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[ 0.5939500331878662, 0.898723840713501, -0.5714792013168335, 0.5367157459259033, -0.6608710885047913, -0.5481489896774292, 0.593169629573822, 0.6803227663040161, 0.14527936279773712, -1.5179810523986816, -1.0557523965835571, 0.5494970679283142, -0.5506585836410522, -0.5476812124252319, -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
[ 0.6047369837760925, -0.2941285967826843, -1.2432228326797485, 0.35233449935913086, 0.17245008051395416, -0.8284827470779419, 1.0919100046157837, 0.3425443470478058, 0.35728704929351807, -0.07994168251752853, 0.6191160678863525, 0.5700895190238953, -0.4061354100704193, 0.8406006097793579, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4462988376617432, 0.1938377320766449, 0.6532512307167053, 0.48740875720977783, -0.05809011310338974, -0.04779709875583649, 1.0305296182632446, 0.19485673308372498, 0.30979737639427185, 0.25897687673568726, 0.7653881311416626, -0.17598216235637665, 0.08913854509592056, 1.310842514038086, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2727600336074829, -0.6747774481773376, -0.3239889144897461, -2.3231358528137207, -2.1216838359832764, 0.8793020248413086, 0.3561381697654724, 1.0305323600769043, 0.12646326422691345, 0.5917962789535522, 1.0106688737869263, -0.5158876180648804, -0.38935187458992004, -0.5748019218444824, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7319734692573547, -0.7515482902526855, -1.0083673000335693, -2.097001075744629, 0.6998026967048645, -0.8258562684059143, -0.8876048922538757, -1.279362440109253, -2.588731527328491, -0.4857984483242035, 1.4574514627456665, -0.7630280256271362, -0.006834772881120443, -1.0905414819717407, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1926678717136383, -1.5228619575500488, -0.01266138069331646, 0.138132244348526, -1.208320140838623, 0.19298671185970306, -1.2854523658752441, 0.6688202619552612, 2.0936551094055176, -1.1259161233901978, -1.5994412899017334, -0.4162389934062958, 0.618886411190033, 0.9185824394226074, -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
[ -0.003709470620378852, 0.3633529841899872, 1.0121541023254395, 0.9279922842979431, 0.5521334409713745, 1.328037977218628, 2.603710651397705, 1.3891385793685913, -0.017729375511407852, -1.2938408851623535, 1.7595691680908203, -0.48068320751190186, 0.12057095766067505, -1.6739392280578613, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5803951025009155, -1.8270853757858276, 2.000498056411743, 0.08838330954313278, -0.7474329471588135, -0.9835826754570007, 0.0959606021642685, -0.2190845012664795, -0.30964580178260803, -0.12759928405284882, -0.7420697808265686, 0.43399012088775635, -0.8936773538589478, -2.848819732666015...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.15629181265830994, -0.0462566614151001, -1.1567472219467163, 0.32984113693237305, 0.4123760759830475, -0.2618437111377716, -0.5838716626167297, 0.7515013813972473, -0.46962088346481323, 0.9180586934089661, 0.492797315120697, 0.4999508261680603, 1.8089178800582886, -0.9904681444168091, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3266487717628479, 0.7813649773597717, 0.3500370681285858, -1.560279369354248, 0.2503693699836731, -0.8399399518966675, -1.3009449243545532, 1.0985058546066284, 0.9598973393440247, 0.03516935557126999, 0.43638142943382263, 2.631974458694458, 1.290570616722107, 0.42425736784935, -0.77760...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.02099398337304592, 0.8615034222602844, -0.5562099814414978, 0.3203912377357483, 0.4070800840854645, -0.26989832520484924, 0.13093756139278412, 0.402498722076416, -1.0477865934371948, 2.1203532218933105, 0.05539518967270851, 1.4740337133407593, 0.18439242243766785, 0.33632418513298035, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1654181331396103, -1.0193582773208618, 0.15776680409908295, 0.7809587121009827, -1.3412446975708008, -1.006373405456543, -1.9180853366851807, -0.15195615589618683, -0.4351086914539337, -1.0055292844772339, 0.9647690057754517, 0.5210228562355042, -1.5508760213851929, -0.9286322593688965,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6929295063018799, 0.895376980304718, -0.7892231345176697, 0.4653308093547821, 2.2186598777770996, -1.3217782974243164, -0.3209417462348938, 0.19048918783664703, 1.2614772319793701, 0.24428774416446686, 0.01999189332127571, -0.051754556596279144, 1.4045982360839844, -0.5411114692687988, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5444262027740479, 0.8877544403076172, 0.3331415355205536, -0.6423690915107727, -2.7783844470977783, -0.6108112931251526, -0.32307514548301697, 1.0956320762634277, 0.8809094429016113, -0.6229490637779236, 0.41002097725868225, 0.668143630027771, -0.24278098344802856, -0.5149234533309937, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.840732216835022, 0.6258134841918945, -0.18976694345474243, 2.31128191947937, -0.03444862365722656, 1.371145486831665, 0.03326796740293503, -0.9532069563865662, 1.139937400817871, -0.5219608545303345, 0.18210293352603912, -0.750846803188324, -0.6179832816123962, -0.01051262766122818, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.87858247756958, 0.4122961163520813, -0.2195291668176651, 1.6061406135559082, -0.1559775322675705, -1.0360859632492065, -0.5113449692726135, -0.9196949601173401, 0.877472996711731, -0.2345079630613327, -0.13799072802066803, -0.7803235054016113, 0.7842716574668884, -1.4854859113693237, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.43276557326316833, 1.048387050628662, -0.12284562736749649, 0.20942485332489014, 0.7170032858848572, 0.7881755232810974, 0.3523258864879608, -0.9455081224441528, -2.668470859527588, 0.5085399150848389, 0.1465960144996643, -0.0546162910759449, -0.4278933107852936, -1.8614277839660645, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2524237036705017, 1.020977258682251, 1.8801695108413696, -1.0706819295883179, -0.5880324840545654, 0.07216241210699081, 0.6243928670883179, 0.9695703387260437, -0.4328090250492096, -1.8296444416046143, -0.4400681257247925, 0.7196340560913086, -0.06409256905317307, -2.0249722003936768, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.1913034915924072, -0.675593376159668, 0.877840518951416, 1.0634262561798096, -1.3272286653518677, -1.3984531164169312, -2.402635335922241, 0.4102197587490082, 0.5185109376907349, -3.2449047565460205, 0.2509849965572357, 0.895918071269989, -0.6590293049812317, -0.6966745853424072, 0.497...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4748215079307556, 2.000699281692505, 0.13642404973506927, -0.5955118536949158, -0.8327277898788452, 0.4906993806362152, -0.00789802148938179, -0.8969838619232178, -0.4464256465435028, 0.3449063301086426, 1.6809492111206055, -0.12563636898994446, 0.5684794187545776, 0.7414215207099915, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.12628254294395447, 0.3446123003959656, 0.28020697832107544, 0.5049447417259216, -0.9438508749008179, 0.15979458391666412, 2.033294677734375, -0.9494425058364868, -0.29531189799308777, 0.8509007692337036, -0.12906071543693542, -0.10656380653381348, -0.9742321372032166, -0.5684484243392944...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.25305625796318054, -1.2969285249710083, -1.917405366897583, 2.046475410461426, 1.9490408897399902, -0.6268044710159302, -0.629880428314209, 2.0377814769744873, 0.45164138078689575, -1.7921011447906494, 0.5118443369865417, 0.1383257657289505, -0.9964984655380249, -0.38776180148124695, 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
[ 0.17250990867614746, 1.2210602760314941, -0.1724042147397995, 0.6132480502128601, 0.024007758125662804, 0.7597312331199646, -1.5649657249450684, -0.3825163245201111, 0.6909484267234802, -1.1619535684585571, -0.024470355361700058, -0.734870195388794, 0.9245887398719788, -1.321685552597046, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3819740116596222, -0.2753037214279175, 0.2698031961917877, 0.3063490390777588, 0.12045198678970337, -0.8246838450431824, -1.3591209650039673, -0.698643684387207, 2.260756254196167, -1.1625895500183105, 0.0346573181450367, -0.2939694821834564, 2.429507255554199, 0.3011815845966339, -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
[ 0.3186245560646057, -0.2439296394586563, 0.41267308592796326, 2.0933635234832764, 0.7429926991462708, -0.42810049653053284, 2.218372344970703, -0.02246253378689289, -1.8481627702713013, -2.2992162704467773, 0.3864250183105469, -0.49753883481025696, -0.07203392684459686, 1.8392283916473389,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9597426652908325, -0.28728774189949036, 0.2589010000228882, -0.7163953185081482, 0.33189427852630615, -1.1045042276382446, 0.5231401920318604, -1.4547523260116577, -0.39393267035484314, 0.2984656095504761, 0.47044217586517334, -1.1511750221252441, -1.686920404434204, -2.100630283355713,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.66746985912323, -2.4200832843780518, 0.7109750509262085, -0.7506712079048157, -0.8779718279838562, 0.018391307443380356, 1.0756281614303589, -0.9425207376480103, -1.4165475368499756, 0.17430341243743896, 0.4497467279434204, 2.2011160850524902, -0.7973657846450806, 0.46638405323028564, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1269856095314026, 0.3515286445617676, 0.44878333806991577, 0.417257696390152, 0.8824370503425598, 0.777813196182251, 0.4775165319442749, -1.4235169887542725, 0.5163955092430115, -0.054085925221443176, 0.21390970051288605, 0.5470533967018127, -0.3110696077346802, -1.1704211235046387, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.062872052192688, -1.558312177658081, 0.09468395262956619, 0.536263644695282, 1.0394008159637451, 0.10749869048595428, 0.14683443307876587, -1.5682482719421387, -0.01872486062347889, -1.5845513343811035, 1.1682428121566772, 1.8010412454605103, 0.640113115310669, -0.6417851448059082, -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
[ 0.8609423637390137, -0.45536863803863525, 0.2316819578409195, -1.0281732082366943, 1.2596174478530884, -0.12364214658737183, -0.47998109459877014, 0.1412125527858734, 0.7988753318786621, 0.8113498091697693, 0.3453047573566437, 0.6743277311325073, -0.5135672092437744, -1.074949026107788, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4530351161956787, -1.5197678804397583, 1.2432599067687988, -0.21237246692180634, 1.0374956130981445, 1.0961837768554688, 0.7926563620567322, -0.7882234454154968, 0.31557345390319824, -0.9602891206741333, 0.15879173576831818, 1.1646815538406372, 0.39704564213752747, -0.8485432267189026, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6923911571502686, -0.6700993180274963, -1.0060453414916992, 0.13793577253818512, 1.1899750232696533, 0.035236287862062454, 0.815739631652832, 0.022147266194224358, -0.33363837003707886, -0.7606199979782104, 1.823812484741211, -0.858691930770874, 1.3566261529922485, 0.7523589134216309, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7611741423606873, -0.3099752366542816, -1.6398508548736572, -0.5511133670806885, 0.734591007232666, -0.013723066076636314, -0.17405220866203308, 0.3114853799343109, 0.06778977811336517, -1.3303464651107788, -0.35747042298316956, 2.4846222400665283, -0.5019492506980896, -1.20774495601654...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.906894326210022, 0.43717679381370544, -1.0935790538787842, -0.6342782974243164, -0.4189218282699585, -0.22945013642311096, -1.6039930582046509, 0.7196334600448608, 0.82745760679245, 2.449626922607422, 0.704374372959137, -1.2510665655136108, 0.5539258122444153, -2.5722858905792236, -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
[ 1.6768873929977417, -0.44224023818969727, -2.27616286277771, -0.14422857761383057, -0.0663306936621666, 0.5595152378082275, 1.71364164352417, -1.3625073432922363, -0.8059296011924744, 0.27366986870765686, 1.89885413646698, -1.040800929069519, -1.141144871711731, 1.0046125650405884, -0.33...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.13219919800758362, 0.2844744026660919, -0.04154249653220177, 1.1303563117980957, 0.36186203360557556, 0.2611028850078583, 2.62465500831604, -0.316123366355896, 0.04744995757937431, -1.131615400314331, 1.0434467792510986, 1.1601402759552002, 0.24982020258903503, -0.5383846163749695, -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
[ -1.1825052499771118, 0.14296568930149078, -0.6792675256729126, 0.6338121891021729, -1.1445660591125488, -0.3799907863140106, 0.5223989486694336, -0.4531339108943939, 0.7511929869651794, -0.1313103437423706, 0.3108830749988556, 2.072593927383423, -1.0955467224121094, -0.7692390084266663, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3421306014060974, 0.30056649446487427, 1.2227809429168701, -0.7511928081512451, 1.2161072492599487, 0.39523619413375854, 0.7812066674232483, -0.722712516784668, 0.6029806137084961, -1.4103119373321533, 0.17525675892829895, -1.600791335105896, -0.7157197594642639, -1.062559723854065, 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
[ 0.49814870953559875, -0.3351501226425171, 0.5882860422134399, -0.932783305644989, -0.6627086997032166, 0.44241079688072205, -0.9273510575294495, 0.8797197341918945, -0.8267454504966736, 0.4048633277416229, -1.1649799346923828, -0.41797202825546265, 0.6649734973907471, -0.5333874821662903, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.002926924964413047, 0.24781814217567444, 0.9556359648704529, 1.2325478792190552, 0.14254048466682434, 1.1588150262832642, 0.22344200313091278, 0.986383318901062, -0.541520357131958, -1.0495994091033936, -0.6443430781364441, 1.5881249904632568, -0.7136162519454956, -1.0258270502090454, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7369347810745239, -0.7752429842948914, -0.6227177381515503, -1.59621262550354, 0.4773671329021454, 0.03772077336907387, -1.006210207939148, 0.6566872596740723, -0.4088321924209595, -0.6796135902404785, -0.943145751953125, -2.5965280532836914, 0.3032904863357544, -0.6809660196304321, 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
[ -0.26366642117500305, -0.4314049780368805, 3.0464963912963867, -1.6086949110031128, -1.1611981391906738, 0.5271239876747131, -1.260293960571289, 0.4483574330806732, 0.4735000431537628, 0.9825900793075562, 1.8997331857681274, 0.8254296779632568, -0.2556864023208618, -1.5648313760757446, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3550455570220947, -1.2878776788711548, 0.41308334469795227, -0.7038820385932922, -1.3028687238693237, -0.18651482462882996, 0.7248986959457397, -0.16275987029075623, -1.0402607917785645, -1.2017977237701416, 0.20344391465187073, 1.169864535331726, -0.7246535420417786, -1.3587591648101807...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.15995624661445618, -0.14238861203193665, 0.5794953107833862, -0.6091545820236206, 0.454472154378891, 0.43727484345436096, 0.035322096198797226, 0.1535288244485855, 0.07724809646606445, -0.5714632272720337, 0.36271658539772034, -0.08677253127098083, -0.7993599772453308, 0.205632507801055...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5208740234375, 0.5819929838180542, 0.2578609585762024, -0.6847915649414062, 0.12802234292030334, -0.4175722301006317, 0.5628244876861572, 0.6941541433334351, 2.0840086936950684, -1.7266088724136353, 1.390181541442871, 0.11044982075691223, -0.5038207769393921, -0.7890793681144714, -0.40...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8343431949615479, -1.1330671310424805, 0.8497709631919861, 3.2634408473968506, 0.21058475971221924, 0.7488704323768616, 0.4965934753417969, -0.8671483993530273, -1.5080206394195557, -1.1551239490509033, -0.46327731013298035, -1.6324366331100464, -0.4469132125377655, -0.1757117211818695,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.07355279475450516, 0.23278646171092987, 1.53189218044281, 0.10818827897310257, 0.027806511148810387, -1.020647644996643, -1.140331745147705, -0.9238864779472351, -1.1653989553451538, -0.7906818985939026, 1.2762823104858398, 0.5141119956970215, 0.4850188195705414, 0.5532844662666321, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11809646338224411, -0.6500211358070374, -0.740198016166687, -0.4243311583995819, -0.02793077751994133, 0.12619368731975555, -1.3988584280014038, -1.0679843425750732, -2.229546308517456, -0.44204625487327576, 0.8518482446670532, 1.355228066444397, -0.025258878245949745, 0.271551579236984...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.329491525888443, -0.8459302186965942, 0.388110488653183, 0.764906644821167, -1.418226718902588, 0.43258318305015564, -1.43662691116333, -0.4363153278827667, -0.8644137382507324, -1.4928256273269653, 0.5559008717536926, -0.226734459400177, -0.59843909740448, -0.9481483101844788, -0.6900...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6782366633415222, -0.484038770198822, 0.5971127152442932, -1.5518114566802979, -0.1541983038187027, -1.0510509014129639, -0.7371932864189148, -0.7041792273521423, -1.115654468536377, 0.1932203322649002, 0.8639668822288513, -0.9652690291404724, 0.13392844796180725, 2.0849099159240723, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3341791331768036, -0.13507065176963806, 0.0567655935883522, -0.16324716806411743, 1.6475886106491089, -1.2289444208145142, -0.8934329748153687, 0.1414777636528015, 1.8591126203536987, -1.029363989830017, 0.24979645013809204, 0.13747824728488922, -0.6357407569885254, 0.2789265215396881, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6216087341308594, 1.1527771949768066, -1.6536803245544434, 0.12105152755975723, 0.47312435507774353, 0.25262126326560974, 1.4451438188552856, 1.2561150789260864, -0.27704915404319763, 1.7760217189788818, 0.13289614021778107, -0.9128288626670837, 0.7339175939559937, 1.2592881917953491, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6991608142852783, -0.2869035005569458, -0.22419190406799316, 1.7185046672821045, -0.5429284572601318, 1.934499740600586, 0.37624263763427734, 1.0294411182403564, -0.35849976539611816, -0.2923646867275238, -1.6484317779541016, 0.09914638102054596, 0.10309389978647232, -1.104441523551941,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11904153227806091, -0.00595264695584774, -0.026210814714431763, 1.2462503910064697, -1.8119572401046753, 0.3022978901863098, 1.091642141342163, 0.2375483512878418, 1.2335840463638306, -1.335711121559143, -2.1904711723327637, 1.021718978881836, 0.5722629427909851, 0.2472824901342392, 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
[ 1.1420643329620361, -1.2713065147399902, -2.395615816116333, -1.0121703147888184, -2.558671474456787, 1.7528077363967896, -0.08696774393320084, -0.20890411734580994, -0.8200851082801819, -1.4665497541427612, -0.2003810554742813, -0.15765374898910522, -0.37631919980049133, 0.614840149879455...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40583541989326477, 0.29109036922454834, -0.6169315576553345, -0.39600449800491333, -0.9498483538627625, -0.25663331151008606, -0.6942642331123352, 0.49922144412994385, -0.21102012693881989, 0.3034259080886841, -0.22711777687072754, -0.11909357458353043, 1.1032488346099854, 0.43970504403...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9617124199867249, -0.6123140454292297, 1.3683120012283325, 1.5871758460998535, -1.6240772008895874, -0.20192164182662964, -0.46883538365364075, -3.205899477005005, -1.0696133375167847, 2.411548137664795, -0.38066086173057556, -0.4224928915500641, -0.07114745676517487, 0.7765676379203796...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1365138292312622, 1.923839807510376, 0.4432057738304138, -1.3215292692184448, -0.856869101524353, 0.10974574089050293, -1.0261870622634888, -0.41457945108413696, -2.1381452083587646, -0.009211846627295017, -1.117598295211792, 0.7162293195724487, 1.2971587181091309, -2.0028879642486572, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5849874019622803, 0.5165971517562866, 0.26466646790504456, -1.9602699279785156, -0.40517833828926086, 1.4092144966125488, -1.0627532005310059, -0.17319685220718384, 1.7473198175430298, -0.28018122911453247, -1.0929464101791382, -0.36651960015296936, -0.4158090353012085, 0.073769062757492...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9206416606903076, -0.7450852990150452, 1.0770419836044312, 0.9935411810874939, -1.668827772140503, 1.9153224229812622, -0.19547317922115326, -0.8699817657470703, 0.9911258220672607, 1.4741365909576416, -0.5913567543029785, 0.008944123983383179, -1.0680466890335083, -0.26007840037345886, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2654991149902344, -0.48829323053359985, -1.1368356943130493, -0.4233221113681793, 0.4922526776790619, 0.9399291276931763, 0.5307301878929138, -1.8939038515090942, -0.6026148796081543, -0.37173083424568176, -0.6645591855049133, -0.7250763773918152, 2.1027557849884033, 0.46189820766448975,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.4450438022613525, 0.5113998055458069, 1.0339590311050415, -0.651231050491333, -1.1569310426712036, 1.7106542587280273, -0.23706966638565063, 0.93075031042099, -0.23363129794597626, -1.0758905410766602, -0.15029771625995636, -1.9209694862365723, 0.9783490300178528, 1.4107182025909424, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7573540210723877, 0.7054630517959595, 0.29469531774520874, -2.0861449241638184, -1.1067302227020264, -0.9139901995658875, 0.8001644015312195, 0.6644810438156128, -1.6907607316970825, -0.48203468322753906, 2.025203227996826, -1.1602420806884766, 2.2932217121124268, -0.07161916047334671, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.124728798866272, -0.6939548254013062, -1.9317783117294312, -0.9409412741661072, -0.20032715797424316, -1.2146399021148682, 0.030247371643781662, 0.49296724796295166, -1.1832400560379028, -0.7837807536125183, -0.8712319135665894, -1.3366434574127197, 1.30796480178833, -0.2568177580833435,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3552524149417877, 0.037518635392189026, -0.6024618744850159, 0.2316947877407074, -1.3265005350112915, 1.0652413368225098, 0.6698732972145081, -0.46383941173553467, -0.72250896692276, -0.5573239326477051, 2.0870819091796875, -0.02553189918398857, -0.45466795563697815, 1.3354891538619995, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0826337337493896, 2.4520134925842285, 0.18925927579402924, -1.4400731325149536, -0.2772088646888733, -0.10574476420879364, -0.5709419846534729, 1.2905967235565186, 1.0506491661071777, -0.3297045826911926, -0.5946317911148071, -0.794539213180542, 1.3002293109893799, -0.7268394827842712, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7006903290748596, 1.4527153968811035, 0.6744897961616516, -0.18862444162368774, -0.7425198554992676, 0.3028710186481476, -0.49018946290016174, 1.4220433235168457, -0.7414958477020264, 0.10475654155015945, -0.9593580961227417, 0.8232012391090393, -1.0746899843215942, -0.4750611484050751,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2421448230743408, 0.2062351256608963, -0.19298842549324036, 1.0324511528015137, 0.388481467962265, 0.14342424273490906, -1.4412273168563843, 0.39675915241241455, 0.19484448432922363, 1.6748110055923462, -0.30679580569267273, 0.4212579131126404, -0.766578733921051, -1.5228959321975708, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.732964813709259, -0.6067975163459778, -0.1076408177614212, 0.719916820526123, -0.19603151082992554, 0.25400108098983765, 1.1918927431106567, -0.43005794286727905, 0.9318338632583618, -1.0191792249679565, 0.9143063426017761, -1.036395788192749, 0.4620664417743683, -1.8728208541870117, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0389386415481567, 0.2732114791870117, -0.978225588798523, 1.112821102142334, -0.3497847020626068, -1.0844972133636475, -2.1653659343719482, 1.7699335813522339, 0.33855751156806946, 2.427950859069824, -0.31916752457618713, -0.19167663156986237, -0.5406851172447205, -0.49685531854629517, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1068052053451538, -0.4328088164329529, 0.9247280955314636, -0.6311594247817993, -0.9099649786949158, -0.07181556522846222, -0.1061355471611023, -0.2110406458377838, 0.7545772194862366, 1.583780288696289, 1.5597553253173828, -1.534869909286499, -2.321244239807129, -0.9454056024551392, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.013322353363037, -0.008873282000422478, 1.399781584739685, 0.21473562717437744, 0.3543895184993744, 1.2617692947387695, -2.118295431137085, -1.2949024438858032, -0.4437881410121918, -0.3293815851211548, -1.7266596555709839, 1.2251763343811035, -0.8883040547370911, -0.14661246538162231, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5758688449859619, -0.6771565079689026, -0.8103834390640259, -0.7199881076812744, 0.06862029433250427, -1.8409239053726196, 0.1744219809770584, 1.1363111734390259, 0.6479078531265259, -0.8015481233596802, 0.26212626695632935, -1.0906025171279907, 1.3146873712539673, 1.4004969596862793, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.18501386046409607, 0.8490232229232788, 2.028038501739502, 0.276302307844162, 1.215541124343872, 1.4290467500686646, 1.1771388053894043, 0.43906155228614807, 0.2892618179321289, -2.1466712951660156, 1.7456117868423462, 2.107778549194336, -0.09936574846506119, -0.2368900328874588, -0.07...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8782862424850464, -1.9019094705581665, -0.2677585482597351, 0.3685861825942993, 0.9241054654121399, 0.5516752004623413, -0.08976604789495468, 0.713610053062439, 0.5289470553398132, -0.866169273853302, 1.3055003881454468, -0.9090384244918823, -0.797661542892456, -0.8437585830688477, -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
[ -0.7810002565383911, 0.5730726718902588, -1.1153481006622314, 0.04037899523973465, 0.13845659792423248, -0.40785062313079834, -0.6791595220565796, -0.8628947734832764, 0.25449052453041077, 0.9458833932876587, -0.5867508053779602, 1.0977606773376465, -0.7374950647354126, 0.271412193775177, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8909364938735962, -1.1045666933059692, 0.3037980794906616, 0.9743008613586426, -0.05800887569785118, 0.2920221984386444, -0.4004298150539398, 0.5991319417953491, -0.4227794110774994, 0.7531159520149231, -0.3915790915489197, 0.2883051037788391, -1.2397992610931396, -1.3375455141067505, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8263077139854431, -0.09238233417272568, 1.6520459651947021, -0.5400658249855042, 0.8633710145950317, -0.5502701997756958, 0.5033583641052246, -0.11594309657812119, -0.616216778755188, -0.8583477139472961, 0.7780202627182007, 0.07379712164402008, 0.19139450788497925, 1.0884042978286743, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.13883927464485168, -0.2967928946018219, -0.21616549789905548, 0.40122535824775696, 0.7786083817481995, 0.9603670239448547, -0.2170627862215042, -1.046696424484253, 0.5867934226989746, -0.9026705026626587, -0.5052553415298462, -1.1422467231750488, 1.008908987045288, 0.056934867054224014,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2950763702392578, -0.69443678855896, 0.5961223244667053, -0.7574831247329712, -0.19245308637619019, -0.06454484164714813, -0.08469133079051971, -0.3812728822231293, 0.7210305333137512, 0.7585713267326355, -0.11448661983013153, 0.9024805426597595, -0.18326498568058014, -0.869882643222808...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9598843455314636, 0.0900079756975174, 0.24759620428085327, 0.6963014006614685, -0.11344344913959503, -0.12664586305618286, 1.216766357421875, -0.09563715755939484, 0.5272386074066162, 0.33351191878318787, 0.6612899899482727, -0.6087701916694641, 0.23751580715179443, -0.39195582270622253...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5942761898040771, 2.0512278079986572, 0.32818472385406494, -1.9966496229171753, -1.3597581386566162, 0.2659730017185211, -0.49007540941238403, 1.6575443744659424, -0.45467308163642883, -0.3821026682853699, 0.7851303815841675, 1.4966977834701538, 1.2506942749023438, -1.6069964170455933, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.550957202911377, -0.9612284302711487, -0.8928332924842834, 0.2489098310470581, 0.5691174268722534, -0.9079604148864746, 2.1452035903930664, 0.2004443109035492, 0.5187216401100159, 0.15897096693515778, -0.6064251661300659, 1.153066873550415, 0.35139453411102295, 0.3682959973812103, 2.1...
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
[ -2.039283275604248, 1.06126070022583, -0.39009949564933777, -0.6965635418891907, 1.575798511505127, -0.562580943107605, -0.041997816413640976, 1.5592764616012573, 1.3329272270202637, -1.7031803131103516, 0.03853515163064003, -0.3541373610496521, -0.06806693971157074, 1.292011022567749, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3488882780075073, -0.06244997680187225, -0.5727151036262512, 0.6502566337585449, -2.7262542247772217, 1.4669345617294312, 0.82733154296875, -1.1654434204101562, 0.00180984812323004, -0.07099566608667374, -1.6363645792007446, -0.6978242993354797, -1.0984233617782593, -0.37980917096138, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5525375008583069, 1.4386638402938843, 0.24492187798023224, -1.2427823543548584, -0.5929128527641296, -1.00502610206604, 1.0403573513031006, 0.04923704266548157, -0.793473482131958, 0.20188717544078827, 2.1857430934906006, -0.6873761415481567, 1.616897463798523, 1.8286246061325073, -1.4...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11621797829866409, -1.4432622194290161, -0.17796634137630463, 1.2475625276565552, -1.3040827512741089, 0.6634047031402588, 2.1140079498291016, 1.1981842517852783, 0.6641412377357483, 0.829464316368103, 0.6062576770782471, -0.3279387354850769, 1.0614782571792603, 0.4117882549762726, -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
[ 0.007970679551362991, -1.3325103521347046, 1.206863284111023, 0.7792021632194519, 0.315961629152298, 0.39104077219963074, -0.8571264743804932, -0.10705403983592987, -0.5739325284957886, -0.2534951865673065, 0.2184051275253296, 1.3088817596435547, 0.6726856231689453, 1.305958867073059, -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
[ 1.7302172183990479, 0.9669346213340759, 0.6391825079917908, -0.5466449856758118, 1.0561593770980835, -2.789855480194092, -0.10412242263555527, -0.8494161367416382, -1.060639500617981, 0.3804270327091217, 1.276260256767273, 0.1133132055401802, -1.4984123706817627, -2.412785530090332, -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
[ -0.6723439693450928, -0.49381503462791443, 0.12956175208091736, -0.5014187693595886, -0.0433913879096508, 1.2872085571289062, 0.4158466160297394, 0.33624911308288574, 0.27180227637290955, -0.790189266204834, 0.5096836090087891, 1.3487365245819092, -0.7171520590782166, 0.9125158786773682, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8884578347206116, -0.7930052280426025, -0.3117513358592987, -0.5735569596290588, -0.9323920607566833, 1.5717936754226685, -0.2880983054637909, -0.348000705242157, -1.7154511213302612, 1.6220190525054932, 0.2729129493236542, 1.1868973970413208, -2.0893666744232178, 0.1550280898809433, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8975240588188171, 0.1894368678331375, -2.0712521076202393, -1.1162234544754028, 0.04719812422990799, 2.028949022293091, 0.6893776655197144, -0.4200459122657776, 0.28230059146881104, -0.4030449688434601, -0.4670795202255249, 0.20023280382156372, -0.21070991456508636, 0.7911978960037231, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5378071665763855, 1.332327127456665, 0.0022511465940624475, -1.1980774402618408, -0.908808708190918, -0.7535108327865601, -0.04691014066338539, -0.9139754176139832, 0.7360192537307739, -0.4408183693885803, 0.2165575474500656, 0.2852799594402313, -0.8054864406585693, 0.7267289757728577, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3133732080459595, 1.4701752662658691, -0.15165428817272186, 0.1981411725282669, 0.3573322296142578, -0.3936472237110138, -0.34554076194763184, -0.27351996302604675, 0.5530609488487244, 1.0219882726669312, 0.4991712272167206, -1.5151833295822144, -0.5015804767608643, 0.7464489340782166, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.44120436906814575, 1.276654839515686, 0.16349859535694122, -0.357256680727005, 0.1251070350408554, 1.5204801559448242, 0.7910774946212769, -0.45472240447998047, 0.32909417152404785, 0.8303340077400208, -1.4735805988311768, -0.4871859848499298, 0.3487577736377716, 0.5187033414840698, 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
[ -1.241628646850586, 0.22393253445625305, 0.11188115924596786, -0.800662100315094, 0.4248010218143463, -1.118270754814148, -0.5747250914573669, 0.4872552156448364, 0.3767367899417877, 1.13511323928833, 0.5550848841667175, 2.0123703479766846, 0.6747153997421265, -0.16396938264369965, 0.173...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3224509060382843, -1.7202988862991333, 0.1063997894525528, 0.8023041486740112, -0.2798825204372406, -1.960906982421875, -0.584804892539978, -0.3220987915992737, 2.137185573577881, -0.09009046852588654, -0.5634371638298035, 0.01882810890674591, -1.9673634767532349, -0.15938116610050201, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8160536289215088, -0.2808474898338318, -0.15091469883918762, -0.6766663789749146, -1.0018724203109741, 1.5480787754058838, -0.8627492189407349, -1.1779621839523315, 0.8865804076194763, -0.5734503269195557, 0.223322331905365, 2.6586782932281494, 1.569534182548523, 0.7065796256065369, 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
[ -1.5553090572357178, 0.8957897424697876, -1.4181400537490845, -1.15743088722229, 0.8419575095176697, 0.7226747274398804, 1.4155038595199585, -0.16857272386550903, 0.7209967970848083, -0.8440567851066589, 0.4588252305984497, -1.3385728597640991, -1.3077524900436401, 0.506380021572113, -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
[ -0.10721665620803833, -0.22539182007312775, 0.7991800308227539, -1.5110398530960083, 0.8476902842521667, -0.43152809143066406, -1.0664342641830444, -0.30392560362815857, 0.913115382194519, 0.8957085013389587, 0.7789331674575806, -0.15324842929840088, 0.2303910106420517, 0.463599294424057, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis