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[ 0.985987663269043, 1.3482195138931274, -0.9819424152374268, 1.5821139812469482, 0.6121147274971008, -1.0773481130599976, -0.2082073986530304, -0.04214673489332199, -0.9114744663238525, 0.08044280856847763, -1.705801248550415, 0.27227848768234253, 1.1318100690841675, -0.045957040041685104, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0607516765594482, 0.7807702422142029, 1.9856226444244385, -1.4353693723678589, -1.59414803981781, 0.6104764342308044, -0.7436226010322571, 0.19862519204616547, 0.9986186623573303, -0.23415254056453705, 0.8414450287818909, -0.12247947603464127, -1.4263108968734741, 0.8703578114509583, 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
[ -0.20695370435714722, 0.762748658657074, -0.2614651620388031, -1.3089569807052612, 0.5912606120109558, -0.12890207767486572, -0.7222545146942139, 2.404440402984619, 0.9989864826202393, 1.4944833517074585, 1.9560109376907349, 0.5219791531562805, -0.12717998027801514, -1.2443828582763672, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6387274265289307, 1.7319834232330322, -1.0781960487365723, -0.4937794804573059, 0.7069191336631775, 1.5273900032043457, -0.07801595330238342, 0.7314375638961792, 1.4084376096725464, 0.33608314394950867, 1.4852283000946045, 0.5825702548027039, -0.4174591302871704, 0.10556426644325256, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0760287344455719, -1.057628870010376, -0.8886597752571106, 0.7118840217590332, -0.09829439967870712, -1.809656023979187, 2.570896625518799, -0.6743996143341064, 0.312470406293869, 0.6394618153572083, -0.2080788016319275, 0.633064329624176, 1.710385799407959, 1.3421425819396973, 1.3464...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9493879675865173, 1.4845373630523682, 3.0881268978118896, 0.1296580582857132, 0.407735675573349, 0.6011899709701538, -0.7476798892021179, 0.928695023059845, -0.5678096413612366, -1.515852689743042, -0.34235695004463196, 1.1334240436553955, -0.10678818076848984, -0.08904993534088135, 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
[ -1.1273778676986694, -0.16910435259342194, 0.45760366320610046, 0.06885577738285065, -1.7756552696228027, 1.3024718761444092, -1.8930597305297852, 2.2249526977539062, -0.6173515319824219, 0.16288113594055176, -0.6529319882392883, -0.5929153561592102, 1.4957013130187988, 0.6291527152061462,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9461796879768372, -1.319710612297058, -0.3956521451473236, -0.07035142928361893, -0.42962169647216797, -1.9749234914779663, 0.19384634494781494, 0.1671968251466751, 1.9238842725753784, 0.9233831763267517, 0.9752030372619629, 0.725567638874054, 0.4965327978134155, -1.1922885179519653, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5694227814674377, -0.7341587543487549, -1.775121808052063, 0.3498520255088806, -1.2243973016738892, 0.33242759108543396, 0.6071521043777466, 0.7242130637168884, -1.233814001083374, -0.8630197644233704, 0.07883990556001663, 0.652055025100708, 0.6687633991241455, 0.6994788646697998, -0.0...
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
[ -0.7986924052238464, 0.19217580556869507, -0.613477349281311, 0.26589781045913696, 0.8670485019683838, 0.4110698103904724, 0.5419374108314514, -0.5618628859519958, -0.9269406199455261, 0.9988753199577332, 0.1363276243209839, 1.7598037719726562, 0.34930741786956787, -1.1317940950393677, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.847231388092041, 1.332364797592163, 0.21768586337566376, 0.5138126015663147, -1.4375755786895752, -0.26198551058769226, 1.4514718055725098, -0.021062975749373436, 0.1276274025440216, -0.05249425768852234, 1.9777113199234009, 0.3842878043651581, 0.5249453186988831, 0.05917099118232727, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5724428296089172, -0.527040421962738, -0.22352829575538635, -0.3051775395870209, 0.8912614583969116, -1.2597641944885254, 1.4175750017166138, -0.3125688135623932, 1.639001488685608, 0.4851444959640503, -1.0065596103668213, -0.12853384017944336, 0.8424033522605896, -0.3127136528491974, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4017808735370636, -0.1000518649816513, -1.2783087491989136, -0.30292075872421265, -0.624768853187561, -0.7475353479385376, 0.6709359884262085, -1.7444913387298584, 0.1381005048751831, -0.020646585151553154, 1.5329267978668213, -1.1720154285430908, 0.9449009299278259, 0.8703442215919495,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.009955420158803463, 0.8645968437194824, 0.9236351251602173, 0.0025106286630034447, -1.5348082780838013, -0.1296694576740265, -0.9255301356315613, 0.9692984223365784, -1.9374347925186157, 0.49996674060821533, -0.7487267255783081, 0.17441271245479584, 0.2750343382358551, -0.255446135997772...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40550345182418823, 0.6022772192955017, 0.19937460124492645, 0.4693182408809662, -0.39594703912734985, 0.9140242338180542, -0.3980163037776947, -0.025215700268745422, 0.905258297920227, 0.6058447957038879, 0.10169892758131027, 2.0427193641662598, -0.9217690229415894, 0.20537328720092773,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9049539566040039, -0.18208684027194977, 0.11480438709259033, -0.1766654998064041, -0.9375776648521423, -0.3419053554534912, 0.2876233458518982, 1.0783747434616089, 0.3772152364253998, -1.6013219356536865, -0.17017914354801178, 0.4149780869483948, 0.9069154858589172, 0.6129709482192993, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.6475396156311035, 0.6703877449035645, 0.2858952581882477, 0.0594143271446228, -0.40043970942497253, -0.4616991877555847, 0.18451900780200958, 0.9453790187835693, -0.46571797132492065, -0.5078880190849304, -1.0757509469985962, -0.853911280632019, 0.6248378157615662, 2.1113784313201904, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.48892977833747864, 1.2963125705718994, -1.2229188680648804, -0.036334551870822906, 0.3753746747970581, 0.24986426532268524, -0.84275883436203, -1.5131429433822632, -1.4078081846237183, 1.0703669786453247, -1.1289254426956177, -0.687201738357544, 0.2635873258113861, 1.5826038122177124, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5551740527153015, 0.23360702395439148, 0.2249172329902649, -2.0688037872314453, 0.9921549558639526, -1.639136552810669, 0.7044541239738464, -0.9653066396713257, -0.08864539861679077, -1.7040566205978394, -0.09414295107126236, 0.11654409021139145, -0.3152007758617401, -0.3515042364597320...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2478569746017456, 0.14313720166683197, -0.4743140637874603, -0.20539803802967072, 1.0875968933105469, 1.4575129747390747, 0.7070357203483582, 0.06855108588933945, 1.711183786392212, -1.2017979621887207, -0.49862998723983765, 0.4500630497932434, 2.252943277359009, 1.462431788444519, 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
[ -1.083580493927002, 1.1903289556503296, 0.21141670644283295, -0.47719132900238037, 0.14353017508983612, 0.3360706865787506, -1.060656189918518, -1.0004115104675293, 0.09401555359363556, -0.9367528557777405, 1.315218448638916, 0.7735046148300171, -1.3512189388275146, -1.9050062894821167, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5646398663520813, -1.741182565689087, 0.2801949083805084, 0.10563049465417862, -0.30696603655815125, 1.8429079055786133, 0.8566383719444275, 0.6915619373321533, 0.586593508720398, 0.34788450598716736, -1.4141026735305786, -0.8892048597335815, -0.6029192209243774, -1.121004581451416, 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
[ 0.4665381908416748, -1.2763382196426392, -0.07283448427915573, 0.9185912609100342, 2.068732261657715, -0.7742077708244324, -1.0062381029129028, -0.0850706472992897, 2.080519437789917, 0.5997636318206787, 1.8399094343185425, -1.0138790607452393, -0.6259214878082275, 1.521548867225647, -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
[ -0.9601001739501953, 1.1483418941497803, -0.07480048388242722, -1.0431636571884155, -1.745313286781311, -0.06567654013633728, -2.636552572250366, 0.0397954098880291, -2.159359931945801, -0.3777270019054413, 1.5093684196472168, -0.950556755065918, 2.473015785217285, -1.3681946992874146, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.46452102065086365, -0.5651895403862, -0.7171522378921509, 1.0396074056625366, 2.2837188243865967, -0.0780954509973526, -0.3214386999607086, -0.41427889466285706, 0.980728805065155, 0.13086377084255219, 0.32507285475730896, 0.5023745894432068, -1.9680393934249878, 1.1181135177612305, 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
[ -1.1511727571487427, -0.695946455001831, -0.04085346683859825, -0.2845463156700134, -0.6436539888381958, 0.10078338533639908, -0.8187769651412964, -0.40360376238822937, -1.1280162334442139, -1.395565152168274, -1.3466509580612183, 0.23080597817897797, -0.23832668364048004, 0.81429624557495...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9801055788993835, -0.24420788884162903, -0.2563334107398987, 0.9015648365020752, -0.8566941022872925, 0.11230330169200897, -0.29675012826919556, 0.43573588132858276, -0.8988115787506104, 0.39846017956733704, 0.411641389131546, 1.204471468925476, 0.0734727755188942, -0.2799263298511505, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.20792363584041595, 0.9768150448799133, -0.5636747479438782, 0.5236521363258362, 0.10276953876018524, 1.4204597473144531, -0.4215606153011322, -0.4196070432662964, 1.0425755977630615, 1.7299747467041016, -2.6644513607025146, -0.06673815846443176, -0.7482832074165344, 0.5417835712432861, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7549042701721191, -0.02747637964785099, -0.8186915516853333, 0.42861244082450867, 0.4153914153575897, 0.5495781898498535, -0.2394750565290451, -1.1995627880096436, 0.8672436475753784, -0.254408597946167, -0.27729296684265137, -0.23123455047607422, 0.2696292996406555, -0.936362087726593, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.591584324836731, -0.1074548289179802, 1.9637573957443237, 1.7731516361236572, 0.038848016411066055, -1.3295669555664062, 0.749506950378418, 0.5338525176048279, -1.2524689435958862, -0.7227942943572998, -0.08966153115034103, -0.2942894697189331, -0.6042467951774597, 0.22839467227458954, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.678674578666687, 2.3831334114074707, 1.1042429208755493, 1.2339013814926147, -0.34164586663246155, 0.08911639451980591, 0.10709677636623383, -0.5999097228050232, -1.0657349824905396, -0.5606525540351868, 0.014338885433971882, -0.6050958037376404, -0.23352639377117157, 0.13652022182941437...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9863951206207275, 1.2359669208526611, -0.5182037949562073, -1.143720269203186, 0.8866469860076904, 0.7090526819229126, -0.8316209316253662, 1.181919813156128, 0.8857958316802979, -0.24698875844478607, 0.16774000227451324, 2.3648059368133545, -0.4042937755584717, -0.765953779220581, 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
[ 0.9622978568077087, -0.743938684463501, 0.32289251685142517, 1.1534427404403687, 0.7872585654258728, 0.6691604852676392, -2.1846814155578613, 0.717546284198761, 1.665113091468811, -0.9820989966392517, -1.0992002487182617, 0.3763520419597626, -1.4201706647872925, 0.1291004717350006, -1.19...
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
[ -0.7817298769950867, -0.12396437674760818, -1.1676011085510254, -2.553661584854126, -0.7232217788696289, -1.073706865310669, -0.30387136340141296, 2.44822096824646, -2.0647575855255127, 0.43344464898109436, 0.1175055131316185, -0.0952157974243164, -0.758090078830719, -0.06660862267017365, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.044135682284832, 0.18961365520954132, -0.6404010653495789, 0.32179418206214905, -0.8823544383049011, 0.5175908207893372, 0.9386564493179321, 0.5070956945419312, 2.480011463165283, 1.4308514595031738, -1.1137444972991943, -0.7002450227737427, -0.6112199425697327, -0.12359081953763962, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.148920938372612, 0.7373429536819458, 1.8888524770736694, -0.922460675239563, -2.449253797531128, 0.3994150757789612, 0.32348963618278503, 0.06994806975126266, -0.24159404635429382, 0.1418198198080063, 0.032051313668489456, -0.023966817185282707, -1.2400867938995361, -1.6100682020187378, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0127063989639282, 1.46954345703125, -1.1018118858337402, 0.5382161736488342, -0.15384851396083832, 0.053412262350320816, 1.5052632093429565, -1.442875862121582, 1.721116065979004, 1.5591075420379639, 0.18371815979480743, 1.2801390886306763, 0.9183754920959473, -0.30571210384368896, 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
[ -0.3170263171195984, -0.42592960596084595, 0.7879474759101868, -1.975166916847229, -1.4037911891937256, -1.0971466302871704, 0.5978443026542664, 1.083024024963379, -0.6021451354026794, 0.9392149448394775, 0.2518834173679352, 0.9727105498313904, 0.13068293035030365, -0.5901070833206177, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.11653479933738708, 0.24856799840927124, -0.8887056112289429, 0.4096631407737732, 1.3509786128997803, 0.7858681678771973, -0.7165660262107849, -1.5258604288101196, 0.546451210975647, -0.6276429295539856, 0.9232629537582397, -1.692814588546753, 0.18712101876735687, -0.28884202241897583, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1639947891235352, -0.7569446563720703, 1.2441819906234741, -0.545478105545044, -0.5174882411956787, 0.6431156992912292, 0.12992972135543823, -0.6175680160522461, 1.0676223039627075, -1.2303154468536377, -0.7959790825843811, 0.9497193098068237, -0.2985783517360687, -1.3099479675292969, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6351898312568665, 0.8878572583198547, -0.37225067615509033, 0.12150333821773529, -0.8964726328849792, -1.0773364305496216, 1.2165465354919434, 0.7531984448432922, 0.44999435544013977, -0.528645932674408, -1.975111961364746, 1.6303515434265137, -0.06337861716747284, 0.7997922301292419, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5217616558074951, 0.4325624406337738, 0.2239566445350647, 1.3462740182876587, -1.4579501152038574, -0.6871915459632874, 0.5382108092308044, 0.2983713150024414, -1.1075133085250854, 0.5546616911888123, -0.6607966423034668, -0.7036088109016418, 0.5535332560539246, 1.5148080587387085, 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
[ -0.4019598960876465, -0.7545664310455322, 0.4051707088947296, -1.3641245365142822, 0.6501792073249817, 0.3639081120491028, -1.0249009132385254, 0.27135875821113586, -1.2761070728302002, -1.377332091331482, -0.2776486575603485, -1.562638521194458, -0.17587435245513916, 0.5234828591346741, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0030735731124878, 1.7303401231765747, 0.5400605797767639, -0.7211437821388245, -0.47492361068725586, -0.0063284020870924, 0.1523624062538147, 1.1101267337799072, 1.4888485670089722, 1.942076563835144, 0.3167824447154999, -0.5787011384963989, -0.4956584572792053, -0.529210090637207, 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
[ 0.11755937337875366, -0.7398454546928406, -1.4054621458053589, 0.8068503141403198, -1.787171721458435, 0.8716714978218079, -0.08897194266319275, 1.4612884521484375, -0.8768711090087891, 0.08666027337312698, -0.20528548955917358, -1.6377838850021362, -0.6781245470046997, 0.01951010338962078...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4344998598098755, -0.6791714429855347, 1.010627269744873, -0.8368064165115356, 0.13251513242721558, 0.48207327723503113, -0.605391800403595, 0.4237077832221985, -2.012873411178589, -0.4446331560611725, -1.0187932252883911, -0.4556732475757599, 0.3155784606933594, -0.17031502723693848, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5260533690452576, -0.7424508929252625, 1.1176494359970093, 0.8752801418304443, 0.2038104385137558, -0.7362642288208008, 1.9595694541931152, -0.2398240864276886, 0.16798171401023865, 0.7593960762023926, 0.8061951994895935, -0.286620557308197, -0.5515245795249939, 1.940041422843933, 0.68...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9866480827331543, -0.6260570287704468, -0.8536100387573242, 0.5322320461273193, 0.5508601665496826, 0.7941738367080688, -0.6934337615966797, 0.42805591225624084, -1.0401679277420044, -0.10677970945835114, -0.3466741144657135, 0.5585745573043823, 0.6090252995491028, 0.2718214690685272, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7151922583580017, 0.2771208882331848, 0.8374595642089844, 2.221684217453003, -0.5653130412101746, 0.13352414965629578, 0.39467594027519226, 0.37980392575263977, -0.5901337265968323, -0.04688826948404312, -1.9467523097991943, -0.4083901643753052, -1.2235517501831055, 0.36704349517822266,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.623449444770813, -0.669661283493042, -0.7378117442131042, -0.6000097990036011, -1.592535376548767, -1.0029593706130981, 0.9914224147796631, 0.8086072206497192, 2.0195508003234863, 0.3896695375442505, -0.422328919172287, 0.9972226619720459, -0.26529011130332947, 0.006939884275197983, 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
[ 0.6870304942131042, -1.5377843379974365, -0.4500366151332855, 1.0924644470214844, 1.50089430809021, -1.5414228439331055, 0.824326753616333, -0.3465369641780853, 0.5224407911300659, 0.36501720547676086, 0.42860156297683716, -2.1432573795318604, -1.363015055656433, 0.8100075125694275, 1.65...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3894317150115967, -0.1798943281173706, 1.002261996269226, 0.5573239326477051, 0.09179111570119858, 0.8602145910263062, 0.17351165413856506, 0.5881637334823608, -0.09133852273225784, 0.11152379214763641, -0.5379641652107239, -0.7769522070884705, 1.0384310483932495, -0.2377087026834488, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5929938554763794, -1.536651372909546, 0.39874619245529175, 1.3277828693389893, -0.7036359906196594, 0.41086843609809875, -1.208595633506775, -1.7912184000015259, -0.31589874625205994, 0.17112389206886292, -1.1864802837371826, 2.300579786300659, 0.07174123078584671, -1.3012205362319946, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4505332708358765, 0.12976199388504028, 0.571705162525177, -0.9205132126808167, -0.6525018215179443, -1.472658395767212, 0.01344287395477295, 0.784294068813324, 0.12983979284763336, -0.2258678525686264, 2.2251319885253906, -0.4440082013607025, -1.4117467403411865, -0.6280031800270081, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8059684634208679, -0.29680201411247253, 0.8226293921470642, -0.18430763483047485, 0.16374778747558594, 0.549502968788147, -0.10343179851770401, 1.3642152547836304, -0.6731035709381104, 0.6756743788719177, -0.8149186968803406, 2.0047221183776855, 0.7803307175636292, -0.1672200858592987, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5248905420303345, 1.4033377170562744, -0.9472676515579224, 2.431288242340088, 0.6527988314628601, -0.037163443863391876, -0.4122914671897888, 0.5366644263267517, 0.5797356963157654, 0.03873308002948761, 0.2907959818840027, 0.0882522314786911, -0.20218336582183838, 0.3475261926651001, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8712919354438782, -1.4410117864608765, 0.292288601398468, 0.07862310111522675, 0.7542351484298706, -1.3790091276168823, 0.9374407529830933, 0.5493325591087341, -2.386880397796631, 0.8482758402824402, -0.5799766778945923, 0.041100986301898956, 0.2890743315219879, -0.2647044360637665, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.9657245874404907, 0.6003764867782593, 0.4106101095676422, -0.9249095320701599, 1.5295196771621704, 0.4403187036514282, -1.0066978931427002, -1.3894153833389282, 0.2772465646266937, 0.7356951236724854, 2.007122039794922, -0.7804180383682251, -2.3621840476989746, -1.076834797859192, 0.62...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5902059674263, -0.6485333442687988, 0.26551270484924316, 0.8946958184242249, -0.4681982696056366, -0.45064178109169006, -0.7979439496994019, 0.7178805470466614, -0.7965570688247681, 1.5565619468688965, -1.3748756647109985, -1.206693410873413, 0.43083882331848145, -0.9280524253845215, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2695116996765137, 0.3221876621246338, 0.9660958647727966, 0.25631874799728394, -0.902603805065155, 0.36018112301826477, 1.295868158340454, -0.7347158193588257, -0.34934327006340027, -0.8922688364982605, 0.8025119304656982, -1.952708125114441, 0.25408026576042175, 0.6725671887397766, 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
[ 1.084574580192566, 1.9672880172729492, 1.02854585647583, -0.790001392364502, -1.300876498222351, 0.23167826235294342, 1.3811901807785034, 0.33666694164276123, -0.09011867642402649, 1.2386269569396973, -0.006204073783010244, 0.28716278076171875, 0.6527177691459656, 1.063730001449585, 0.89...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.15025299787521362, 0.26557767391204834, -0.9809302091598511, 1.1239279508590698, -0.32900306582450867, -1.3613810539245605, 0.5094121098518372, 0.7389917969703674, -2.463318109512329, 0.2661598026752472, 0.40085747838020325, -0.623866617679596, 1.1560266017913818, 1.9193115234375, -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
[ 0.33538857102394104, -0.437945157289505, -0.519451916217804, -0.36827030777931213, 0.6076988577842712, -0.7975620627403259, -0.24582886695861816, 0.5209667682647705, -0.9354773759841919, -0.36928191781044006, 0.4483893811702728, 0.8075333833694458, -1.699109435081482, -1.8972980976104736, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6305652856826782, 0.7159379124641418, 0.9505903124809265, 0.07839599251747131, -1.3463314771652222, 0.7854743003845215, 0.3728238046169281, 0.07822991907596588, 0.9046882390975952, 1.1265263557434082, -0.9414664506912231, 1.0404523611068726, 0.7805495262145996, 1.1031463146209717, -0.4...
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
[ -1.478546380996704, -0.14558283984661102, 1.459742784500122, -0.6400114893913269, 0.34430909156799316, -1.5786243677139282, -0.5612655878067017, -1.2337087392807007, -2.5096614360809326, -0.3577249050140381, -0.5338082313537598, 0.40299084782600403, 0.14404918253421783, -1.2278777360916138...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.44768548011779785, -0.259662926197052, 2.484820604324341, 0.15389059484004974, -0.3364979326725006, 0.17494124174118042, 0.1418268233537674, 1.3088356256484985, 0.9212329983711243, -0.04432807117700577, -1.5219082832336426, 0.8362704515457153, -0.6555382609367371, 0.4375571608543396, 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
[ -1.1936520338058472, -1.6760756969451904, -0.2169492393732071, 1.976744532585144, 0.2469775378704071, -0.18089036643505096, -0.9081763625144958, 0.4857940077781677, -2.2107181549072266, 0.4703390896320343, 0.08854027092456818, 0.09219028055667877, -1.34214186668396, -0.8280429244041443, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.03180088847875595, 0.06773069500923157, 0.39573413133621216, 0.08326570689678192, 0.945581316947937, -1.3026704788208008, 1.5807791948318481, -0.7841917872428894, 1.4794716835021973, -1.018261432647705, -1.2412986755371094, 0.45608198642730713, -0.23004716634750366, -0.9616194367408752,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1931765377521515, 0.6531647443771362, -0.1681455820798874, 0.9693626761436462, 0.7703983187675476, -0.7853538393974304, 0.23793566226959229, -1.514970064163208, 0.6636270880699158, 0.03615962713956833, 0.5389633178710938, -0.47683045268058777, -1.495736837387085, -0.9050082564353943, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9305146932601929, 1.6108304262161255, -0.11518732458353043, -3.78745174407959, 0.17412444949150085, -1.148436427116394, 1.735960602760315, -0.12665799260139465, -0.08117616921663284, 1.3671655654907227, 0.47343820333480835, -0.43613892793655396, 0.6531538367271423, 0.4945233464241028, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9680188894271851, 0.44800159335136414, 0.008035989478230476, 0.22033853828907013, 0.43844330310821533, -0.7615919709205627, 0.023334341123700142, 1.9153412580490112, 0.010312859900295734, 0.98004549741745, -0.38132086396217346, 0.1751360297203064, 0.5808900594711304, 0.6151267886161804,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9956303834915161, -0.3494182527065277, 0.6687162518501282, 0.4002336859703064, -0.3159107565879822, -0.36479902267456055, 0.011395227164030075, -0.014428015798330307, 0.4557323157787323, 0.3047124147415161, -0.16277237236499786, 0.4899104833602905, -0.03415108844637871, 1.259942412376403...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6631560325622559, 1.1387661695480347, 0.10695841163396835, 0.2876336872577667, -0.28690826892852783, -0.5016921162605286, -0.6053791642189026, -1.3089932203292847, -1.2860139608383179, -0.9114861488342285, -0.2986871302127838, 0.7212753295898438, -0.04192299768328667, -0.4800189733505249...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.332873821258545, -2.519345283508301, -0.12884002923965454, 0.5059743523597717, -0.34414494037628174, 1.2743746042251587, -2.1968493461608887, 1.0196534395217896, -1.2775126695632935, 0.2028747946023941, -0.031300272792577744, -1.6774522066116333, -1.5657073259353638, 0.011356756091117859...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7730516791343689, 0.10743258893489838, -0.3235839009284973, -0.17906521260738373, 1.0315660238265991, 0.3839808404445648, 0.13469815254211426, -0.6816040277481079, 0.228021502494812, 0.40222206711769104, -0.9485025405883789, -0.3193346858024597, -0.27251675724983215, 1.470481276512146, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2003689855337143, -0.20634415745735168, 0.4578600227832794, 0.09267903119325638, -0.8697234988212585, 0.08377118408679962, 0.9134103059768677, 0.11450503766536713, 0.5851989984512329, -1.5624717473983765, 3.1379573345184326, 0.7250838279724121, 0.1586727797985077, -0.5827668309211731, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5625775456428528, -0.006832699757069349, 0.234378382563591, -1.0693817138671875, -1.483580470085144, -0.9709826707839966, 1.233221411705017, -0.7862926125526428, 0.48119843006134033, 0.46058154106140137, -0.509857177734375, -0.3057031035423279, -0.7595734000205994, 0.7518129348754883, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08286193758249283, 3.2572553157806396, 1.232781171798706, -0.6454437971115112, -0.741793692111969, -1.2551298141479492, -0.5906940698623657, 0.8158991932868958, -0.9299988150596619, 0.1491117626428604, 0.461121529340744, -0.8805031776428223, -0.017025047913193703, -1.4406654834747314, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.986511468887329, -0.3762461543083191, 1.1462523937225342, -0.24283207952976227, -0.5899485349655151, 0.8303551077842712, 0.3748941421508789, 1.104997158050537, -0.1118006706237793, -0.02653440274298191, -0.8772547245025635, 0.5854990482330322, 1.793576717376709, -2.527794599533081, -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
[ 0.13609209656715393, 0.4611915051937103, -0.4530741572380066, -2.3254189491271973, 2.0690953731536865, 1.1759860515594482, 1.0715374946594238, -0.3539768159389496, -0.882243812084198, -1.1905982494354248, 1.337928056716919, 0.19947710633277893, -1.6652432680130005, 0.6076906323432922, -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
[ -0.010922984220087528, 2.2953038215637207, -0.49895158410072327, -0.7245006561279297, -0.23247991502285004, -0.8762140274047852, 0.105585016310215, -0.7500557899475098, -1.1557267904281616, -0.2941547930240631, -0.24763959646224976, 1.2570828199386597, 1.8559974431991577, 0.513426184654235...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7841475009918213, -0.19527947902679443, 1.4008151292800903, -0.8071664571762085, -0.24107132852077484, -0.07664472609758377, 0.31010815501213074, 2.227935314178467, 0.15773504972457886, -0.23684515058994293, 0.2838280200958252, 2.0812339782714844, 1.4445992708206177, 0.10873927921056747,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7585561275482178, -0.05211801454424858, 0.9482032656669617, 0.3927404284477234, 0.46794936060905457, 0.7299450635910034, -0.8991318345069885, -0.004346013534814119, 1.007409691810608, 0.3072223365306854, 0.6375221610069275, -0.5582399964332581, 0.21159955859184265, -1.1645112037658691, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.33128416538238525, -0.3541750907897949, 1.1858136653900146, -0.15550605952739716, -0.4245779514312744, -1.3297265768051147, -0.18526265025138855, 0.9723256826400757, 1.0454598665237427, -0.39699727296829224, 0.5627714991569519, 0.22068661451339722, -0.41151073575019836, 0.62911468744277...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5521776676177979, 1.7843915224075317, 0.8485207557678223, 0.1472013145685196, -0.2675432562828064, 1.4388819932937622, 1.3113406896591187, -1.2129048109054565, 0.8933184742927551, 0.8686785697937012, -1.2091364860534668, -0.3486424684524536, 0.5448702573776245, 0.8107014298439026, -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
[ 1.1511645317077637, 1.3643019199371338, -0.13713981211185455, 0.2660801410675049, 0.9621829390525818, -1.1625957489013672, -0.2075040489435196, 0.5531041622161865, 1.1823842525482178, -0.728042721748352, 0.10539767146110535, -0.05694841593503952, 0.4710589051246643, -1.1961196660995483, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8347721099853516, -2.459613561630249, -1.0818008184432983, -0.4517817795276642, 0.638340413570404, -1.4718691110610962, -2.136047840118408, -1.0232175588607788, 0.42660096287727356, 1.4919241666793823, 0.6138465404510498, 0.2883462905883789, -0.14464311301708221, 0.3892943263053894, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.46602797508239746, 0.26460227370262146, -1.3305797576904297, -0.040663931518793106, 0.23741090297698975, -1.1762189865112305, 0.29417282342910767, 1.8288216590881348, -1.2879884243011475, -0.9544240236282349, -0.1543266624212265, 0.2503003478050232, 0.5408405661582947, 0.8206825256347656...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3492263555526733, 0.6367777585983276, 1.000011920928955, -1.581033706665039, 1.3015962839126587, -1.0943658351898193, -0.3664974570274353, -0.06795758008956909, 0.5224037170410156, -0.652286946773529, -0.7187158465385437, 0.7109560966491699, 1.6769840717315674, -0.45896121859550476, 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
[ -0.7110639214515686, -0.8406280279159546, 1.1236598491668701, 1.3832460641860962, 1.2115540504455566, -0.007348508574068546, -0.3528800904750824, -1.2336201667785645, -0.5762909054756165, 0.606918215751648, -0.48129329085350037, 1.3067333698272705, 0.7918121218681335, 0.1757471263408661, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3175183534622192, 0.39197689294815063, 0.6761436462402344, -0.8431169986724854, 1.474497675895691, 0.8713377714157104, 0.5830441117286682, 0.3445338010787964, 0.39584603905677795, -0.26123714447021484, -0.9415518641471863, 1.9715694189071655, -0.13899356126785278, 0.4360029995441437, 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
[ 0.040172211825847626, 0.6767083406448364, -0.6899081468582153, -0.38898274302482605, -0.5470045804977417, 0.2480866014957428, 0.1309320479631424, 0.09856792539358139, -0.02298303321003914, 0.376901239156723, -0.8594268560409546, 0.40614306926727295, -0.2976346015930176, -1.5035735368728638...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.07440033555030823, -0.363447904586792, -1.6054948568344116, -1.7827998399734497, 0.4933331310749054, 0.03353904187679291, -0.1255006343126297, 0.5538709163665771, 0.4665013253688812, 0.41963011026382446, 2.0417819023132324, -1.2331233024597168, -1.3356876373291016, -0.18668994307518005, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9091838598251343, 0.8131723403930664, -1.9067986011505127, -2.534055709838867, 0.4189549684524536, -0.524648129940033, 0.17746123671531677, -1.8138487339019775, 0.2496698498725891, -0.07369764149188995, -0.7434812188148499, 0.3716657757759094, 0.9846839904785156, -0.011675359681248665, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.26456740498542786, 1.2127201557159424, 0.9426149725914001, -1.0242639780044556, 0.913759708404541, 1.0625191926956177, -0.07829832285642624, -1.5430032014846802, 1.8084279298782349, -1.0525761842727661, -0.28028154373168945, 0.3143882155418396, -0.40453991293907166, 0.7639377117156982, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6150349974632263, -0.07222288101911545, 0.12863798439502716, -0.9288737177848816, -0.5513980984687805, -1.22323477268219, 0.12297999858856201, 1.9797098636627197, -0.951963484287262, 1.2753700017929077, 1.0100187063217163, -0.8884226083755493, 0.7664527893066406, -0.5858949422836304, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7045829892158508, -0.5705291628837585, -0.98426753282547, 0.7103917002677917, 0.7763321995735168, -0.507450520992279, 0.817020058631897, 0.9617377519607544, 0.8256703615188599, -0.6357150673866272, -0.04934833198785782, -1.5607033967971802, 0.1294197291135788, 1.5386743545532227, -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
[ 2.3780665397644043, -1.304179072380066, 0.22862286865711212, -1.3553454875946045, 0.9393925666809082, -0.4997733235359192, 0.0785505399107933, -1.112428069114685, -1.181565761566162, 0.8066698908805847, 1.649111032485962, -0.19770695269107819, -1.0875438451766968, -0.6089269518852234, -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
[ -0.6584638357162476, -0.9282005429267883, 0.31268301606178284, -2.01930570602417, -0.595704197883606, -2.492166042327881, -1.583901047706604, -0.7423068284988403, -1.2112679481506348, 0.20729105174541473, -0.0732780247926712, 1.0060131549835205, 1.3135589361190796, 0.2652778923511505, 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
[ -0.7138511538505554, 1.4022550582885742, 0.7904943823814392, -2.2339420318603516, 0.31790903210639954, -0.3025573194026947, 1.9240957498550415, -0.29180264472961426, 0.32482558488845825, -1.5542304515838623, -0.5745226144790649, 1.1379085779190063, 1.0932685136795044, 0.3620092272758484, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis