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[ 0.09109854698181152, 0.8491499423980713, 0.8702775239944458, 1.4304475784301758, -0.41124019026756287, -0.8645372986793518, -1.0322160720825195, -0.3858867883682251, -2.2557642459869385, -0.6910765171051025, 0.06565068662166595, -1.42768132686615, 0.7704216241836548, -0.671978771686554, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9091714024543762, -1.1261533498764038, 1.431882381439209, -1.8281621932983398, 1.9060677289962769, 0.2836073338985443, 1.476414680480957, -1.5771644115447998, 0.21732817590236664, -3.210731267929077, -0.6527966856956482, 0.07834268361330032, 0.9598329663276672, -1.2177510261535645, 1.9...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9868700504302979, -0.6643621325492859, -0.05488297715783119, 0.6952444911003113, 0.0050719608552753925, -0.4200390875339508, 0.04626164957880974, -0.43742290139198303, 0.14343318343162537, 0.15029722452163696, -0.5701301693916321, -0.9268541932106018, -1.0600522756576538, -0.496989876031...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.04697342962026596, 0.503940224647522, -0.8242397904396057, 1.3542917966842651, 0.3668687343597412, 0.7083035111427307, 1.1226288080215454, 0.3348284661769867, 0.6406326293945312, 0.058249104768037796, 0.02753707394003868, 1.1366431713104248, -0.06565602868795395, 1.1181257963180542, 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
[ -0.5818727612495422, 0.5620264410972595, -1.1530405282974243, -0.12350960820913315, 2.5887365341186523, -0.35716885328292847, -1.660987138748169, 1.6772910356521606, 0.7558761835098267, 1.0711201429367065, 2.0367565155029297, 0.8021596074104309, 1.9614249467849731, -0.4383992850780487, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6822209358215332, -0.9601970314979553, -1.8241028785705566, 1.4244848489761353, 0.018361058086156845, -0.04003794491291046, 2.1366045475006104, -0.01877482235431671, 1.6523927450180054, -1.4972920417785645, -1.3137568235397339, 2.7134897708892822, -0.02350764162838459, 0.242494627833366...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8131434917449951, 0.4898204803466797, 0.374358206987381, -0.6020557880401611, -1.0062328577041626, 0.9215182662010193, 0.033988647162914276, 0.5777862071990967, 0.14346039295196533, 1.072583794593811, 1.3079655170440674, 0.837917149066925, -0.3867931067943573, 0.5792937278747559, 1.13...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4961090087890625, 0.2509595453739166, -0.32393765449523926, 0.8560114502906799, -1.0430330038070679, 0.4796323776245117, 0.3628227412700653, -0.488321453332901, -1.2871079444885254, -1.3586918115615845, 1.2310129404067993, -0.7779136300086975, -0.07661101967096329, -0.9428054690361023, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4494072198867798, -1.9645441770553589, 1.0335445404052734, 1.6541497707366943, 0.14715200662612915, -1.2884966135025024, -0.30657604336738586, 0.16880203783512115, -0.7020865082740784, -1.150550365447998, 2.6216390132904053, -0.873656153678894, -0.12001834809780121, -1.1080247163772583,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.6818618774414062, -1.770642638206482, -0.043832145631313324, -1.1875370740890503, -0.41181832551956177, -0.8227203488349915, 0.19470125436782837, 0.333254337310791, -0.353811651468277, -0.8723104000091553, 0.7164943814277649, -0.5307707190513611, -1.077589988708496, -1.0635732412338257,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2018939107656479, 0.629715085029602, 0.30867576599121094, -0.31678250432014465, -0.11610806733369827, 1.4373230934143066, -0.7646980285644531, 0.9513348340988159, 0.3618333637714386, -0.7739637494087219, -1.4185879230499268, 0.08359132707118988, 0.046147361397743225, -0.15187078714370728...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3061152696609497, -1.748173713684082, -0.4727650284767151, 0.3274746537208557, -0.43234705924987793, -0.20478078722953796, 0.008045431226491928, 0.60100257396698, -0.6977869272232056, 0.28560662269592285, 0.37842467427253723, 1.0156670808792114, -0.6687595248222351, -1.2514891624450684,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7056705355644226, 0.493822306394577, -0.46917441487312317, -0.4371638894081116, 0.4298219382762909, -0.3571569323539734, 0.38809651136398315, 0.28305700421333313, 0.3839978277683258, -1.9493125677108765, 0.3702288866043091, 0.25763067603111267, 1.6398992538452148, 0.578874945640564, -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
[ -0.08422043919563293, -0.4348736107349396, -0.5784369111061096, -1.7374606132507324, -0.6008992195129395, -1.7642651796340942, -1.7483011484146118, 0.876698911190033, 0.29964739084243774, 0.3948562741279602, -1.1556012630462646, 2.4931650161743164, -1.069997787475586, 0.18595321476459503, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6243845820426941, -1.0991594791412354, 0.9051527976989746, -0.7454417943954468, -0.038734324276447296, -0.7087571620941162, 0.8605877161026001, -0.23847676813602448, 0.6718463897705078, 0.24575014412403107, -0.08161260932683945, 0.2233290672302246, -0.28471922874450684, -0.7691393494606...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.015553288161754608, -0.8042347431182861, 0.4468032419681549, -1.2892656326293945, -1.0763576030731201, 0.16551148891448975, 0.10131758451461792, -0.5688307881355286, 0.9975112080574036, 1.1233247518539429, -0.3070594370365143, -0.6721735000610352, -1.2618448734283447, 1.3784176111221313...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.38453802466392517, -0.21058352291584015, -0.7234476804733276, 1.169404149055481, 1.0972895622253418, -0.35661813616752625, -0.9961397647857666, 1.1076703071594238, 0.21913102269172668, -0.7950562834739685, -0.6264647245407104, -0.5173894762992859, 0.43816885352134705, -0.475456178188324...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0052634477615356, -0.7766463756561279, -1.7890299558639526, -1.4356129169464111, -0.7026710510253906, -0.9829578399658203, 1.3321934938430786, -0.6752102971076965, 2.027909517288208, -0.2561352252960205, 0.9465226531028748, 2.5495505332946777, -0.7416349053382874, 1.5685659646987915, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4453369379043579, 0.5298436284065247, 1.4507280588150024, 1.5888739824295044, -0.12603498995304108, 0.3182448148727417, -0.30122506618499756, -0.18410305678844452, -0.9838413596153259, 1.2378541231155396, -1.7239885330200195, -0.07337108999490738, 0.14054279029369354, 0.4338169991970062,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.10014938563108444, -1.1127820014953613, -0.3170280456542969, 1.8729511499404907, 0.7816441655158997, 0.24886733293533325, -1.3175334930419922, -0.3523502051830292, 0.41746655106544495, -0.7631754875183105, 0.4585742950439453, 0.8480632901191711, -0.4190833866596222, -1.8213433027267456,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8342334032058716, -0.6979579925537109, -0.18073680996894836, -0.5670629143714905, -0.23001284897327423, -0.6837958693504333, 1.525549054145813, -0.8391430377960205, -0.9603553414344788, 0.4500196576118469, -0.5458003878593445, 0.42360976338386536, 0.46571412682533264, -0.432335257530212...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.27846017479896545, 0.6366800665855408, -0.2322317510843277, 0.10471457988023758, 0.9625412821769714, -0.9408934116363525, -1.304242491722107, -1.0962506532669067, 0.9898626208305359, -0.9536823034286499, -0.2924942970275879, 1.4973078966140747, 0.6520379781723022, -0.17022374272346497, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.10945253074169159, -1.138717532157898, 0.3908647894859314, 0.162857785820961, -0.664756715297699, -0.7181481719017029, 0.5609014630317688, 0.8315409421920776, 1.459557294845581, -0.5450478792190552, 1.0603249073028564, -0.4408184289932251, -1.5009256601333618, 1.343101978302002, 0.089...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9275585412979126, 1.2516789436340332, -0.7906589508056641, -1.1293598413467407, 0.38582926988601685, 0.8592268228530884, -1.1568633317947388, -0.19484664499759674, 1.2968225479125977, -0.11566384136676788, 0.960342288017273, -0.42552006244659424, -0.6930873990058899, -1.037311315536499,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2390663623809814, 1.897739052772522, 0.9583495259284973, 0.07976480573415756, -1.0538638830184937, -1.139610767364502, -0.2639767825603485, 0.856987714767456, -0.15682566165924072, -1.1653708219528198, -1.84954833984375, -0.11056818813085556, 0.7616761922836304, -0.9310806393623352, 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
[ -0.7432603240013123, 0.21027345955371857, 0.37274035811424255, 0.3839615285396576, 0.6837485432624817, 2.2292733192443848, 0.8701679110527039, -0.15831175446510315, 1.4617815017700195, 0.15780098736286163, 1.2303426265716553, 1.4134712219238281, -0.550886332988739, 1.1916905641555786, 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
[ -0.528743326663971, 1.7088329792022705, 0.2282104641199112, -0.1991840898990631, 0.4853588938713074, 1.7821948528289795, 0.5969414710998535, 0.09547959268093109, 1.0613912343978882, -0.6155913472175598, 1.9934920072555542, 0.8424146771430969, -0.10854495316743851, 0.4925251007080078, 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
[ -1.3956024646759033, 0.20921547710895538, 0.8472017645835876, -2.0519676208496094, -0.3068278431892395, -2.0735998153686523, 0.5155410170555115, 0.17713075876235962, 1.7862870693206787, 0.15826202929019928, 1.9739482402801514, -1.5683810710906982, 0.5753026008605957, 0.7043493390083313, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5858345031738281, 0.14579010009765625, -0.08125388622283936, 1.3576130867004395, 1.3449610471725464, -0.598500669002533, -1.4370168447494507, 1.1551414728164673, 0.16124650835990906, 0.7203530073165894, 1.748604416847229, 0.29861167073249817, -0.01431858167052269, -0.6876197457313538, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3797617554664612, -0.5182536244392395, 1.0149036645889282, 0.49523207545280457, -0.24475692212581635, 1.1616714000701904, 0.7395091652870178, -0.16294029355049133, -0.5462576150894165, 0.4333834648132324, 0.7145341634750366, -0.017857851460576057, -0.7968409061431885, 0.1163873225450515...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5348705053329468, 1.6585286855697632, 0.9822607636451721, 0.6780567765235901, 0.7326539754867554, -0.7282831072807312, 1.5345407724380493, -1.7079054117202759, 0.23883216083049774, -1.663058876991272, 0.9751874208450317, 0.7296936511993408, 1.337795376777649, -0.6691102981567383, 0.622...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4286457598209381, 0.9917534589767456, 0.19210092723369598, 0.9527968168258667, 0.7541221380233765, -0.7756328582763672, 2.0134994983673096, 1.6084991693496704, 0.1017526164650917, 0.6234000325202942, 1.1261574029922485, -1.2608051300048828, 0.30214881896972656, 0.6917703747749329, 1.16...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.10827384889125824, -0.34460392594337463, -0.07323113083839417, 0.9531232714653015, -0.6695240139961243, -1.1584186553955078, 0.6166839003562927, -0.07998928427696228, 2.0071628093719482, -0.2302096039056778, -0.2764292061328888, -1.1261978149414062, 0.3189140558242798, -0.284023165702819...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2973235845565796, 0.05270116403698921, 0.3150773048400879, -0.6573828458786011, 1.567927360534668, 1.5164878368377686, -0.7324439287185669, -2.3500916957855225, -0.7582666277885437, -0.8076358437538147, -0.35194945335388184, 0.3627592921257019, 1.1886307001113892, 0.4862074851989746, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.439989447593689, -1.3973509073257446, 0.8587082624435425, -0.43442556262016296, 2.030252456665039, -0.6755857467651367, 2.218419313430786, 0.06602790951728821, 0.009872866794466972, 0.427347332239151, -0.11313234269618988, 0.4079757630825043, -0.1692996621131897, -0.609939694404602, 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
[ 1.37238347530365, 0.3503831624984741, 1.7253607511520386, 0.6641796827316284, 1.3119343519210815, 0.18279670178890228, -1.5287742614746094, 0.8382458090782166, 1.2780311107635498, 0.35711613297462463, -0.8113687038421631, -0.7017145156860352, -0.6495340466499329, 1.935863733291626, 0.157...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9821962714195251, 1.464387059211731, 1.4657291173934937, -0.7366604208946228, -0.05473471060395241, 0.7944819331169128, 0.08174159377813339, -0.15808378159999847, 1.8567825555801392, -1.0110162496566772, -2.2459936141967773, -1.7221927642822266, 0.3646974265575409, 0.8305708169937134, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2376604676246643, -0.2881116271018982, -0.17268209159374237, 0.2857305109500885, -1.2059937715530396, -0.2285071760416031, -0.12565086781978607, 0.6682828068733215, 0.12907180190086365, -0.48678678274154663, -0.4370788037776947, 1.2995702028274536, -0.7178621888160706, 0.501473307609558...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9893134236335754, 0.43432414531707764, 1.1950178146362305, -0.637984037399292, 0.0712016224861145, -1.6740891933441162, -0.8196776509284973, 1.7034796476364136, -0.7954210042953491, 1.2858017683029175, -0.04339136928319931, 0.9095634818077087, -1.2789729833602905, 0.35411763191223145, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.047880325466394424, -0.3016180098056793, 1.1680951118469238, 0.8120313882827759, 0.06610722839832306, 0.2222815752029419, -1.3603742122650146, 1.5160528421401978, 0.2876947522163391, -1.1181901693344116, -0.2936500906944275, 1.9356862306594849, 0.3915354907512665, 0.6281620264053345, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5681372284889221, -0.16771560907363892, 0.30094805359840393, -0.32622456550598145, 1.416865348815918, -1.026689052581787, 0.6636091470718384, -0.3913396894931793, 0.17690590023994446, -1.465394377708435, 0.8654435276985168, -2.277634859085083, 1.1561696529388428, 0.4948940873146057, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.027220718562602997, -0.36622676253318787, 1.2966594696044922, -0.013730206526815891, 1.2241442203521729, 0.8271902799606323, -0.2529551684856415, 1.1883680820465088, 1.2480494976043701, -0.6416383385658264, -0.6615137457847595, 1.3241134881973267, 0.33840110898017883, -2.4629220962524414...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.49603787064552307, -0.5429049730300903, -0.028193959966301918, 1.2512259483337402, 1.5085963010787964, 0.6896823048591614, 1.8377509117126465, -1.2484564781188965, 0.23324933648109436, -1.2716230154037476, 0.8330191969871521, 0.4173347055912018, 0.6059380769729614, 0.8577714562416077, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.21012809872627258, 2.2686798572540283, 1.7827168703079224, -0.49126115441322327, 0.13132235407829285, -2.1206443309783936, -0.4674711525440216, 1.403603196144104, -0.05164919048547745, -0.12248951196670532, -0.9996898174285889, -1.439439058303833, -1.1989836692810059, -1.9415804147720337...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.40580445528030396, -0.5049368143081665, -0.8918999433517456, -1.2716326713562012, 0.14859694242477417, -1.3982404470443726, -0.086313895881176, 2.6022021770477295, -1.1784850358963013, -0.4383479058742523, -0.1489565372467041, -0.6702298521995544, -1.5844566822052002, -0.8229960799217224...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.5157127380371094, -1.0329110622406006, -0.41526734828948975, 0.24035286903381348, -0.03548195958137512, -1.3331366777420044, -0.9569130539894104, 0.5856344699859619, -0.21642650663852692, -1.1961051225662231, -0.1598116010427475, -0.07689668238162994, 0.39471447467803955, 0.8604779243469...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6826695799827576, 0.262338787317276, 0.690480649471283, 0.745095431804657, 0.4118155241012573, -0.39144954085350037, -0.19225245714187622, -2.267540693283081, 1.7281275987625122, 0.16485419869422913, 0.1131434440612793, 0.6624032258987427, -0.6449829936027527, -0.11120208352804184, 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
[ 1.041571855545044, -1.9458061456680298, 1.6733133792877197, 2.648371458053589, -0.6315625905990601, -0.4607688784599304, -0.04383357986807823, 0.07691801339387894, 1.1811994314193726, 0.6320492625236511, 0.5617011189460754, -1.0967427492141724, -0.27616220712661743, 1.1604968309402466, 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
[ -0.3661738336086273, -0.38077130913734436, -0.1776362508535385, 0.8692351579666138, -1.2972357273101807, -0.4929347038269043, 0.3815441429615021, 2.3515985012054443, 0.1995968222618103, 0.7386748194694519, -0.5494014024734497, -0.015975430607795715, 1.2424862384796143, -1.2492008209228516,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4646904468536377, -1.4277241230010986, -0.34415310621261597, 0.13750846683979034, -0.41135427355766296, 0.310359925031662, 0.8129376769065857, 1.1601179838180542, -0.13291150331497192, 1.3200739622116089, 0.07782640308141708, -0.5540433526039124, 0.3088699281215668, -0.4525374174118042, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9892207384109497, 1.358534574508667, 1.3354130983352661, 0.2615487277507782, 0.25733593106269836, 1.8264293670654297, -1.8686875104904175, -0.7421823143959045, -0.003366342978551984, -0.6214696764945984, 1.5146853923797607, 0.030157970264554024, -0.02538170851767063, 0.5255616307258606, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.32498252391815186, -2.228776454925537, 0.3980543315410614, -1.5361847877502441, -0.5113815069198608, -0.12158001959323883, 0.893958330154419, 1.0914772748947144, -0.48795753717422485, 0.5023192763328552, -0.10341066867113113, 1.255043387413025, -0.5508368015289307, 0.5780359506607056, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6370463967323303, 1.0307304859161377, 1.0845650434494019, -1.432250738143921, -0.9671781659126282, -0.5538842082023621, 0.9287515878677368, 0.6357530355453491, 0.046378523111343384, -0.04171178117394447, 0.6655511260032654, -0.8861516714096069, -0.7258024215698242, -0.24006333947181702, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6107146739959717, 0.10854475945234299, 1.5023490190505981, 1.3125945329666138, -0.9512910842895508, 0.22022490203380585, 0.9959301352500916, -0.6417199969291687, -1.094034194946289, -0.0625600665807724, 0.43515291810035706, -0.18485096096992493, -1.5646847486495972, -1.3382521867752075,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2027547359466553, -0.7102425694465637, -0.36165115237236023, -0.432407021522522, -1.0778471231460571, 0.7018024921417236, 1.385796070098877, 1.1663751602172852, 0.028848513960838318, -0.8278403282165527, 1.8291420936584473, 0.2220534086227417, -0.08100790530443192, 1.5995078086853027, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4005092680454254, -0.5832833051681519, 0.35798725485801697, -0.15352848172187805, -0.18293218314647675, -0.10826890170574188, 1.826703429222107, -1.6434804201126099, 0.48983919620513916, 0.9170942902565002, 0.2757740020751953, -1.0706067085266113, 1.6429877281188965, -2.203150987625122,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7193406820297241, 1.8262557983398438, -0.3185845613479614, 2.029740571975708, 0.7942366600036621, -0.2695755958557129, 0.44915109872817993, -1.402530550956726, -1.1114672422409058, 0.1453707367181778, -0.8382003903388977, -1.3072009086608887, 0.5121357440948486, -0.07101231068372726, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7907527685165405, 1.824866771697998, -1.3467354774475098, -0.6183962821960449, 1.4409759044647217, 0.8361437916755676, 0.27935633063316345, 1.2258232831954956, 0.9188406467437744, 0.22001957893371582, 0.5737224817276001, -0.9426526427268982, -2.4057300090789795, -0.903756320476532, -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
[ -0.3006035089492798, 0.4737376272678375, 0.8193732500076294, -0.2792325019836426, -1.2674381732940674, -1.8626376390457153, 1.6478290557861328, 1.4430736303329468, 0.3461620509624481, 1.318285346031189, -0.5591302514076233, -0.44886642694473267, 0.4559386670589447, 0.18621666729450226, 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
[ 0.4125271439552307, 0.48583143949508667, 0.07286883145570755, -0.3050340414047241, -0.44196251034736633, -0.1508796662092209, -1.0623648166656494, 0.12348968535661697, 0.8723751306533813, 0.008268664591014385, -1.2659629583358765, -0.1540369689464569, 0.2926137447357178, 0.6339490413665771...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.10330852121114731, -1.0820701122283936, -1.097718596458435, 2.236846685409546, -0.22959865629673004, -0.05424736067652702, -0.5216498970985413, 1.0400238037109375, 0.4087238013744354, -0.27962449193000793, 1.5810737609863281, 0.14011722803115845, -0.19663825631141663, 0.42371705174446106...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9319868087768555, 1.3534414768218994, 1.0687037706375122, 0.6752477288246155, 0.3447360098361969, -0.5048518776893616, -0.05523912236094475, 0.17513230443000793, -0.21918785572052002, -0.432615727186203, 0.779933512210846, 0.83308345079422, 0.3675669729709625, 1.3514617681503296, -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
[ -1.006543755531311, -0.12861044704914093, 0.5022122263908386, 1.8813657760620117, -0.07293321192264557, 1.1657146215438843, -0.588627278804779, 0.1613844335079193, 0.1443895697593689, 2.2244510650634766, -0.9390408396720886, -1.353664755821228, 1.383293867111206, -1.3810720443725586, -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
[ 0.36205849051475525, -1.9578773975372314, -1.3048615455627441, -0.7387307286262512, -1.1244667768478394, 0.11174485087394714, 0.5471722483634949, -0.6280053853988647, 0.7840882539749146, 2.756747245788574, 0.8177518844604492, 2.3382275104522705, 0.7221497893333435, 0.890109658241272, 0.2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.057333171367645264, 0.8359557390213013, -0.07848513871431351, -0.3691059350967407, -0.7796592712402344, -1.160831332206726, 1.1420871019363403, -0.4407940208911896, 0.032567817717790604, 1.1768964529037476, -0.1781807243824005, -0.7534249424934387, -0.5675823092460632, -0.109450943768024...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.20880946516990662, -0.12534970045089722, -0.5716468691825867, -0.6174652576446533, 1.2924113273620605, 0.9974008798599243, 1.0932096242904663, 0.09281742572784424, 0.978567361831665, -0.2555187940597534, -0.5202555060386658, -0.05430445075035095, -0.3391178250312805, 0.8982661962509155,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1469221115112305, -0.8025998473167419, -0.3095715641975403, 1.0767450332641602, -2.07084321975708, 0.5887821912765503, -0.34139105677604675, -0.014007442630827427, 0.23620641231536865, 1.3245669603347778, -0.13824214041233063, 0.47022545337677, 0.905032217502594, 0.42684897780418396, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.239848256111145, 0.5508925914764404, 0.5212551355361938, 0.41424301266670227, 0.5399123430252075, -0.18095369637012482, -1.3472295999526978, 0.27193641662597656, -0.2695556581020355, 0.14731881022453308, 0.2999880611896515, -0.005522699560970068, 0.7057839632034302, 0.627651572227478, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3835061490535736, -1.3988957405090332, -1.4074726104736328, -0.005614535883069038, 1.2048836946487427, 0.42026954889297485, -1.3148020505905151, 0.5303109884262085, -1.0813113451004028, -0.8753449320793152, 0.5991277098655701, -1.1106935739517212, 0.5172780752182007, -0.3214886784553528,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06597010046243668, -0.09110362082719803, -0.45288538932800293, 0.5136229395866394, -0.27245932817459106, -0.8320195078849792, 0.3306518793106079, 0.3557213246822357, 0.31123223900794983, 0.713463306427002, 1.2438699007034302, -0.18403936922550201, 0.7955238223075867, 2.232088327407837, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8474193215370178, 0.8502630591392517, -0.14999251067638397, 0.46082302927970886, 1.102640986442566, -1.3879410028457642, 0.12710489332675934, 0.0764140784740448, 0.06459694355726242, -0.20850124955177307, 0.1290164738893509, 1.1469897031784058, -2.8867552280426025, -0.546535849571228, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5162861347198486, 0.4350913166999817, 1.4878548383712769, 0.538114607334137, 0.42835357785224915, -0.907115638256073, -1.2176390886306763, 0.1085190400481224, 0.8102476000785828, 0.06644368916749954, 0.17798563838005066, -1.756042242050171, -0.9041013717651367, -1.2841895818710327, -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
[ -0.25794169306755066, -0.5289619565010071, 0.6043834686279297, 1.5298231840133667, 1.7200400829315186, -0.027166178449988365, 0.32660314440727234, -0.7279548048973083, 1.8008859157562256, 0.5662388801574707, -0.8816431164741516, -0.3121161460876465, -0.350179523229599, 1.047960638999939, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9790136218070984, 0.45439547300338745, -0.08549336344003677, 0.14434298872947693, -0.04731176048517227, -1.05531644821167, -0.7576494812965393, 0.8554555177688599, 0.7757974863052368, -1.3637820482254028, -0.153636634349823, 0.8580112457275391, -0.15721090137958527, -1.2160091400146484, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9244101643562317, -0.22817422449588776, -0.6827095150947571, -0.5685768723487854, -0.14509522914886475, -0.23132790625095367, -0.9500051140785217, 0.16135162115097046, -0.47176146507263184, -0.4963640570640564, 1.9041255712509155, -0.4599791467189789, 0.008781044743955135, 0.506215810775...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.15554969012737274, 1.3934298753738403, 0.7828869223594666, 1.0675649642944336, -0.3971427083015442, -0.5201143622398376, -1.7435778379440308, -0.5285821557044983, -1.8955339193344116, -0.14338497817516327, -0.33469611406326294, -0.20378755033016205, -0.9010428786277771, -0.5826274752616...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.25326627492904663, 0.8906421661376953, -0.22937975823879242, -0.01874023862183094, 1.2663317918777466, -0.8431919813156128, -0.8713741898536682, 0.026384741067886353, -1.6819560527801514, 0.920085072517395, -1.111539602279663, -0.5701369643211365, -0.23178979754447937, -0.686015129089355...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3719814419746399, -1.1356478929519653, 1.7154961824417114, -1.5378355979919434, -0.978495717048645, 0.04776257276535034, -0.7237141132354736, -0.1480804681777954, -0.4133835434913635, -1.6648857593536377, 0.742322564125061, -0.19532866775989532, -1.1969951391220093, -0.06544210016727448,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8059279918670654, 0.35496756434440613, 0.015761423856019974, 0.36062005162239075, 1.2191683053970337, 2.2265431880950928, -0.6099632978439331, -0.15805676579475403, 0.3326956629753113, -0.5913625359535217, -1.6060737371444702, 0.1488894671201706, 0.15389509499073029, -0.5821533203125, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.27644115686416626, 0.38893696665763855, 0.16609331965446472, -3.138023614883423, -1.654291033744812, 0.4124237298965454, -0.7535267472267151, 0.0033964496105909348, -0.33237719535827637, 1.0870779752731323, -0.6448642015457153, -1.143409013748169, -0.01278847549110651, -0.512790739536285...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0920343399047852, 0.5817573666572571, -0.6523333787918091, -0.2339354157447815, 0.6913372278213501, 0.41309598088264465, 0.5377737879753113, 0.8308300375938416, 0.25292733311653137, 0.12588663399219513, 0.7733660936355591, -0.3475959599018097, -1.866229772567749, -0.4329259395599365, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.611264944076538, 0.6189355254173279, -0.26424336433410645, 0.35851043462753296, 0.10349511355161667, 0.300168514251709, -0.1998262256383896, -0.43798601627349854, 0.14936722815036774, 0.8603813648223877, -0.18691709637641907, -0.3549021780490875, -0.15510255098342896, -1.323668599128723...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.182173252105713, -2.4394657611846924, 0.49362242221832275, -0.8125248551368713, -1.0506134033203125, 0.5943402051925659, -0.02035871520638466, -0.00108631094917655, 0.39820003509521484, 0.8699185252189636, 0.8005499839782715, -0.7157744765281677, 1.8879437446594238, 0.540193498134613, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14024226367473602, 0.8686172962188721, 0.06875570863485336, 0.6463351249694824, 0.5549455881118774, 0.27589380741119385, -1.4380226135253906, -0.867829442024231, 0.9342477321624756, -0.12018200010061264, 0.5021841526031494, -0.7588832378387451, 0.4932214915752411, -1.0176469087600708, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9074581861495972, -1.2918660640716553, 1.7995359897613525, 0.27397051453590393, 0.33307135105133057, 0.5726503729820251, 0.7791601419448853, 0.9382572174072266, 3.0595030784606934, -0.08231312036514282, -0.43246856331825256, -0.12959139049053192, 2.357861042022705, -0.05011048913002014,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0080511569976807, 0.7370319962501526, 0.5999374985694885, 2.221296787261963, 0.9680056571960449, -1.1410720348358154, 0.22950224578380585, -0.3631953001022339, -0.6040763854980469, 0.7701716423034668, -0.29635366797447205, -1.5038527250289917, -1.2610559463500977, 2.112290143966675, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0035708846990019083, 0.9674567580223083, -1.117473840713501, -2.2458150386810303, -0.9542846083641052, -0.21157477796077728, 0.564860999584198, 1.079875111579895, -0.14285694062709808, -0.10080953687429428, -0.4829274117946625, -1.7524927854537964, 0.018780862912535667, -0.2910612821578...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4522691071033478, 1.7924778461456299, 0.21351967751979828, -0.45568564534187317, 0.4080919623374939, -0.9704998731613159, -1.906723976135254, -0.6830576658248901, -0.37737494707107544, 0.9414063096046448, -0.45108452439308167, -0.1494896113872528, 0.16213679313659668, -0.884347140789032,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4437416791915894, -1.8098312616348267, -0.08456875383853912, -1.6229976415634155, 1.1501787900924683, -1.1479220390319824, -1.3301275968551636, -1.8215044736862183, 0.32732540369033813, -1.4979948997497559, -0.5569090247154236, 1.2027642726898193, 0.48719051480293274, -0.0905506536364555...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0937994197010994, 0.6260250210762024, 0.49460160732269287, -0.14360587298870087, -0.7340978384017944, 0.21727675199508667, 0.3062487840652466, -0.340376615524292, -0.31469523906707764, 0.06720902025699615, -0.9394005537033081, 0.5477879643440247, 0.18388855457305908, -0.2496554553508758...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.200074315071106, -0.8019288182258606, 0.8093645572662354, 0.14283892512321472, -0.13023002445697784, 1.6375612020492554, 0.8591033816337585, -1.0463753938674927, -0.08176805824041367, -1.019590139389038, -0.5980381369590759, 1.1971250772476196, -0.6016861796379089, 0.40924087166786194, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5065550804138184, 0.6014879941940308, -0.9157702326774597, 0.28854483366012573, 0.1882144957780838, 0.34011924266815186, 0.5712960958480835, 0.8320057988166809, -0.9608218669891357, 1.649146556854248, 0.08077749609947205, -0.9792311787605286, 1.728937029838562, -2.011256694793701, 1.5...
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
[ -0.49666160345077515, -1.2456443309783936, 0.3768424987792969, 0.3967447876930237, -0.28104346990585327, -1.1702865362167358, 1.3164114952087402, 0.78641277551651, -0.4632076621055603, 2.3970224857330322, -0.9973605275154114, 0.03774265944957733, 0.383337140083313, -0.8255358934402466, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4205213785171509, -0.24359743297100067, 0.5405997037887573, 0.8470914959907532, 2.0421862602233887, -0.24682462215423584, 1.926408290863037, 0.23302380740642548, 0.21039927005767822, -0.14146585762500763, 0.9296968579292297, 0.3165108859539032, 0.8073514103889465, -0.40691012144088745, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.841591477394104, 0.5806592106819153, -0.5619417428970337, 1.023766279220581, 0.5306078195571899, 0.5213896036148071, 2.056194305419922, -1.5587775707244873, 0.7933791279792786, 0.4142382740974426, -0.23285292088985443, -2.0203726291656494, -0.029379699379205704, -0.8284940719604492, 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
[ -0.21570123732089996, 0.745124101638794, 0.6330904960632324, 0.3766370117664337, 0.5810453295707703, 0.7732387781143188, -0.0934668630361557, -0.5463594794273376, 2.3170812129974365, -0.6509878635406494, -0.39249780774116516, -0.6194317936897278, -2.7025537490844727, 0.2606118619441986, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.143452525138855, 1.1342757940292358, 0.18241403996944427, -0.1098533496260643, 1.2942206859588623, 0.37031665444374084, 1.0244137048721313, -1.5684905052185059, -0.610664963722229, -1.8708494901657104, -0.6819139122962952, -0.4701296389102936, -1.3847672939300537, 0.5259954929351807, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.878274142742157, 0.9024317264556885, 0.398550420999527, -0.3097741901874542, 1.2299381494522095, -0.10079143196344376, -0.12410275638103485, 2.3281631469726562, 1.3895914554595947, -0.12169046700000763, -1.32700514793396, -0.06442669779062271, -1.0068737268447876, -1.9758987426757812, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4791766405105591, -0.39682668447494507, -0.6266149282455444, 0.782014787197113, -0.8405769467353821, 0.21384674310684204, -2.2941904067993164, -0.5118943452835083, -0.7432621121406555, -1.7255134582519531, -0.858938455581665, -0.2559451460838318, -0.8810228705406189, -0.2284934818744659...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5141423940658569, -0.07305123656988144, 0.6668274998664856, 2.208981513977051, 0.016912149265408516, -0.940143883228302, 0.6455737948417664, -0.7311767935752869, 0.9162245392799377, 1.5176883935928345, -0.9598801732063293, 0.027284227311611176, 0.46597176790237427, 0.6066252589225769, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis