641292572, 0.035343896597623825, 1.71173894405365, -1.1099128723144531, 1.0567333698272705, 0.912217915058136, -0.5676597356796265, -0.07908058911561966, 0.2859582304954529, -0.09128396213054657, 1.1647791862487793, -0.4135388731956482, 0.42...
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
[ -0.8320834636688232, 1.3942911624908447, -0.4306751489639282, 0.9002154469490051, -2.2490477561950684, -1.086309790611267, -0.4797664284706116, -0.270537406206131, 1.074159026145935, 1.3178852796554565, -1.7196109294891357, -0.7128862738609314, -0.7405499219894409, 2.2223308086395264, 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
[ -0.20885075628757477, -3.6729304790496826, -1.0536843538284302, 0.39266863465309143, -0.8047845959663391, 0.8048502206802368, -1.1914403438568115, 0.4152613580226898, 0.8731281161308289, 0.7959003448486328, -0.4615340232849121, -0.39479777216911316, 1.558272361755371, -1.141897439956665, ...
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
[ -0.7982321381568909, -0.4818575978279114, -1.4159208536148071, -0.6841462850570679, -0.34937480092048645, 0.08600437641143799, 2.9214069843292236, 0.5602084398269653, 0.8469717502593994, 1.1122920513153076, -1.1441278457641602, -0.08013933151960373, -0.38531970977783203, -0.047677271068096...
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
[ -0.08956149965524673, -0.2964344918727875, -0.06982239335775375, 0.11900300532579422, 1.2882076501846313, -0.015224128030240536, 0.4537903964519501, 0.1077667623758316, 0.8147661089897156, -1.4251090288162231, 0.012989762239158154, -0.2108360081911087, 0.08473755419254303, -1.8582528829574...
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
[ -0.10772109031677246, 0.0763213038444519, 0.08620911091566086, 0.37601912021636963, -0.326147198677063, 0.8531899452209473, -1.1394562721252441, 0.35691601037979126, 1.5726642608642578, -0.3963248133659363, 0.5441226959228516, -0.01728261262178421, 1.0974894762039185, -2.3176627159118652, ...
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
[ -1.7811657190322876, -0.013039940036833286, 0.9208730459213257, -2.047290325164795, 2.081627368927002, 0.0032829910051077604, 0.5302553772926331, -0.10053936392068863, -0.5519750714302063, 0.0002808221324812621, -0.1442089080810547, -0.3783079981803894, -0.7645366191864014, -1.037192225456...
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
[ 1.9991059303283691, 0.8462940454483032, 0.5967268943786621, 0.26856401562690735, 0.35088393092155457, -0.022335480898618698, -0.6609667539596558, 0.6350381970405579, -0.3441757261753082, -0.10447274893522263, -1.8755064010620117, 1.2765130996704102, -0.4423246681690216, -0.4925639629364013...
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
[ 0.4414477050304413, -0.734770655632019, -1.207226037979126, 0.2487938106060028, 0.8295291662216187, -0.8258631825447083, 1.6133126020431519, -0.4902380108833313, -1.0493826866149902, -0.9090659022331238, -0.45232048630714417, -0.036703772842884064, -0.873294472694397, 0.605474591255188, ...
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
[ -1.6855300664901733, -0.19232170283794403, 2.2866384983062744, 0.9666919112205505, -0.7547187805175781, 2.062324047088623, 0.6496313810348511, -1.3177931308746338, 0.14701998233795166, 0.6502791047096252, 0.11528080701828003, 1.3020936250686646, -0.028352702036499977, 1.3705483675003052, ...
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
[ -1.1406153440475464, 1.9320290088653564, 0.6153572201728821, -0.8947274684906006, 0.6187374591827393, -1.6792696714401245, -0.29175668954849243, 1.528665542602539, -0.00845335889607668, -0.4517359435558319, 1.0137629508972168, -0.6892988085746765, -0.9436906576156616, 1.1962029933929443, ...
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
[ 0.77086341381073, 0.4391019344329834, -0.10934681445360184, 0.14494305849075317, -0.333170086145401, 0.11759526282548904, 1.4779659509658813, -0.7658966779708862, 1.2857598066329956, -0.6377742290496826, -0.14562970399856567, -0.2804712653160095, -1.0935134887695312, -0.20370008051395416, ...
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
[ -1.259623646736145, -0.6979271173477173, 0.11006602644920349, 0.04709574580192566, 1.8357532024383545, -0.08169489353895187, -0.7977923154830933, -0.5827853083610535, -0.21803350746631622, -0.48923730850219727, 0.13456639647483826, -1.6264361143112183, 1.0909377336502075, 0.557246625423431...
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
[ 0.11236018687486649, -1.278509259223938, -0.5803971886634827, -2.8660101890563965, 2.3639986515045166, -2.0562970638275146, -0.38270601630210876, -1.0014883279800415, -0.6688436269760132, 0.07237312197685242, -1.4103349447250366, -1.0383155345916748, 0.4515712261199951, 2.8921701908111572,...
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
[ 0.1082906574010849, -0.6640893816947937, 2.6754469871520996, -1.6995704174041748, -0.9274259805679321, 1.995409369468689, -1.4172308444976807, -0.08117450028657913, 1.7023413181304932, -0.23006515204906464, -0.2977738082408905, -0.32616135478019714, -1.4571924209594727, -0.41029092669487, ...
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
[ 0.46463900804519653, 0.48719078302383423, -1.2077454328536987, -0.04075033962726593, 0.6301228404045105, -0.897519588470459, -1.6356908082962036, 1.728856086730957, 0.21850842237472534, 0.09034653753042221, 1.4629768133163452, 0.10832106322050095, -1.6679750680923462, 0.76274174451828, -...
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
[ 0.2633362412452698, -0.7149165272712708, 0.18267202377319336, -1.5347602367401123, -1.703955054283142, -1.5027228593826294, 1.1606324911117554, 0.07492047548294067, -1.9201555252075195, 0.5950103998184204, -1.1588808298110962, 1.501391887664795, -0.5734850764274597, -0.2034936547279358, ...
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
[ 1.6232119798660278, 1.3216837644577026, -1.0439225435256958, 0.34722843766212463, -0.9243248105049133, -0.9807593822479248, 0.11313465237617493, -0.8967908620834351, 1.8543736934661865, 0.885615348815918, 0.33982130885124207, 0.16092999279499054, 2.5030643939971924, -1.377234697341919, -...
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
[ -0.026753928512334824, -0.4140196740627289, 0.8150321841239929, 1.0681926012039185, 0.44325387477874756, -0.12261298298835754, -0.5680384635925293, 0.00857607088983059, -0.18591128289699554, 1.0984232425689697, -0.8983731865882874, 0.3748667240142822, -0.9132201075553894, 0.896063029766082...
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
[ 1.024947166442871, 0.8251320123672485, 0.025999147444963455, 2.8821277618408203, -1.5585768222808838, 0.16137810051441193, -0.4771330952644348, -0.13162922859191895, 0.10699041932821274, -0.9269698858261108, -0.7302061319351196, 0.8715982437133789, -0.46994835138320923, -1.0793578624725342...
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
[ -0.3263804316520691, -0.19368232786655426, -0.9196603894233704, 0.07468413561582565, -1.7775368690490723, -0.8809404969215393, 0.454426109790802, 1.9853557348251343, -1.3464038372039795, -0.600776731967926, -0.5153483152389526, -1.0294109582901, 1.4779942035675049, -1.8287667036056519, 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
[ -1.2852013111114502, 0.9701739549636841, -1.1800951957702637, -0.26227638125419617, 0.6156468987464905, 0.483280211687088, 1.0040395259857178, 2.2740745544433594, 0.7124758958816528, -1.0019325017929077, 0.15669409930706024, 0.17436493933200836, -1.4323285818099976, -0.27815598249435425, ...
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
[ -1.272170901298523, -1.0315968990325928, 0.20311257243156433, 0.2905978858470917, -0.8834039568901062, 0.811416745185852, -1.0498712062835693, 1.1022487878799438, -0.5429360866546631, -0.7193321585655212, 1.4850056171417236, -1.2772536277770996, 0.586055338382721, 1.29579496383667, -1.12...
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
[ 0.7683266997337341, 0.21360209584236145, 0.19797150790691376, 0.3547764718532562, 0.4610408842563629, -0.34808725118637085, -0.19289420545101166, 2.9129555225372314, -0.5611032843589783, 0.22382903099060059, 1.0083186626434326, -0.7826418280601501, 2.419069528579712, -0.35972872376441956, ...
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
[ -1.1415983438491821, -1.2535842657089233, 1.2586519718170166, 1.5615463256835938, 1.604978322982788, 2.454824447631836, 1.8053370714187622, 0.23350335657596588, -0.1664232462644577, -0.8630646467208862, 1.4560564756393433, 1.2451043128967285, 0.4523462653160095, -0.7911821007728577, 0.23...
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
[ -1.9123305082321167, 0.34335729479789734, 1.6708790063858032, -0.94453364610672, -0.029081713408231735, 1.5706366300582886, -0.777703046798706, 0.3869512975215912, 1.3503868579864502, -1.1187928915023804, -2.230426788330078, -1.346998929977417, -0.2569311857223511, 0.6354979872703552, -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
[ 0.06303964555263519, -0.14456942677497864, 1.5796997547149658, -1.9375107288360596, -0.4734170138835907, 0.10894510895013809, -1.2552801370620728, 0.6742364168167114, 0.3293413519859314, 0.10469222813844681, -0.29268065094947815, 0.007047196850180626, 0.43459299206733704, 1.491775393486023...
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
[ 0.9613091945648193, 0.06148394197225571, -1.4766281843185425, 0.882932722568512, 0.3163282871246338, -0.009576740674674511, -2.188988208770752, -0.6486505270004272, -0.23660442233085632, -2.8399815559387207, -0.10451780259609222, -0.5119966268539429, -1.0599106550216675, -1.769491553306579...
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
[ -0.5557841658592224, -2.114462375640869, 0.36974748969078064, 0.2552901804447174, -0.10515938699245453, 0.029207637533545494, -1.1556811332702637, -1.0117195844650269, 0.09752701222896576, -0.790103018283844, 2.262761354446411, 0.3645849823951721, -0.8443182706832886, 1.2031203508377075, ...
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
[ 0.5345577001571655, -0.16964837908744812, -0.44589027762413025, 1.6478561162948608, 0.16211813688278198, 1.2675570249557495, 0.19550098478794098, 1.7377067804336548, -0.6445677280426025, 2.6609244346618652, -1.0862857103347778, -0.1799565851688385, 0.7775300145149231, 0.25050169229507446, ...
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
[ -0.7255511283874512, -0.49902287125587463, 1.16853928565979, 0.30113497376441956, -1.089951753616333, 1.3429365158081055, 2.1205480098724365, 2.441941499710083, -0.35622817277908325, -1.1480660438537598, -0.8330614566802979, -0.31398487091064453, -0.8787348866462708, 0.7346219420433044, ...
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
[ 1.4132144451141357, 1.63399338722229, -1.2066049575805664, -0.7383201122283936, -1.071850299835205, -1.2854946851730347, -1.2029179334640503, -1.4737048149108887, -0.4275553226470947, -0.2903361916542053, 1.970186710357666, -1.332763433456421, 1.2408055067062378, 1.237278699874878, -0.19...
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
[ 0.5167617201805115, 0.8975162506103516, -0.16473820805549622, 0.8064526319503784, -0.2837904393672943, 1.094922423362732, -1.3143293857574463, -0.45948326587677, -0.5184916257858276, -1.6399027109146118, 3.0413472652435303, 0.2950228750705719, -1.1277484893798828, 1.2497799396514893, 0.8...
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
[ 0.11468284577131271, -0.3740368187427521, -0.042642250657081604, 0.33553066849708557, 0.9199007153511047, 0.028928643092513084, 0.2834874093532562, -1.4798904657363892, 0.5213608741760254, 0.37093743681907654, 0.7314332127571106, 0.2996925115585327, -1.505609154701233, 0.6828879714012146, ...
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
[ -0.6805487871170044, -1.456404685974121, -0.9350689053535461, 0.3404834568500519, -0.2964050769805908, -0.5859327912330627, 0.7135478258132935, 0.7366679310798645, 0.10390783846378326, 0.2757902145385742, -1.064826488494873, -0.6779558062553406, -0.8260179162025452, -1.524141788482666, 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
[ 0.20774230360984802, 0.40371179580688477, 1.9651204347610474, 0.2069077044725418, -1.2595824003219604, 0.4139428734779358, -2.4035484790802, -1.4762976169586182, -0.80224609375, -0.7737825512886047, -0.6624812483787537, 0.678814709186554, 0.6697179675102234, -0.11164594441652298, -0.3158...
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
[ -0.8848801851272583, -1.7954230308532715, -0.1974310427904129, 1.003735899925232, -2.0903446674346924, -0.41996604204177856, -0.16532054543495178, 0.9439057111740112, -0.6642549633979797, 0.9665935635566711, 1.0942662954330444, 0.7518938183784485, -0.5803688764572144, -0.7900710105895996, ...
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
[ -0.9935486912727356, -1.1040384769439697, -3.05316424369812, -2.8161001205444336, -0.7632449269294739, 1.2509994506835938, -0.4136124849319458, 0.05907655879855156, -0.4883616864681244, 2.075866460800171, 1.9042339324951172, -0.2719213664531708, -1.2699393033981323, 0.34755784273147583, ...
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
[ 2.4364566802978516, 0.6691632866859436, 0.7379837036132812, 0.8728646636009216, -0.9482004046440125, -0.4828120768070221, -1.5433886051177979, -0.08793419599533081, -0.5527471899986267, 1.75795316696167, 0.4178483188152313, 0.6487951874732971, 0.4676259160041809, 0.27934956550598145, 0.5...
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
[ 0.6405328512191772, 0.604810357093811, 0.6572681069374084, 0.42558425664901733, -0.25974225997924805, -0.04608743637800217, 2.59604549407959, -0.7434332370758057, -0.07223868370056152, 0.5126248598098755, 0.3292976915836334, 1.0041227340698242, 0.8963154554367065, 0.7713297605514526, 0.2...
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
[ -1.249326229095459, -3.023747205734253, 0.5055739879608154, 1.3406002521514893, 0.06072648614645004, 0.6177483201026917, 1.388825535774231, 1.3144152164459229, -0.5147680640220642, -0.6776770353317261, -0.518057107925415, -0.19747412204742432, -0.18491612374782562, -0.41240036487579346, ...
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
[ -0.6720672249794006, 0.897842288017273, 0.5622044205665588, -0.39009952545166016, -0.18775084614753723, 0.7758922576904297, -2.1392736434936523, 0.03741143271327019, -0.34348154067993164, 0.03970516473054886, 0.25297027826309204, 0.23618312180042267, -0.48330044746398926, 0.248269960284233...
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
[ 2.36213755607605, -0.40394172072410583, -1.6035921573638916, 2.3714487552642822, -0.810083270072937, 2.2238926887512207, 0.6382343173027039, -0.6251908540725708, 1.4427111148834229, 1.4753824472427368, -0.36058905720710754, -0.709916889667511, 0.7726283073425293, 0.5697802305221558, 0.13...
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
[ 1.0036183595657349, 1.6175744533538818, 1.1320033073425293, -1.3024145364761353, -0.9519718289375305, -1.3950247764587402, -0.918588399887085, 0.42758798599243164, -0.10066021978855133, 0.24299763143062592, -1.4243230819702148, -1.1199737787246704, -0.13890542089939117, 0.7792985439300537,...
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
[ -1.0247646570205688, 1.7958240509033203, 1.339365839958191, 2.1660919189453125, -0.37309199571609497, 1.3054817914962769, 1.4674574136734009, 1.8271307945251465, -0.8958845138549805, -0.12222570925951004, -0.035814736038446426, 0.3591170012950897, 0.17784252762794495, 0.6123316287994385, ...
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
[ -1.3346953392028809, 0.707696795463562, -0.9609557390213013, 0.31258919835090637, 0.4675152003765106, -0.6641749739646912, -1.891750693321228, -0.4513530731201172, 0.7130316495895386, 1.0389091968536377, -0.0021092710085213184, -0.1938113272190094, -1.4153791666030884, 0.3536964952945709, ...
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
[ -1.6366515159606934, -0.06791441142559052, 0.8966557383537292, 1.379354476928711, -0.32229161262512207, -0.47600042819976807, -0.9441907405853271, -1.7786537408828735, 0.781259298324585, -0.22128728032112122, 0.026838069781661034, -0.17804628610610962, 0.07650673389434814, 1.19711911678314...
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
[ -1.0456080436706543, -0.57784104347229, -0.3852674961090088, -0.07182236760854721, -1.2384129762649536, 2.445596218109131, 0.7079366445541382, 2.4336044788360596, 0.8601110577583313, -1.7261472940444946, -1.6812912225723267, -1.2315174341201782, -0.2876230478286743, -0.10279446095228195, ...
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
[ 0.928019106388092, -0.4493028223514557, -0.19954556226730347, 1.4930633306503296, -1.4066665172576904, 0.7412064671516418, -0.017394959926605225, 0.6563217639923096, 1.299446940422058, 2.455381393432617, 0.9707828760147095, -0.08372342586517334, -0.4445706009864807, 1.3820574283599854, 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
[ 0.5591389536857605, 0.664064347743988, 0.4655204117298126, 0.4121481776237488, 1.1899054050445557, -0.4000190198421478, -0.6229238510131836, -0.39088597893714905, -0.7588099837303162, -1.0740097761154175, -0.647716224193573, -0.16981570422649384, -1.7041149139404297, 0.46515536308288574, ...
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
[ -0.952582061290741, 1.9790542125701904, -0.7289355993270874, 0.9749044179916382, 0.397988885641098, -0.4756297469139099, -1.247251272201538, 1.022465705871582, -1.4336106777191162, 1.5566097497940063, -1.4410167932510376, 0.7090603709220886, -0.32020628452301025, 0.7491947412490845, -0.5...
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
[ -1.0882543325424194, -0.5489572286605835, 0.17521223425865173, 0.023651305586099625, -0.2994038164615631, 1.238370418548584, 1.9859405755996704, 0.5267431735992432, -0.14281748235225677, 0.18354390561580658, -1.2075223922729492, 1.6738859415054321, -0.9869177937507629, -0.4038330912590027,...
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
[ 0.9553751945495605, -1.5689525604248047, -0.08985961973667145, 0.2664225101470947, -0.1930137276649475, -0.08183246850967407, -0.8152320981025696, 1.8826631307601929, -0.7991169095039368, -0.21774770319461823, -0.5784661173820496, -0.32833579182624817, 0.9560738205909729, -0.44762617349624...
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
[ -0.3302020728588104, 0.1613716185092926, 1.9297500848770142, -0.7086372971534729, 0.5240269303321838, 0.36536574363708496, -0.6998698711395264, 0.2582264840602875, -0.7293717265129089, 0.7536966800689697, 1.6121212244033813, 0.2146838754415512, -2.777127265930176, -0.9072058200836182, 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
[ -0.6425415277481079, 0.5178641080856323, 0.7383283376693726, -0.23984308540821075, -0.1923590898513794, -0.12871505320072174, -0.40561676025390625, 0.0685196965932846, -0.3146164119243622, -0.4436366856098175, -1.3087583780288696, -0.6132484674453735, 1.69857656955719, 0.39619553089141846,...
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
[ 0.9346656203269958, -0.6888430714607239, 0.2600526511669159, 0.3928840160369873, -0.30704745650291443, -1.0002089738845825, 0.8751152157783508, -1.1342391967773438, 0.9039767980575562, 1.5197794437408447, 0.731680154800415, 0.7606488466262817, -0.5808541774749756, -0.08178456127643585, -...
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
[ -0.4436453878879547, -0.32380175590515137, 0.39214223623275757, -0.5342552065849304, -0.33418577909469604, 1.1181381940841675, -0.3235999047756195, -1.6619879007339478, -0.45363491773605347, -0.8244218230247498, -1.2906795740127563, -0.9739425182342529, -1.3956654071807861, -0.163589939475...
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
[ -1.2231709957122803, -0.3772229850292206, 1.5331082344055176, 0.11765575408935547, -0.16226333379745483, 1.9925165176391602, -0.7508285045623779, 0.6669644117355347, 0.13692788779735565, -1.3288657665252686, -0.7560259103775024, 2.4534318447113037, 1.3255645036697388, 1.7868785858154297, ...
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
[ 0.2769988179206848, 1.441705584526062, 0.2147909700870514, 2.2446706295013428, 1.2129863500595093, 0.055442627519369125, -1.145463228225708, -2.517929792404175, -0.6022889018058777, -0.791770875453949, -1.0062326192855835, -0.44676846265792847, 0.8093271255493164, 0.41774728894233704, -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
[ 1.0027906894683838, -0.49567458033561707, -1.6615828275680542, 1.4982401132583618, -1.7473680973052979, -0.8805930614471436, -1.0189427137374878, -0.17875578999519348, -0.6966562271118164, -0.4701322317123413, 1.0812526941299438, 2.256458282470703, -1.3276809453964233, -0.3138678967952728,...
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
[ 1.1514774560928345, 0.9642462134361267, -0.4442800283432007, 0.005052332300692797, -0.7715051174163818, 0.9936283826828003, -0.8306776881217957, 1.2588465213775635, -0.5872259140014648, 0.30693432688713074, 0.3329637348651886, 2.095871925354004, -0.07798880338668823, -0.5381275415420532, ...
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
[ 0.03123178891837597, 1.2590056657791138, -0.7371740341186523, 0.8175255060195923, 0.024240965023636818, -0.315379798412323, -0.5292327404022217, 1.6052621603012085, -1.0472686290740967, -0.7581565380096436, 0.16093860566616058, -0.7566699981689453, -1.3201549053192139, -0.9915266036987305,...
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
[ 1.2673765420913696, -1.4823272228240967, -1.1679553985595703, 1.3582721948623657, 0.7655983567237854, 0.648560643196106, -2.129887342453003, 0.7141854763031006, -1.0881088972091675, 0.024579262360930443, -2.5787031650543213, 2.569547653198242, 1.36231529712677, 0.9098906517028809, -0.753...
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
[ -0.09314953535795212, -0.16286037862300873, -1.0868456363677979, 1.5528347492218018, 0.6577735543251038, -0.48438045382499695, -1.1553730964660645, 0.8529363870620728, 1.4629015922546387, 0.018771130591630936, -0.539637565612793, 0.4839556813240051, -1.4036165475845337, -0.7087029218673706...
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
[ 0.7137637138366699, -0.13485735654830933, 0.16512051224708557, 1.1678974628448486, 0.3264749348163605, -1.0322449207305908, -2.507878303527832, -1.22559654712677, -1.7744264602661133, -1.3254320621490479, 0.4661954343318939, -1.6811792850494385, 0.43707573413848877, -0.01661493629217148, ...
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
[ 1.0790866613388062, 0.13418883085250854, 0.6155151724815369, 0.6461356282234192, 0.33363229036331177, -1.0338374376296997, -0.3264688551425934, 0.6495295763015747, -0.010872592218220234, -1.7142257690429688, -1.2380706071853638, 1.1268994808197021, -0.23115567862987518, -0.0119973514229059...
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
[ -0.27029627561569214, -1.4577983617782593, 0.2890858054161072, -0.24024756252765656, 2.0415897369384766, -0.2423303872346878, -0.18805690109729767, 0.43040359020233154, 0.029520869255065918, 0.43120670318603516, -0.3972645103931427, 1.409411072731018, 2.233409881591797, 1.5391947031021118,...
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
[ 1.4883811473846436, 1.5287582874298096, -0.6385061144828796, -0.8491843938827515, -0.6414034962654114, 0.08739170432090759, -0.5759739279747009, -0.7926344275474548, -0.9729532599449158, 0.7136103510856628, 0.9700704216957092, 0.31087347865104675, 1.0669618844985962, 0.5835881233215332, ...
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
[ 0.8793864846229553, -1.017704725265503, 0.21250790357589722, -0.05880333110690117, 1.2504347562789917, -0.10296247899532318, -0.43697381019592285, -0.055300235748291016, -0.08823822438716888, 0.5892770290374756, 0.6136353015899658, -0.9412264227867126, -0.2298969328403473, -1.8448559045791...
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
[ -0.9129466414451599, -0.1815643161535263, 0.8994821906089783, -0.46838581562042236, -0.03202826529741287, 0.5435405373573303, -1.874723196029663, 0.43968096375465393, 0.22755584120750427, 1.8436861038208008, 0.33511972427368164, -2.0746138095855713, -0.008999831043183804, 0.453514993190765...
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
[ 0.03663434088230133, 0.6310126781463623, -0.34111231565475464, -0.39304327964782715, -0.04813450202345848, 0.46475353837013245, -1.4053469896316528, -0.281354159116745, 1.2722392082214355, 1.6777853965759277, -1.1738003492355347, 0.8783312439918518, -1.0983574390411377, 0.02456280589103698...
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
[ -1.0886402130126953, 1.4985789060592651, -0.33123454451560974, -0.5393857359886169, 0.06932707130908966, -0.33472222089767456, -1.3803069591522217, -0.3188540041446686, -0.3227939009666443, 1.4362143278121948, 0.27207261323928833, 1.566552758216858, -1.6592237949371338, -0.6626468896865845...
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
[ 1.4815077781677246, 0.17510515451431274, -2.3498077392578125, -0.1773746907711029, 0.8922207951545715, 0.41802939772605896, 0.019566107541322708, -0.05920133739709854, -1.0172216892242432, 1.9469789266586304, -0.3962762653827667, 0.9400336742401123, -0.13047826290130615, -0.169131413102149...
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
[ -0.9521846771240234, 0.7837584614753723, -1.4004467725753784, 0.30419081449508667, -0.6483229994773865, 0.7309418320655823, -1.7002662420272827, 0.10616262257099152, 0.8591729998588562, -1.0624725818634033, -1.373228669166565, -0.0948433056473732, -0.5736530423164368, -0.3185334801673889, ...
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
[ -0.5662232637405396, 0.2396264523267746, -1.1700434684753418, -0.8284217119216919, -1.151476263999939, 0.3109574615955353, 1.939518690109253, 1.0507875680923462, -0.6597039103507996, 1.1697289943695068, -0.34629517793655396, 0.7311540842056274, -0.5233741402626038, -0.782065749168396, -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