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[ 1.2701925039291382, 0.5963967442512512, -1.9474176168441772, 0.18594588339328766, 0.10067905485630035, -0.8147789835929871, -0.06750860065221786, -1.4094187021255493, 0.4684278070926666, -0.4117452800273895, -0.6125226616859436, -2.1370251178741455, 0.6286187171936035, -0.8645241856575012,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.158347487449646, 0.27029141783714294, -1.027713656425476, 0.6697655320167542, 1.3035697937011719, -1.1525036096572876, 0.5033106207847595, 0.7323891520500183, 0.12560342252254486, -0.4005047380924225, 0.49266019463539124, 2.255966901779175, 0.0017277270089834929, -0.8897385001182556, 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
[ 1.498874306678772, 2.2857964038848877, 0.6890532970428467, -0.5752914547920227, -0.0612601712346077, -0.5387850999832153, -0.16291117668151855, -1.615515112876892, -0.6968010663986206, -0.5557985901832581, -2.505847930908203, 1.706255316734314, 1.3944624662399292, -0.3575870096683502, 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
[ -1.5654542446136475, -0.8669626712799072, -1.0599541664123535, -1.8757489919662476, -1.176445722579956, -0.5485925674438477, 1.491442084312439, 0.8329294323921204, -1.8850877285003662, -1.298579454421997, 1.1652132272720337, -1.0251085758209229, 0.9932919144630432, 1.4748210906982422, 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
[ -1.4330729246139526, -0.42649519443511963, -0.6545988321304321, -1.0317306518554688, 0.18964335322380066, 0.2449910193681717, -0.6803975701332092, 1.0170836448669434, 0.4956420063972473, -1.080750584602356, -1.0879489183425903, -1.176682472229004, -0.8836874961853027, -1.072441816329956, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.02876647561788559, 1.041256070137024, -0.6672115921974182, -0.39557111263275146, -2.49943470954895, -0.16609664261341095, -1.2303545475006104, 2.161036729812622, -1.5823577642440796, -0.25815749168395996, 0.1782272607088089, 0.9905929565429688, -0.49473848938941956, -0.5398925542831421,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2618045806884766, -1.1204789876937866, -0.6133466362953186, -0.5414910912513733, 0.5475834012031555, 0.2922634482383728, -0.6975491642951965, -0.28012576699256897, 0.6702688932418823, -1.282558560371399, 1.8029850721359253, 2.182373523712158, -0.31436407566070557, -0.3886283338069916, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3546620309352875, -2.1371803283691406, -0.9719483852386475, -2.117096185684204, -0.7919517755508423, 1.0261286497116089, -1.659423828125, 0.18694202601909637, -1.9210593700408936, -0.8178110718727112, 0.8522043824195862, 1.2398933172225952, 0.005946048069745302, -1.0714921951293945, 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
[ -0.3794557452201843, 0.6773977875709534, -0.7199041843414307, -1.0558249950408936, -0.08545509725809097, -1.0891038179397583, -0.0019631050527095795, 0.8265048265457153, 0.22339750826358795, -1.4882131814956665, 1.137699842453003, -0.754320502281189, 1.1358872652053833, 0.1801188588142395,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.1250221729278564, 0.41659730672836304, -0.27454280853271484, -1.041776418685913, 0.4645577669143677, 0.29249808192253113, 0.33729076385498047, -1.105680227279663, 0.302537202835083, -0.4405893087387085, -0.7238699793815613, -0.44848743081092834, -0.6619212627410889, 0.5959473848342896, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.03250719606876373, -1.1232465505599976, -0.7904654741287231, -0.5213042497634888, -0.7696828842163086, -0.1631273776292801, -0.1887284368276596, -0.7407205700874329, 0.21782737970352173, -0.6392802000045776, -0.7296305894851685, -1.3943325281143188, -0.6566179990768433, -0.1357163488864...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7791464328765869, -0.7015483975410461, 2.1227972507476807, -1.5740935802459717, 0.44410839676856995, 1.543773889541626, -0.3109439015388489, -0.38612985610961914, 0.24044732749462128, -0.2149411290884018, 0.9746777415275574, -0.17625893652439117, 0.9170229434967041, -0.08395538479089737,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.21675756573677063, 0.7678205370903015, 0.23801188170909882, -1.5133626461029053, -0.7358067631721497, -2.0903687477111816, -1.2878726720809937, 0.21723802387714386, 1.089393973350525, -0.13825634121894836, 0.9426054954528809, -1.124022364616394, 0.6795425415039062, -0.6252586245536804, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.40780529379844666, 0.38422510027885437, 2.823059320449829, 0.07934926450252533, 0.21161778271198273, -1.423049807548523, 0.42563506960868835, -1.0059744119644165, 1.4776138067245483, -0.18013261258602142, -0.6039443016052246, 0.5936242938041687, -0.417385995388031, 0.36190658807754517, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3915265798568726, -1.2608039379119873, 0.36931532621383667, 2.029407262802124, 0.6922520995140076, -0.39018696546554565, 0.31667661666870117, -1.4012510776519775, 1.1735610961914062, -0.05452877655625343, 0.09721636772155762, 0.2791701853275299, -1.9038962125778198, -1.0033215284347534,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.421526700258255, -0.7120503783226013, -1.992961049079895, 0.25684458017349243, 0.5353296995162964, -0.9421824216842651, 0.3263755738735199, 0.23977859318256378, -0.4977242648601532, -1.2543410062789917, -0.8955531120300293, -0.7791997194290161, -0.9406000375747681, -0.235934779047966, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2511463761329651, 1.2484731674194336, 2.114367723464966, -1.9871960878372192, 1.7727289199829102, 0.9284921884536743, -0.8144851326942444, -0.5405861139297485, 1.1749529838562012, 0.17274689674377441, 1.0592374801635742, -0.05364702269434929, -0.19004102051258087, -1.580901026725769, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.25773683190345764, -1.1117264032363892, -0.3781607747077942, 0.700564444065094, -0.8681217432022095, -0.4324069321155548, -1.3517730236053467, -0.3281164765357971, -0.6212350130081177, 0.0404486209154129, 0.2495608776807785, -0.13876649737358093, -0.38810262084007263, -0.3294782340526581...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5593274831771851, -1.5156115293502808, -0.49194908142089844, -0.20611092448234558, 0.2911883592605591, 0.43354231119155884, 0.15053366124629974, -0.25881102681159973, -0.6026491522789001, 0.11484599113464355, 1.1216042041778564, -0.23773705959320068, 1.247082233428955, 1.560145139694213...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.21107742190361023, 0.03780021518468857, -1.3160022497177124, 1.424282193183899, -0.05673496425151825, -0.047589320689439774, 1.0422991514205933, -1.264754056930542, -1.3263647556304932, -1.3406825065612793, 1.2514972686767578, -0.06108330190181732, 1.452366828918457, 0.7007849216461182, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8934873938560486, -0.6758814454078674, 0.6339936852455139, 0.4647534489631653, 1.5080113410949707, -0.03181939199566841, -0.9236161708831787, -0.7227506637573242, -0.34341296553611755, -2.235934019088745, -1.6490789651870728, 0.9283228516578674, -0.6838213205337524, -1.1175867319107056,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1069658175110817, -0.9819838404655457, 1.659961462020874, 0.14762327075004578, 0.5183729529380798, -0.38903284072875977, -1.1040081977844238, -0.5268269181251526, -0.36781981587409973, -0.6828513145446777, 0.6764745116233826, -0.8824150562286377, -0.7895267605781555, 0.6342067122459412,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8633745908737183, -1.6976202726364136, 1.5364793539047241, 1.109411597251892, 1.1018767356872559, 0.7891935110092163, 0.8155449032783508, -2.089381694793701, -0.12790167331695557, 0.20762225985527039, -1.6055339574813843, -0.18952806293964386, 2.095733880996704, 1.5883578062057495, -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
[ -0.9552815556526184, -0.12178121507167816, -0.6179646253585815, 0.7677494883537292, 0.9236838817596436, -0.15624293684959412, -0.9982799887657166, 1.5864688158035278, 0.5721302032470703, 0.7871648073196411, 2.7176311016082764, 1.6193063259124756, -0.7502044439315796, 0.0781354233622551, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.083936095237732, 0.9439918994903564, -0.10151761770248413, -0.59205561876297, 1.1921133995056152, 1.7097017765045166, 0.11808788031339645, 0.5411879420280457, -0.35209670662879944, -1.8636960983276367, 1.1804195642471313, 1.0112658739089966, 0.03564351797103882, 1.7740578651428223, -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
[ 0.846886396408081, -0.6552248001098633, -1.1919797658920288, -0.551833987236023, 2.162306308746338, 1.194598913192749, 0.8435966968536377, -0.40184286236763, -1.6189079284667969, 0.5986209511756897, -1.1046700477600098, -0.14385941624641418, -0.7747227549552917, 0.6171008348464966, -1.24...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9103909730911255, -0.4962579905986786, 0.6772966980934143, -0.15058797597885132, 0.433693528175354, -0.08406412601470947, -0.22836820781230927, 0.49311020970344543, -0.3101433515548706, -1.086002230644226, 0.5509343147277832, -0.6572791337966919, 0.18646828830242157, 2.7357892990112305, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7321377396583557, -0.618969202041626, -0.04714297875761986, -1.0910710096359253, 1.9677962064743042, -0.3164651691913605, 1.1126943826675415, -0.5272646546363831, 0.21985648572444916, -2.1754794120788574, -0.34664514660835266, -1.0545850992202759, -0.28110411763191223, -1.089881062507629...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9258732199668884, -1.9437255859375, -0.13131067156791687, 1.9280983209609985, 0.2833860516548157, -1.6361956596374512, 0.9891205430030823, 1.6256592273712158, 1.028734564781189, 1.2070616483688354, -1.1140296459197998, -0.23868508636951447, -0.5290828347206116, -0.7615324854850769, 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
[ 0.6285073757171631, -0.9156128764152527, 0.3253110349178314, -0.7290000915527344, -0.5145223140716553, -0.22284181416034698, -0.4190734922885895, 0.3635105788707733, 0.15655668079853058, 0.946275532245636, -1.3840020895004272, 0.9771766662597656, 0.257519394159317, -1.549341082572937, -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
[ 0.8193548917770386, -0.018014220520853996, -0.22912883758544922, -0.4513927698135376, -0.6114039421081543, -0.05628329887986183, -0.15758685767650604, 1.9562149047851562, -0.3960408866405487, 0.19525490701198578, 0.6054779291152954, -0.4991194009780884, 0.7704049348831177, 0.28458678722381...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1845121830701828, -1.3060767650604248, -0.6666421890258789, -2.2791454792022705, -1.132613182067871, 0.42708057165145874, -1.345149278640747, -1.243802547454834, -1.3547838926315308, -1.717418909072876, 0.7094515562057495, -0.48495760560035706, 1.119928002357483, -1.988570213317871, -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
[ 1.154030680656433, 1.2105993032455444, 0.362318217754364, -0.09301993250846863, -0.24998946487903595, 0.30606764554977417, 0.21631918847560883, -0.3766542971134186, 0.29973623156547546, 1.298525094985962, 0.9932276010513306, 0.8209846615791321, 1.0005953311920166, -0.3049777150154114, 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
[ -0.15809960663318634, -0.6343892812728882, -0.8469175100326538, -0.7868799567222595, -2.4354920387268066, 0.2084326148033142, -0.5700157284736633, 0.16460643708705902, 0.39596113562583923, -1.2767553329467773, -2.662705183029175, -0.7131738066673279, -0.17138206958770752, -0.22177679836750...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.988385021686554, 0.6416261792182922, 0.24324165284633636, 1.1220937967300415, -0.041869502514600754, -1.6177359819412231, 0.5494214296340942, -0.914692759513855, -0.020298711955547333, 0.608955979347229, 0.16605161130428314, -0.5746843814849854, 0.5144584774971008, 0.3301013708114624, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.49512025713920593, 0.5436643958091736, -0.9434565901756287, -1.4300659894943237, -0.16151383519172668, -0.9496638774871826, 0.48588117957115173, -0.8270463943481445, 1.7302178144454956, -0.11742302775382996, 1.5876904726028442, 0.0665646567940712, 0.5166878700256348, 0.4620809555053711,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7783433794975281, 0.2944509983062744, -2.339927911758423, -1.419585943222046, -1.009665846824646, 0.35331299901008606, -0.1853501945734024, -2.145751476287842, 0.2920190393924713, 0.585088312625885, -2.1899774074554443, 0.5994482040405273, -0.9576194286346436, 0.5947063565254211, 0.496...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5896661281585693, -1.8673416376113892, 0.727016806602478, -1.0485683679580688, 0.6410558223724365, -0.7090853452682495, -0.08750715106725693, -0.023353878408670425, 1.216543436050415, 0.6301087737083435, 0.5562946200370789, 0.7642714381217957, -0.5166411399841309, -0.19814522564411163, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6154772043228149, 0.7315360307693481, 0.2916781008243561, 0.8369172811508179, 1.8242771625518799, 0.10032731294631958, 0.07450982183218002, 1.0275934934616089, -0.13944335281848907, 0.6578094959259033, -0.32172858715057373, 1.0985411405563354, -1.4089494943618774, -1.0027432441711426, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.571698784828186, 0.004926649853587151, -0.2159021943807602, 0.03672446683049202, 0.8535138964653015, 2.5953235626220703, 0.47955700755119324, 1.1783177852630615, 0.5462684631347656, -1.4448128938674927, 0.5160762667655945, -0.7486850619316101, 1.2953071594238281, 0.3707910478115082, -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
[ 1.9158143997192383, -0.9449945092201233, -1.228493332862854, -1.349359154701233, -0.33763587474823, 0.6261960864067078, 0.5989702343940735, -0.08933420479297638, -0.3112020790576935, -3.193012237548828, -0.8287439346313477, 0.7001307010650635, -0.3447192907333374, 0.6565436124801636, -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
[ 0.06370565295219421, 0.5095553398132324, -0.29035302996635437, -2.031200647354126, 0.20603345334529877, -0.3370480239391327, 0.4547721743583679, 0.5405462384223938, -0.5895666480064392, -0.10047883540391922, 0.5321527719497681, -1.1712841987609863, -1.4737417697906494, -0.9195680618286133,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.09593363106250763, -1.2193597555160522, -0.31982553005218506, -0.43958133459091187, -1.4846400022506714, -0.3291175961494446, 0.18817536532878876, -0.44136369228363037, 0.4888453781604767, 0.44494563341140747, -1.048711895942688, -1.2532039880752563, 0.7771873474121094, 0.67817759513854...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.02847607061266899, 1.4435392618179321, -1.232284426689148, 1.4037572145462036, 1.1876673698425293, -0.0959162786602974, -0.3425958454608917, -0.16636647284030914, 0.7560839653015137, -0.4550727903842926, 1.241181492805481, 0.10572481900453568, -0.3634185194969177, -2.751552104949951, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.38412418961524963, -1.147485375404358, 0.15248148143291473, 0.36765146255493164, -0.6475221514701843, -0.4993434250354767, 1.3156933784484863, -0.32814452052116394, 0.23495164513587952, -1.2243292331695557, -1.481668472290039, -0.016628358513116837, -1.3056585788726807, 0.02699630521237...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1658400148153305, 0.835058867931366, -1.9606047868728638, 2.329623222351074, 0.7850237488746643, 1.2265889644622803, 1.9642038345336914, -0.4849413335323334, -0.41581782698631287, 0.5506720542907715, -1.2978925704956055, -0.1697426736354828, 1.2188720703125, 0.4391562342643738, -0.041...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3699987530708313, 0.9331679344177246, 0.34242531657218933, -0.17564015090465546, 0.5063799023628235, 1.1794246435165405, 0.5433957576751709, -0.9510481357574463, 0.4457312524318695, 0.21517455577850342, -1.8120766878128052, 0.9262231588363647, -1.0655641555786133, -0.19120998680591583, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5437049865722656, -1.1473532915115356, 1.0484260320663452, 0.6514597535133362, 1.9357715845108032, -0.29197216033935547, 0.633878231048584, -0.6094104051589966, -0.3228392004966736, 1.126622200012207, 0.3185601830482483, 0.5076662302017212, 0.8033427000045776, -0.28281018137931824, 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
[ -1.4164485931396484, 0.3380535840988159, -0.4523480534553528, 0.47623366117477417, 0.04245805740356445, 1.2152273654937744, 0.6534808874130249, 0.6539725661277771, -0.07430949807167053, -0.5216899514198303, 0.782285749912262, -1.5955753326416016, -0.7227562069892883, -0.0077432906255126, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7541278600692749, -0.7695707082748413, -0.8706650733947754, -0.7243793606758118, -0.08390974253416061, -0.46485957503318787, -0.03118910640478134, 0.5159400701522827, -0.024409864097833633, -0.9344915747642517, 1.7638782262802124, -1.9039082527160645, -0.6925627589225769, 1.0853093862533...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6786550283432007, 0.16304947435855865, -1.0677540302276611, 0.08389849215745926, 1.282496452331543, 0.42059987783432007, 1.6164312362670898, -1.6254712343215942, 0.3746334910392761, 0.6173158884048462, 0.17646898329257965, 0.797894299030304, 0.7444478273391724, 0.3471606373786926, -0.4...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2686513662338257, -1.4183489084243774, 0.6533414721488953, -0.3199731111526489, -1.3876608610153198, 0.8265371918678284, -0.3191772699356079, -2.0127816200256348, -0.18764451146125793, -0.8743780255317688, -1.0850708484649658, -0.8867195248603821, -1.3471819162368774, -0.925326406955719...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4985063076019287, -1.2966676950454712, 1.1142504215240479, -1.2790261507034302, 0.061217050999403, 0.4203842282295227, 1.9303781986236572, 1.3870140314102173, -1.1122735738754272, 1.1316368579864502, 0.5016512274742126, 0.953728437423706, -0.1341823935508728, -1.2076265811920166, -0.61...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0987523794174194, 0.7723831534385681, 0.677108645439148, -1.345589518547058, 0.20078936219215393, -0.8094174861907959, -1.7903871536254883, 0.4237620234489441, -1.1629360914230347, -0.7145146727561951, 0.14722199738025665, -0.606837272644043, 0.49240991473197937, 0.8856054544448853, 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
[ -0.3656955361366272, 0.9843108654022217, -0.9403824210166931, -0.1433509886264801, 0.042011626064777374, -0.45185258984565735, -0.5666388869285583, -0.8819032907485962, -0.7860062122344971, -1.2707436084747314, 0.07998573035001755, 0.4485965073108673, 0.42021167278289795, -1.38584065437316...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3149471282958984, -1.078670859336853, 0.5641695857048035, 0.16313663125038147, 2.2472033500671387, -1.9369481801986694, -1.7195314168930054, 1.1415903568267822, 0.06412630528211594, -1.5187177658081055, 0.12043489515781403, 0.12821005284786224, -2.0891828536987305, 0.726494312286377, 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
[ 0.09604708850383759, 1.032556176185608, 0.7548918724060059, 0.7509380578994751, 1.2396583557128906, 0.6010981202125549, -1.1786274909973145, 0.9334468245506287, 0.6958295106887817, -1.6709150075912476, 0.5405118465423584, -0.853621780872345, -1.2584513425827026, -0.7455023527145386, 0.30...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5331416130065918, -0.000171837440575473, 0.649584949016571, -0.0603807158768177, -0.7148366570472717, -0.5722820162773132, -0.014189993031322956, 0.2717230021953583, -0.4991777241230011, -0.5927368998527527, -0.7779240608215332, 1.1348363161087036, 0.6240208148956299, -1.386989235877990...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7934978008270264, 1.827368140220642, -0.8349537253379822, 0.40972426533699036, -0.6685370206832886, -0.637320339679718, -1.67530357837677, -1.064083456993103, -0.2907055914402008, 0.9244616627693176, 0.32454240322113037, 1.3625305891036987, -0.2545228898525238, -0.302474707365036, 0.59...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2099001109600067, -0.9845950603485107, 0.6285086274147034, 1.5333143472671509, -1.148754358291626, 1.0303120613098145, -0.16530254483222961, -1.024682641029358, 1.251773476600647, 1.1106257438659668, -0.24630200862884521, -1.5884045362472534, 0.6070526838302612, 0.13204693794250488, -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
[ 2.0315895080566406, -1.2695351839065552, -0.0947389304637909, 1.8908435106277466, 0.0634215697646141, 1.9507228136062622, -0.1070377454161644, 0.2386968731880188, 0.05195722356438637, 0.5618065595626831, -0.008426944725215435, 0.5118778944015503, 0.20607969164848328, -1.7037838697433472, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.36649802327156067, 0.43955355882644653, -0.17820988595485687, 0.13119320571422577, -0.827267587184906, 2.380760908126831, -1.3389736413955688, -0.332276314496994, -0.05309729278087616, -1.0898576974868774, -1.1280794143676758, 0.9122130870819092, -0.5161594152450562, -1.3365520238876343,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.17382080852985382, 0.32771381735801697, -0.29134103655815125, -0.4401046633720398, -0.0365312322974205, -0.20534154772758484, -0.0928095132112503, 0.7575569152832031, 2.6138556003570557, 0.39118778705596924, 0.7754605412483215, -0.7442747950553894, 1.7899566888809204, 0.9399031400680542...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6393934488296509, -0.9991929531097412, -0.6458168029785156, 0.28850218653678894, 0.9089347124099731, 0.5505540370941162, -1.2147183418273926, -0.5932021737098694, -0.929597795009613, 0.8752824664115906, 0.1451270580291748, 0.6730378866195679, -0.8461660146713257, 0.9620614051818848, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.279043585062027, -0.3525530993938446, 1.1727045774459839, -0.5509817600250244, -0.5053120255470276, 0.7779898047447205, -0.09908803552389145, 0.5554196238517761, 1.0055978298187256, 0.9647923707962036, 0.3686135709285736, 1.4769750833511353, 1.343031406402588, -0.2666841447353363, 0.3...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.527522087097168, 0.22606691718101501, -0.18106715381145477, 0.6134189963340759, -2.035233974456787, -2.0991830825805664, -0.6980875134468079, 0.8900458812713623, -1.9762388467788696, -0.28492772579193115, -1.7971283197402954, 0.11421988159418106, 0.8322557210922241, -0.38660526275634766,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4655747711658478, -2.055799961090088, 0.6317228078842163, -1.897938847541809, 0.40278077125549316, -0.7363497614860535, -0.40826156735420227, -1.0505924224853516, 0.1973392516374588, 0.15710556507110596, -1.6717833280563354, -0.4939000904560089, 1.9478038549423218, -0.19858932495117188,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1300193816423416, 0.7265297770500183, -1.8683661222457886, 0.28901124000549316, 1.7125251293182373, -1.5395301580429077, -0.44719046354293823, -0.7616060972213745, 1.9000301361083984, 3.24106764793396, 0.1739751249551773, 1.304744839668274, 0.27950799465179443, 0.5448299050331116, -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
[ 1.1883611679077148, -0.18096613883972168, 1.9068684577941895, -1.385206937789917, -1.8682490587234497, 0.9201088547706604, -0.3039044439792633, -1.6853402853012085, -0.863041877746582, -0.05911000445485115, 0.956100344657898, -0.29031050205230713, -0.46317222714424133, -0.45894503593444824...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.05620304122567177, -1.7533361911773682, 0.5919464826583862, 0.14375382661819458, 0.9968768358230591, -0.49175235629081726, -0.2908661365509033, 2.16282057762146, -2.304547071456909, -1.418327808380127, -0.16316330432891846, -1.888562560081482, -1.269116997718811, -1.105985164642334, 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
[ 1.003446102142334, 0.04729289934039116, -1.9277669191360474, -1.0910311937332153, -0.7805544137954712, 0.19170436263084412, 0.5292674899101257, 0.29354339838027954, 1.4660805463790894, 1.2488270998001099, -1.7878974676132202, -0.5645360946655273, 1.4366157054901123, -0.8494543433189392, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8382359743118286, -1.5861268043518066, 1.098467230796814, 0.8030996918678284, -0.9192299842834473, 1.0783867835998535, 0.38370394706726074, -0.11269810050725937, 0.9577662944793701, 0.40807703137397766, 0.4169662594795227, -0.5963862538337708, -0.8840156197547913, -1.8957971334457397, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.0187008380889893, -0.7097726464271545, 1.1079469919204712, 0.7434792518615723, 1.5979334115982056, -0.5664897561073303, 1.768771767616272, 1.0471699237823486, 0.5915405750274658, -1.10439133644104, -1.6681658029556274, -0.44147050380706787, 1.5077934265136719, 1.958383560180664, 0.7397...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4762409925460815, -0.5112959742546082, 0.631687581539154, 0.7418453693389893, 0.1560492366552353, 1.5969347953796387, -1.4656093120574951, 0.6361764073371887, -0.1367102861404419, -0.5430842041969299, -1.0456737279891968, 0.38253289461135864, -2.0352556705474854, -0.9611684679985046, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8448341488838196, -0.5110124945640564, -0.13447140157222748, -0.0003739588719327003, 0.6345877647399902, -1.5257012844085693, 0.6138941049575806, -0.3465251624584198, -1.8359098434448242, -1.0108100175857544, -0.04945670813322067, -0.5712037682533264, -0.22752948105335236, -1.2620396614...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2573496103286743, -2.264230728149414, 1.1111983060836792, -0.7845423817634583, -0.6893624663352966, 0.495063453912735, -0.9434414505958557, -1.2906385660171509, -0.26757511496543884, -0.372705340385437, 1.1231131553649902, 0.3210253119468689, 0.5644255876541138, -0.8181676864624023, 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
[ 0.19498050212860107, 0.055089790374040604, -0.7437395453453064, 0.7610311508178711, -0.00961889699101448, -1.6619259119033813, 1.0667412281036377, -0.4353112280368805, -0.11118634045124054, -0.48736438155174255, 1.5730990171432495, 0.8012350797653198, 0.8313524127006531, 0.2430379986763000...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.42838460206985474, -1.5701072216033936, 0.04388808459043503, 0.5235016345977783, 1.2013729810714722, 0.9386187195777893, 0.5548253059387207, 0.4997119903564453, 0.15745307505130768, 0.8082730174064636, -1.1247360706329346, 0.05313701555132866, -1.7434332370758057, -0.475546658039093, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1564442366361618, 0.5746838450431824, -1.1609035730361938, 0.13903126120567322, -0.6531786322593689, -0.537707507610321, -1.63056480884552, -1.6182563304901123, -0.11143317818641663, -1.5048494338989258, 0.9431374669075012, 1.1167621612548828, 0.460105836391449, -0.7250653505325317, 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
[ 2.36737060546875, 0.920346736907959, 0.6985213756561279, 2.004995822906494, -1.4626600742340088, -0.5923747420310974, -0.46860525012016296, -0.1447409838438034, -0.5169016718864441, -0.3985108733177185, -1.579443097114563, -0.6019692420959473, -0.5695762038230896, 0.05534515902400017, -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
[ -1.151019811630249, -0.18471761047840118, 0.27530044317245483, -0.9747051000595093, 1.0055691003799438, 0.6667888164520264, -1.847857117652893, 0.13504460453987122, -1.1861417293548584, 0.9797700643539429, 1.5875272750854492, 0.10868912935256958, -0.4568321108818054, 1.1282635927200317, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1887924671173096, -1.1643396615982056, 0.4333723783493042, 1.4982794523239136, 0.8046702146530151, 0.8038111925125122, 0.7637884616851807, 1.0917816162109375, -0.05013086646795273, 0.10445491224527359, 0.8570823073387146, 0.15545260906219482, 0.5564628839492798, -1.9804577827453613, -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
[ 1.5897454023361206, 0.5954287648200989, -0.8278685212135315, -1.3505700826644897, -0.050947267562150955, 0.6089140772819519, -1.3329020738601685, -0.9925517439842224, -1.447203278541565, -1.4390438795089722, -1.8216328620910645, 1.0977920293807983, -0.17202986776828766, 0.5943713784217834,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6595333814620972, -1.5435196161270142, 0.3728972375392914, 0.19320917129516602, -0.4624811112880707, -0.12390002608299255, 0.4334818422794342, 1.4331488609313965, -1.894612431526184, 0.2642469108104706, 0.7365963459014893, 0.7406536936759949, 1.9676495790481567, 1.5945149660110474, -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
[ -0.7235965728759766, -1.260182499885559, -1.1529484987258911, 0.230390727519989, 0.06365903466939926, 0.8633037209510803, 1.2497715950012207, 0.5451563000679016, 0.20363236963748932, 1.5021731853485107, 1.2163463830947876, -0.8624154329299927, 0.7235068678855896, 1.064172387123108, -0.22...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.017159365117549896, 0.12569642066955566, 1.5550321340560913, 0.5684089064598083, -1.8217631578445435, -0.5609033107757568, 1.9917701482772827, 0.3617471158504486, 0.7963294982910156, -0.4341142475605011, 0.4240909218788147, 0.8547729253768921, -0.14081405103206635, 0.4349376857280731, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0377508401870728, 0.05656624585390091, 0.43839898705482483, -1.2931238412857056, -0.5808160901069641, 2.2986464500427246, 0.3784967064857483, -1.444884181022644, -1.6955190896987915, -0.7899532914161682, -1.2884138822555542, -1.0366160869598389, -2.6507019996643066, 0.6536256074905396, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5390884876251221, -0.7667100429534912, 0.3294081389904022, 0.6369295716285706, 1.3966230154037476, -0.5288769602775574, 1.6189007759094238, -2.1362979412078857, -0.2244870513677597, -1.6590003967285156, 0.6607726216316223, -0.5751017332077026, 0.5427883863449097, -0.3948419988155365, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.17527665197849274, -0.3080099821090698, 0.6995329856872559, 0.24109472334384918, -1.2703869342803955, 0.8293712139129639, -0.520176887512207, -0.0841757133603096, -0.30434510111808777, 1.590785264968872, -0.11248517781496048, 1.7093889713287354, 0.07747345417737961, 1.1932541131973267, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8895724415779114, -0.25732341408729553, -1.6128250360488892, 0.1507442593574524, -0.5474179983139038, 0.05646895989775658, -0.34992048144340515, 2.671405553817749, 0.6503387093544006, 1.1730902194976807, -0.11658712476491928, 0.8618606925010681, 0.2059403508901596, -1.311745047569275, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1401019096374512, 1.8171840906143188, 1.8746767044067383, 0.21095646917819977, -0.4441613554954529, 0.8670850992202759, 0.3082883059978485, 1.3235013484954834, 0.9961857795715332, 1.3988813161849976, 0.9811229705810547, 0.7250564694404602, 0.3547435402870178, 0.3302857279777527, 2.294...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.2355737686157227, 0.06977160274982452, 1.7902734279632568, 1.6126327514648438, -0.8302928805351257, 1.4170395135879517, -0.14694646000862122, 0.8028963208198547, -1.8431538343429565, 0.6418823003768921, 0.14641045033931732, -0.6954523324966431, -0.1907770335674286, -1.218996524810791, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9344091415405273, -1.783578634262085, 1.1629867553710938, -1.3709967136383057, -0.5682869553565979, 0.8452389240264893, -0.8716084957122803, 0.5494901537895203, -2.4981625080108643, 1.511142611503601, 0.821615993976593, 0.2952992022037506, -0.5363888144493103, -0.09131626784801483, -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
[ 0.9895505309104919, 0.6028174757957458, -1.7115435600280762, 0.7393010854721069, -0.3154965341091156, 0.21658188104629517, 1.3854864835739136, 0.0043656849302351475, -1.1259020566940308, -0.5677642822265625, 0.9200599789619446, -0.6158614158630371, 0.3418881893157959, 0.9943535923957825, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8563153147697449, 0.8840675950050354, 1.5401291847229004, 0.21001572906970978, 0.6999739408493042, 2.518303394317627, 1.7595536708831787, -0.6326471567153931, -0.07794569432735443, 0.5621656179428101, -0.062120988965034485, 1.3898054361343384, -0.5374302864074707, -0.9051381945610046, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6020407676696777, -0.1654207855463028, 0.07224015891551971, -0.4372232258319855, 0.9833689332008362, 0.2548231780529022, 1.6480262279510498, -1.294881820678711, 0.9365924596786499, 0.20549346506595612, -1.103076457977295, 1.0267021656036377, -0.7711411118507385, -0.41690269112586975, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8033924698829651, 1.483941674232483, -0.3296293318271637, 1.4663132429122925, 0.1761334389448166, -0.7135920524597168, -1.2852399349212646, -0.6520770192146301, 0.5526847839355469, 0.15053419768810272, 0.4010629653930664, -0.15339995920658112, -1.1669762134552002, -0.9196733832359314, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.16550953686237335, -0.7002514600753784, -0.004038646817207336, -1.6385674476623535, 0.031962357461452484, -1.8813811540603638, -1.0483570098876953, 1.3383208513259888, -0.8166909217834473, 1.1986005306243896, -0.30045247077941895, -0.37642335891723633, -0.6590320467948914, 0.622530221939...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.43128636479377747, -0.4734552502632141, 0.5840234756469727, 0.3718143701553345, 0.3323875665664673, -0.07921455800533295, -0.4929501414299011, 0.9684116840362549, 0.8729525804519653, -1.0070117712020874, 0.46423619985580444, 0.8228482007980347, -1.3753544092178345, -1.351384162902832, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1317766904830933, -0.7192720770835876, 0.32577449083328247, 0.3035164773464203, 0.8899937272071838, -0.6418288350105286, -0.2646772265434265, 2.3700637817382812, 0.08157633244991302, -1.0058015584945679, -1.029969334602356, 0.0557282455265522, 0.9793104529380798, 0.006801499519497156, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis