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[ 0.4531492590904236, -0.4079337418079376, 0.21861012279987335, -1.2880858182907104, -0.8358513712882996, 1.254014253616333, 1.170480489730835, -1.6250370740890503, 0.5122849345207214, -0.8702989816665649, -0.11112533509731293, -0.5394683480262756, 0.8996267914772034, 0.026623975485563278, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.197422981262207, -0.25866222381591797, 0.0013967546401545405, -0.7031015157699585, 0.7012293338775635, 0.47878333926200867, 0.6342794895172119, -0.16597522795200348, 0.6567745804786682, 1.5044879913330078, -0.08757531642913818, 2.5541930198669434, -1.0326647758483887, 0.2829725444316864...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0339635610580444, -1.0070981979370117, 0.7644175887107849, -0.14081022143363953, -0.5924274921417236, 0.6173533201217651, -0.7415099740028381, 0.28067755699157715, -0.8033709526062012, -1.5972933769226074, -0.32991141080856323, -0.13607659935951233, 0.2156357765197754, 1.615687251091003...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.21098265051841736, 1.3337146043777466, -1.1806204319000244, 0.35546815395355225, 0.9113419651985168, 0.6237141489982605, -0.2674834430217743, -0.4443662166595459, 1.0412359237670898, -1.2303942441940308, 0.6928412914276123, 0.5533367991447449, -1.8228567838668823, 0.5043541193008423, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8704888224601746, -1.4021700620651245, 0.0008554892847314477, -0.6297149658203125, 0.2560662031173706, -1.7025264501571655, 0.8553981184959412, -0.16675986349582672, 0.1366051584482193, -1.320562720298767, 0.30571943521499634, 0.3925935924053192, 0.3688487112522125, 1.3083562850952148, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.06707318872213364, -0.28569987416267395, 0.05167680233716965, 0.566952109336853, -0.9049850106239319, 1.4812666177749634, -1.5640335083007812, -1.8731058835983276, -0.15436020493507385, -0.3914419710636139, -0.6964888572692871, 0.8497076034545898, -1.2224653959274292, 0.5282242298126221,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.885305643081665, 0.07920058816671371, -1.7886353731155396, -0.5228621363639832, -2.2997663021087646, 1.018912672996521, 1.375989556312561, -1.800924301147461, 2.0923843383789062, 0.9830425381660461, 1.3074703216552734, 0.8147228956222534, 1.2196478843688965, -0.5734281539916992, -0.935...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6678879261016846, 0.31976205110549927, -1.5159004926681519, 0.5395503640174866, -0.7294265031814575, 0.18405254185199738, -1.9558501243591309, 0.17602165043354034, 0.5630007982254028, -0.18454383313655853, 1.0821055173873901, 0.5360570549964905, 1.24283766746521, 1.9913228750228882, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.12914037704467773, -1.0159268379211426, -1.0640182495117188, -0.8137102723121643, 0.4389932155609131, 0.6732125878334045, -1.5541996955871582, -0.3404112756252289, -0.1603139489889145, -1.7045804262161255, 0.21832099556922913, 0.5271642804145813, -0.26326891779899597, 0.6678487062454224...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4145171046257019, 0.02862931229174137, -1.110550880432129, -1.2566349506378174, 2.0141568183898926, -1.4517722129821777, -0.5562983155250549, -0.2874707579612732, 0.4079761505126953, 0.5533702969551086, 0.6217111349105835, -0.19868366420269012, 0.5574003458023071, 0.18132421374320984, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4541918933391571, -1.9596046209335327, -0.4690108597278595, 1.0755337476730347, -1.2327840328216553, 0.3393300473690033, 0.5487770438194275, 0.5053225159645081, 0.21691763401031494, 0.8088080286979675, 0.75304114818573, -0.5449011325836182, -0.3023565709590912, -1.7235428094863892, -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
[ 0.2703368663787842, 0.5785176753997803, -0.20852108299732208, -0.023385442793369293, 0.110813669860363, 0.3936516046524048, 0.23152673244476318, 1.6821554899215698, 1.2430830001831055, -1.460281252861023, 0.9181416630744934, -0.6004172563552856, 0.5924158692359924, -0.3138364553451538, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0463297367095947, 0.41814976930618286, 0.19967614114284515, -0.21545153856277466, 1.078880786895752, -1.4771958589553833, -0.9637153744697571, 0.9017400741577148, 0.08498536795377731, -0.47028452157974243, 0.289266437292099, 0.4304966628551483, 2.6305055618286133, 0.3314347267150879, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0905835628509521, 0.1707582026720047, 0.149402916431427, 0.4711105227470398, -0.23490099608898163, -1.7998552322387695, -0.49465930461883545, 1.461281180381775, -0.49386709928512573, -1.2170652151107788, 1.021332025527954, 1.487562656402588, 1.1136598587036133, 1.2074676752090454, -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
[ -0.6232601404190063, -1.292693018913269, 0.1352081149816513, 0.6857770681381226, -0.41623881459236145, 3.410189151763916, -1.5382593870162964, -0.08384472131729126, -0.3390651047229767, -0.03190981596708298, 0.9116119742393494, 0.6065828204154968, -1.4135792255401611, 0.769931435585022, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8949033617973328, -0.832372784614563, 1.4001797437667847, -1.4764914512634277, -0.4746547043323517, -0.8289250135421753, 0.10288079082965851, 0.15272535383701324, 0.5765764117240906, 1.9455057382583618, -0.6078802943229675, 0.8296404480934143, -0.7649109363555908, -1.1881119012832642, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2282637655735016, -0.26811379194259644, -1.714572548866272, -0.8561257123947144, 1.124588966369629, -0.8671234846115112, -0.1330002099275589, 0.8562270998954773, 0.7465384602546692, -1.3409165143966675, -0.8352029323577881, -0.1864451766014099, 1.0296900272369385, -0.8499948978424072, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6502202749252319, 0.004496446345001459, -0.2522784173488617, -2.531374931335449, -1.9939093589782715, 2.1160144805908203, 0.5607074499130249, 1.8248671293258667, -0.7065702080726624, 2.2615089416503906, 0.1659385710954666, 1.4913922548294067, -0.9634826183319092, -1.6201236248016357, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5705235004425049, -0.44262832403182983, 0.49898916482925415, -0.626759946346283, -0.4376334249973297, 0.4375171661376953, 0.2795611321926117, -0.7824678421020508, 0.21833299100399017, -0.3983116149902344, 0.677657425403595, -0.08042454719543457, 2.3811075687408447, 0.2893935739994049, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.07697437703609467, 1.7008308172225952, -1.8158735036849976, 0.9059540033340454, -1.3197834491729736, -0.15873080492019653, -0.7115883827209473, 1.3053209781646729, 0.22584912180900574, 0.21754179894924164, 0.6029849052429199, 0.3701900243759155, 1.047206997871399, -0.2931919991970062, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4846035242080688, 0.6601232886314392, 2.9726123809814453, 1.080446481704712, 1.5792254209518433, 0.19242273271083832, 1.107377290725708, -0.9118205904960632, 1.4074629545211792, -0.18374326825141907, 0.27913326025009155, 0.13364405930042267, -1.2721468210220337, 2.283567190170288, 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
[ 2.1713545322418213, -0.7399770617485046, 0.06557569652795792, 0.3584965169429779, 1.2567087411880493, 0.4435546100139618, -1.285963773727417, 1.5217649936676025, -0.21810416877269745, 0.5831174254417419, 1.7055938243865967, 0.6120645403862, -0.7823920249938965, -0.27209410071372986, 0.12...
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
[ -0.6152933239936829, -0.3558776080608368, -0.38032346963882446, 0.13036780059337616, -0.24904166162014008, -0.7008911371231079, -0.38111254572868347, -0.905158281326294, -0.7809709906578064, -1.5376603603363037, 0.8249029517173767, 0.8229015469551086, -0.7891947031021118, 0.517377316951751...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4650661945343018, -0.21027113497257233, -0.5732608437538147, -1.1316052675247192, -1.2361907958984375, -0.27601954340934753, 0.5030097365379333, -0.16756819188594818, -0.6740694046020508, 0.04971721023321152, -0.35458964109420776, -0.571079671382904, -0.6505644917488098, -1.2682181596755...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.039365530014038, -0.2364339828491211, -0.8179973363876343, -1.3276491165161133, 0.5160455107688904, -1.7965831756591797, -0.8131130933761597, 0.9838635325431824, -1.5350738763809204, 1.5324883460998535, -0.7258276343345642, 2.5312438011169434, -0.6032373309135437, -0.5107391476631165, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.36808452010154724, -1.1790542602539062, -0.4261321723461151, -0.49334973096847534, 0.42811712622642517, -1.2890995740890503, 0.7600281834602356, -0.8309941291809082, -0.49008268117904663, -0.010526769794523716, -1.583733081817627, -1.1145073175430298, 1.798806071281433, -0.71358764171600...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0019657611846924, 1.1160564422607422, 1.3737870454788208, 0.1791437417268753, -1.1381675004959106, 0.14582815766334534, 1.080440640449524, 0.6406878232955933, -0.09204317629337311, -1.4628968238830566, 0.7008181810379028, 1.4979828596115112, -1.5035690069198608, -1.0982346534729004, -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
[ -1.0707647800445557, 0.520660936832428, -1.2908049821853638, 0.6992644667625427, 1.6362481117248535, 1.3721529245376587, 1.5995278358459473, 0.13592369854450226, 0.43801063299179077, 0.5698750615119934, 2.4086382389068604, 0.6535101532936096, 0.4746799170970917, -0.8496330380439758, -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
[ 0.938763439655304, 1.6835201978683472, -0.3869326114654541, 0.4707891047000885, 0.27012401819229126, -1.3747859001159668, -0.5820716619491577, 0.3293631076812744, 0.5169171094894409, -0.9433534741401672, 1.855657935142517, -0.6868855953216553, -0.30039656162261963, -1.7037192583084106, 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
[ 0.8580264449119568, -0.45933637022972107, 0.17167362570762634, -0.3819749057292938, -1.928807020187378, 0.6170175671577454, 0.041459131985902786, -1.0599616765975952, 0.21383844316005707, 1.3725473880767822, 1.6627486944198608, -2.300764560699463, 0.5352091789245605, 0.7600602507591248, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4030685424804688, 0.43872833251953125, -0.05434459447860718, 0.45116785168647766, 0.44399258494377136, -0.4581979811191559, 1.6092177629470825, 0.05802926793694496, -0.7709410786628723, -1.3605879545211792, 0.044959656894207, 0.35761362314224243, 0.31325018405914307, 0.000231773432460613...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.519667387008667, -0.29723605513572693, 0.34674978256225586, 0.9752803444862366, -0.7571901082992554, -0.40104907751083374, -0.5420361161231995, 0.6855384111404419, 0.5389804840087891, 0.677384614944458, -1.0273652076721191, -0.7091975808143616, -1.245512843132019, -1.388308048248291, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5260796546936035, -0.1950678527355194, -0.8585445284843445, -0.1456863284111023, -1.5114670991897583, -0.29045748710632324, 1.6737111806869507, -0.3453245759010315, 0.25270310044288635, 0.24281536042690277, -0.4716986417770386, 0.27287545800209045, 1.7312884330749512, 1.1687928438186646,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7194692492485046, -1.5143864154815674, -0.40755346417427063, 1.1092945337295532, -0.8211873173713684, -0.30676206946372986, 0.3536773920059204, -0.8934218287467957, -0.7837382555007935, -1.4648889303207397, 1.1727771759033203, 1.6478188037872314, 0.30398011207580566, 0.24831229448318481,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.583479881286621, 0.45678436756134033, -0.07391241192817688, -0.37937644124031067, -2.327125072479248, 1.2265397310256958, 1.4720441102981567, 0.2920432686805725, 0.7702295780181885, 1.392398715019226, -0.5559958815574646, -1.2764838933944702, -0.6890334486961365, 0.037562038749456406, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3757016062736511, 0.5548686385154724, -0.1049986183643341, 0.19891013205051422, 1.775627613067627, -1.2249352931976318, 0.17829857766628265, 0.37972044944763184, 2.2181053161621094, -1.7762420177459717, -0.5524194240570068, 0.5761430859565735, 0.6508532166481018, 1.1563130617141724, 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
[ 0.6922554969787598, 0.4234500527381897, -0.4964408874511719, -0.4731731116771698, 0.20801275968551636, 1.1505311727523804, 0.2736193835735321, 0.12652267515659332, 1.1185221672058105, 1.2935212850570679, -2.1432507038116455, -0.035564836114645004, 0.13732072710990906, 1.4127154350280762, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.217733383178711, -0.14029738306999207, 0.5334247946739197, -1.5199488401412964, -1.2287479639053345, 0.11796990036964417, -0.6674911379814148, -0.25990042090415955, 1.9150806665420532, 1.253328561782837, -0.6674862504005432, 0.21496285498142242, 1.1095008850097656, -1.225042462348938, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.05357616767287254, 0.30360180139541626, 0.13555479049682617, 0.5247904062271118, -0.18147742748260498, -0.26359879970550537, 0.9695303440093994, -1.7482343912124634, -0.31354913115501404, 0.2178790122270584, 0.742042064666748, 1.0713778734207153, 0.7158263325691223, -1.3282220363616943,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.0006739941309206188, -0.750613808631897, -1.130829095840454, 1.052542805671692, -2.045220375061035, 1.05759596824646, 2.1186270713806152, -0.22544866800308228, -1.1576076745986938, -0.09333688020706177, -0.23666608333587646, 1.1080012321472168, -0.9860727190971375, -1.1801939010620117, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.05859953165054321, -1.7155160903930664, -1.556205153465271, 0.10676630586385727, -0.07780604809522629, -1.01231849193573, -0.055631596595048904, -2.4253649711608887, 0.30171531438827515, 0.14586816728115082, -1.0951285362243652, 1.931064486503601, -1.8827306032180786, 0.8879839181900024,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3905845284461975, 1.8149073123931885, -2.002153158187866, 0.6502230763435364, -0.7374963760375977, -1.0062299966812134, -0.11785902827978134, 0.3433915972709656, 0.46590882539749146, 0.49296706914901733, 0.7348076105117798, 1.6210072040557861, 1.8555340766906738, 0.0591353215277195, -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
[ -0.589999794960022, -1.0937457084655762, -0.31897813081741333, 0.5673630833625793, -0.9105637669563293, 0.6459456086158752, 0.7198754549026489, 2.5755996704101562, -1.1755671501159668, -1.5724132061004639, 0.9549880623817444, 0.22822856903076172, -0.1224743202328682, -0.3454744219779968, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5810651779174805, 0.13584129512310028, 1.4882256984710693, -0.7888782620429993, 1.8506293296813965, -0.10281162708997726, 0.2650335729122162, 0.3257710337638855, -0.32025957107543945, -0.12709306180477142, -0.6118837594985962, -0.22671915590763092, 1.4729738235473633, 0.6317243576049805,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4845833480358124, 0.5279282331466675, 1.5496183633804321, -0.137970432639122, -0.4214995801448822, 0.4256579875946045, 0.7209833860397339, -0.2883736789226532, -1.5307953357696533, 2.120802402496338, 0.7278075218200684, -0.4147554636001587, 0.9352114200592041, 0.655622124671936, 0.783...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.22769948840141296, 0.7664459347724915, -1.3608381748199463, -0.003333751345053315, -1.8046581745147705, 0.5842163562774658, -1.2544012069702148, 0.5768014192581177, 0.38344740867614746, -1.5629478693008423, 0.6505674719810486, -0.10485223680734634, 0.3893584907054901, -2.0812294483184814...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7083631753921509, 1.1626404523849487, -1.2862547636032104, -0.6296690702438354, 1.267303228378296, -0.2613622844219208, -0.9571834802627563, 1.269964575767517, 0.5086246132850647, -1.7667796611785889, 0.9697882533073425, -1.395047664642334, 0.11967655271291733, 1.0179952383041382, 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
[ -0.4927733540534973, -1.0595020055770874, -0.6826974153518677, -0.4997972548007965, 0.6064193844795227, 0.48119422793388367, 1.0429095029830933, -0.4913676381111145, 0.2618919909000397, -0.3649981915950775, 1.1315701007843018, 0.7273526787757874, -0.14824900031089783, 0.09233922511339188, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2926522493362427, -0.4076346755027771, -0.07901483029127121, 0.4340972602367401, -0.10312867909669876, 0.49860435724258423, 0.0779895931482315, -1.7118730545043945, -1.7960692644119263, 0.05014996975660324, -0.0675848126411438, 0.6394249200820923, 0.7379993796348572, 1.108687400817871, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.471723198890686, -0.170925110578537, -1.4580515623092651, 0.8192344903945923, -0.7227900624275208, 0.40163183212280273, 1.13681960105896, 0.23329122364521027, 0.5643011331558228, -0.16531100869178772, 0.9625042080879211, 0.0005307797691784799, -0.8243201375007629, 0.7348873615264893, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.16273614764213562, -1.2227263450622559, -0.24619346857070923, 0.49773886799812317, -0.7155778408050537, -0.4976312518119812, -0.4264526963233948, -0.7989642024040222, 1.2311584949493408, 0.7141168713569641, 0.9330596327781677, -1.4453504085540771, 1.1168636083602905, -0.3894489705562591...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5646673440933228, -1.2846227884292603, -0.6827934384346008, -0.44395509362220764, -0.29341498017311096, -0.17318211495876312, -1.5535329580307007, -0.4566470682621002, 0.7479383945465088, 0.34743282198905945, -0.864471971988678, 0.5951669216156006, 0.857101559638977, 0.7909800410270691,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.4856619834899902, 0.21989773213863373, -1.7712697982788086, -0.0019646522123366594, 2.55248761177063, -0.744249165058136, -0.2431018203496933, -0.930023193359375, 1.06659734249115, 0.8115143179893494, -1.385064721107483, 0.5258423686027527, 0.2245449274778366, -0.1834155023097992, 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
[ -0.34187355637550354, 1.1380358934402466, 1.314610242843628, 1.2528382539749146, -0.7790249586105347, 0.7897239923477173, -1.4070738554000854, -0.5749749541282654, -0.20139381289482117, -0.0563030019402504, -0.2140999287366867, 0.7270458340644836, 1.2720810174942017, 1.0411343574523926, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7425253987312317, 0.16034863889217377, 0.2765052318572998, -1.6917290687561035, -2.1804118156433105, 1.8140848875045776, -0.9574893116950989, -0.39793094992637634, 0.5724100470542908, 0.6607087254524231, -0.848133385181427, 0.5290989279747009, -0.8052617311477661, 1.121731162071228, -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
[ -1.7389014959335327, -0.7744317054748535, -0.13474160432815552, -0.024981942027807236, 2.849461078643799, 0.6053565740585327, 0.3018631935119629, -0.043181490153074265, 0.8299829959869385, 0.40712273120880127, 0.4223158061504364, 0.755935788154602, -0.07524164766073227, 0.16245155036449432...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7345939874649048, 0.1174042820930481, 0.41940975189208984, 0.12877683341503143, 0.12213604897260666, -0.511767566204071, -0.17907914519309998, -0.20322127640247345, -1.4261788129806519, -1.3858895301818848, -0.40433168411254883, 0.4048433303833008, -1.6547743082046509, 0.011324541643261...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.18189823627471924, 1.1522027254104614, -1.8089556694030762, 0.07215866446495056, 0.5327275991439819, -1.609892725944519, 0.2948695123195648, -0.23428644239902496, -0.508782148361206, -0.029370639473199844, -0.22613553702831268, -1.2682024240493774, 0.22539174556732178, 0.005872459150850...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6253732442855835, -1.0906540155410767, 2.0325229167938232, 0.1286831945180893, -0.8181820511817932, 0.17547403275966644, -1.2140413522720337, 0.8997125625610352, -1.3349350690841675, -0.04887200891971588, -0.763756275177002, 1.1721913814544678, -0.8971884846687317, 0.8409506678581238, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.28520554304122925, 0.7104149460792542, 0.412360280752182, 1.6118053197860718, -0.9836392402648926, 0.22291621565818787, -0.4638662040233612, -0.9665817022323608, -0.7807637453079224, -0.742682158946991, 0.17534253001213074, -0.1971186101436615, 0.6222177147865295, 1.409537434577942, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5277376174926758, 2.069401264190674, -0.9902659058570862, 0.14965280890464783, -0.13281583786010742, -0.6880328059196472, 0.9046868681907654, -2.009812355041504, 0.5367250442504883, -1.3663371801376343, 0.8135954737663269, 2.436497688293457, 0.6988930106163025, -0.34011831879615784, -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
[ -2.572277307510376, 0.3614197373390198, -0.9810431599617004, -0.3699553906917572, -0.38267067074775696, -0.4380263388156891, 0.5904608368873596, 0.13187570869922638, 0.7824367880821228, -0.9735345840454102, -0.6024859547615051, -1.038755178451538, 0.995905339717865, 1.1300216913223267, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3278109133243561, -0.4807089865207672, -0.8500587344169617, -1.3879127502441406, 0.3207421600818634, 2.121743679046631, -1.227794885635376, 0.08520502597093582, -0.09840775281190872, 0.2772665023803711, -0.13738784193992615, 1.4893747568130493, 0.4118078052997589, 2.006164789199829, -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
[ -0.5547124743461609, 0.9539608359336853, 0.6337105631828308, -1.3543012142181396, 0.10284622758626938, -1.4008302688598633, -0.32334399223327637, 0.3705015480518341, 2.1961164474487305, -0.7899708151817322, -1.181086540222168, -1.8365027904510498, 1.108067274093628, -0.9932734966278076, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.540136456489563, -0.058492422103881836, -0.45138877630233765, 1.802280068397522, -0.003728057723492384, -0.290645956993103, 1.0110400915145874, -0.4325723946094513, -1.9283884763717651, 1.7706232070922852, 0.783561110496521, 1.3098326921463013, -1.0901144742965698, 0.2340073138475418, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.40299192070961, 1.4328097105026245, -0.5417209267616272, 0.022678278386592865, 0.4645737111568451, -0.40415430068969727, -0.6359297037124634, -0.005524100735783577, 0.15602287650108337, 1.4264192581176758, 1.1367583274841309, 0.9240521192550659, -0.5544302463531494, 2.7421658039093018, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4676498770713806, -0.5744591355323792, -0.31705546379089355, 0.8927997946739197, 0.200227752327919, -1.285284399986267, 1.933525800704956, 0.6061080694198608, 1.6573777198791504, 0.7329326272010803, -0.023570382967591286, 0.2196342498064041, 0.5389143824577332, -0.2684386670589447, -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
[ 0.09707313030958176, -1.8590681552886963, 0.1257297843694687, -0.7549592852592468, 0.6116177439689636, -0.9058576822280884, -0.34336498379707336, 0.7442361116409302, 0.5247739553451538, 0.5585694909095764, -1.0597825050354004, -0.638009786605835, 0.4194987118244171, -2.2159931659698486, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.36353129148483276, -0.5186915397644043, -0.7430033683776855, 0.4150964617729187, 0.8649041056632996, 0.3510107100009918, 1.2340800762176514, 0.256229430437088, -0.5645312666893005, -0.204090416431427, 1.0277795791625977, 0.15012583136558533, 0.32312142848968506, -0.14933228492736816, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9277406334877014, -1.073188304901123, -0.7874043583869934, 0.03049781545996666, -0.44866621494293213, -0.17768792808055878, 0.24311435222625732, 1.5470921993255615, 0.0957120731472969, -1.0779887437820435, 0.06354811042547226, -0.35292521119117737, -0.3789379894733429, -0.61125087738037...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3537219166755676, -1.588435173034668, 2.0237221717834473, 0.8537324666976929, -0.8544588685035706, -0.48964929580688477, -1.1885954141616821, -0.20353186130523682, -0.7144201993942261, -2.0763914585113525, -1.0990797281265259, -0.5121131539344788, -0.12486257404088974, -0.921588361263275...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7334296107292175, -0.26078709959983826, -0.11362794041633606, -0.22579388320446014, 0.34852689504623413, -1.8159502744674683, 1.0307683944702148, 1.8512048721313477, 0.9203553795814514, -0.08698290586471558, -1.0437781810760498, -1.4367913007736206, -0.006604477297514677, 0.1673280298709...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0043385028839111, 0.0192605908960104, -1.6697289943695068, 0.2409801483154297, -1.2796484231948853, -0.01246247161179781, -1.7113094329833984, -0.8079765439033508, 0.9216116070747375, -0.1300186663866043, -1.8431708812713623, -2.466829538345337, -0.43578219413757324, 0.597023069858551, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2893668413162231, -1.2510032653808594, 0.277504026889801, 0.3314814865589142, -0.763435959815979, 1.4578306674957275, 1.1896706819534302, -0.1876545548439026, 0.5611642003059387, 1.5441950559616089, 0.9280107617378235, -0.08918952941894531, 0.09914949536323547, -0.7485252618789673, 1.0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7556067705154419, -0.5621393918991089, 1.6161980628967285, 0.5976414680480957, -0.6237756013870239, 1.0575177669525146, -0.09977875649929047, 1.8399051427841187, -0.6895347237586975, 0.3906312882900238, 0.18549831211566925, 1.9748635292053223, -0.4654042422771454, 1.4203771352767944, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2171555757522583, -0.07913630455732346, 0.6168965697288513, 0.14069755375385284, -1.0259500741958618, 0.38917043805122375, 0.573330283164978, -0.265367329120636, -1.8285030126571655, -0.8306970000267029, 0.058778904378414154, -0.28551918268203735, -0.3453243374824524, -2.087303876876831,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.25893497467041, -1.4104002714157104, 0.9446099996566772, -1.036685824394226, -0.892804741859436, -0.5737584233283997, -0.6216005086898804, 2.0552098751068115, -0.0005823400570079684, -0.9130428433418274, 0.21332283318042755, -0.6523207426071167, -0.9340670108795166, -2.1214041709899902, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.31386426091194153, -1.1009148359298706, 0.43261587619781494, -1.2285215854644775, 0.6622858643531799, -1.3644344806671143, 1.1441184282302856, -2.0551230907440186, 0.3687099516391754, 0.1536022275686264, -0.8640732169151306, 1.3528698682785034, -1.682916522026062, -1.0808124542236328, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.05210990458726883, -0.2466283142566681, 0.7472234964370728, -0.6717974543571472, -0.49417904019355774, 0.025618696585297585, 0.5930221080780029, 0.7107884883880615, 0.8663479685783386, 0.4797650873661041, -0.49954840540885925, -0.6288209557533264, 0.8656783103942871, -2.0295956134796143,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.12087474763393402, 0.8742495179176331, -0.3595614433288574, 0.8707036972045898, -1.240170955657959, 1.3043434619903564, 0.7883606553077698, 0.25598224997520447, 0.31455177068710327, -0.23054030537605286, -1.1645601987838745, -1.2322402000427246, -2.064016580581665, 0.9579102993011475, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9712749719619751, -0.3362021744251251, -1.610392451286316, -0.907162606716156, -0.183513805270195, 1.2356692552566528, -0.3566221296787262, 0.45140185952186584, -1.41297447681427, -1.3727295398712158, 1.0059568881988525, -0.8763318657875061, 0.3576202392578125, -0.0680205374956131, -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
[ 0.08506498485803604, 0.5251497626304626, 0.5275040864944458, 1.367186427116394, -0.42265990376472473, -0.8074553608894348, 0.4615064263343811, 0.5189333558082581, -1.729950189590454, 1.340725302696228, 0.4198273718357086, -0.4161153733730316, 0.6218270659446716, 2.2182211875915527, 1.804...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.62897127866745, -0.33374422788619995, 0.7884878516197205, -1.0119630098342896, -0.8818780779838562, 0.47061246633529663, -2.0879690647125244, 0.9122355580329895, -0.029602983966469765, 1.3841021060943604, 0.7640829682350159, -0.9340081810951233, -0.4762814939022064, 1.154875636100769, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.21510940790176392, -0.30449506640434265, -0.3669537901878357, 0.0488489530980587, 0.45168691873550415, 0.31979843974113464, 1.1872968673706055, -0.8696931004524231, -2.2661960124969482, -0.9984586238861084, 0.16336993873119354, 1.26697838306427, 1.9568724632263184, -0.5840625762939453, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.31151869893074036, -2.5428824424743652, 0.4962502121925354, -0.981492280960083, 0.17872081696987152, 0.11668319255113602, -1.9641788005828857, 0.5220112800598145, 0.7847610712051392, 1.4100204706192017, 1.0950994491577148, -1.405723214149475, 0.0496668815612793, -0.7264390587806702, 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
[ -0.18822532892227173, 0.40808722376823425, -0.42979565262794495, -0.44626888632774353, 1.0098786354064941, 1.1539065837860107, -1.861883282661438, 0.6146747469902039, -1.0283260345458984, 1.7346417903900146, -1.328977346420288, 0.452460378408432, 1.2095730304718018, -0.737518846988678, 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
[ -0.9785122871398926, 1.0205795764923096, -0.999545156955719, 0.15952208638191223, -1.6571779251098633, 1.3491895198822021, 1.410607099533081, -0.4108906090259552, -0.174274742603302, -0.07689445465803146, 0.5764762759208679, -0.06132550910115242, -0.7866241335868835, -0.08531700819730759, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0546777248382568, -2.4310660362243652, 2.5773863792419434, 1.0841801166534424, 0.3226737380027771, 0.16503340005874634, -1.8786159753799438, 1.8072656393051147, -0.1429005116224289, -0.37038493156433105, -0.7074858546257019, -0.2911560833454132, -0.3176855742931366, 0.00899364985525608, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.29272058606147766, 0.2552662193775177, -0.8349696397781372, 0.46267804503440857, 0.04057436063885689, -2.112825632095337, -0.41158050298690796, 0.27423450350761414, 1.5266860723495483, 1.3177546262741089, -1.2015262842178345, -1.8557525873184204, 0.2385173887014389, -1.1773345470428467, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.04559092968702316, -0.7053270936012268, 0.8322732448577881, -0.08675043284893036, -1.0375261306762695, -0.02634802646934986, 1.6083160638809204, -0.48980504274368286, 1.6697163581848145, -0.2513370215892792, -1.5978829860687256, -0.34165677428245544, 1.3797807693481445, -2.29257893562316...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0484222173690796, -0.37664794921875, 0.14201806485652924, 0.4805430769920349, -0.3042508363723755, -0.5660355687141418, -0.9325746893882751, -0.8710886836051941, 1.8773778676986694, -0.6739045977592468, 1.4776798486709595, 1.1167728900909424, -1.4732639789581299, 0.3861081302165985, 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
[ 0.5192367434501648, -0.0529046393930912, -0.21983040869235992, -0.5058830380439758, 1.7323933839797974, -0.3427426815032959, -1.4044212102890015, 0.6638203263282776, -0.3633083701133728, -0.9440242052078247, 0.0843932256102562, 1.1896626949310303, 0.7194970846176147, 0.044196948409080505, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.16639602184295654, 2.1019415855407715, -1.2697720527648926, 1.8729431629180908, -1.8845150470733643, -0.4383147954940796, -0.8082630038261414, 0.9228184819221497, -0.25098228454589844, 0.9422697424888611, 0.6178070902824402, 1.205942988395691, -0.08993801474571228, 0.5786668658256531, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6345000863075256, 0.1254248321056366, -0.6990176439285278, 1.9138550758361816, -1.0246801376342773, 1.8701363801956177, -1.3879592418670654, 1.3347997665405273, -0.6032027006149292, 0.416841596364975, -1.6277722120285034, 0.786108136177063, -1.3578187227249146, -0.3614944815635681, -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
[ 0.3333146274089813, -1.4228025674819946, 1.1141659021377563, -1.5006682872772217, -0.2303256243467331, -0.3533439636230469, 0.30477312207221985, -0.617802619934082, -0.5936888456344604, -1.1097723245620728, -0.12705688178539276, -0.29961252212524414, 1.2609500885009766, 0.3355094790458679,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7074074745178223, -0.4122951030731201, -0.04766753315925598, -0.3666730225086212, 1.2832967042922974, -0.32777729630470276, 0.2913043200969696, 0.5642435550689697, -1.383516550064087, 2.187591552734375, 1.1839070320129395, -1.2359333038330078, -0.5763430595397949, -1.1011998653411865, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3908257782459259, 2.0309946537017822, 0.5435522794723511, -0.7879821062088013, 0.06138550862669945, 1.3119620084762573, -0.3219015896320343, -0.9128439426422119, 0.09694729745388031, -0.07324840873479843, -1.1882394552230835, 1.3141021728515625, 0.9853705763816833, -1.6121206283569336, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.07980132102966309, -0.6897693872451782, -0.38864704966545105, 0.6301800608634949, 0.09134458750486374, -0.3908747434616089, 0.16977378726005554, -0.29424557089805603, 0.3758673667907715, 1.6889480352401733, 0.2115078568458557, 0.7248891592025757, 1.3265318870544434, -0.5857822895050049, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.175012469291687, 0.882015585899353, 0.03249910846352577, -0.5412241220474243, 0.07374017685651779, 0.49649304151535034, -0.01262741256505251, -0.15806551277637482, -0.1652321070432663, 1.0296379327774048, 0.06265242397785187, 0.22466452419757843, -0.5251076221466064, 1.2777225971221924,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40838536620140076, -0.3050994873046875, 0.1362505853176117, 0.978998064994812, -0.4239281415939331, 1.7929770946502686, 0.07607053220272064, -0.7724366784095764, -2.644468069076538, -0.6652317643165588, 2.5702033042907715, -0.01597638428211212, 0.41640639305114746, -0.7027314901351929, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis