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int64
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[ -1.0678989887237549, -1.5380276441574097, -0.3769676387310028, -0.8025850653648376, 0.34019261598587036, -0.7183332443237305, 0.26440364122390747, -0.9298691749572754, -1.8582464456558228, -0.09803448617458344, -0.026500742882490158, 1.3927016258239746, 0.8950284719467163, 1.02410101890563...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.328500360250473, -0.7146528959274292, 0.956769585609436, 1.1011004447937012, -0.45943012833595276, 0.2968204915523529, -1.1134052276611328, -0.6632697582244873, -1.067042589187622, 1.6443675756454468, 0.8854390382766724, 0.296010822057724, -0.43433877825737, 1.192192792892456, 1.13243...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.114582359790802, 0.9105547666549683, -0.06975223869085312, -0.0017974587390199304, 0.5182870030403137, -0.7865943908691406, 0.6169560551643372, 1.2944010496139526, -1.7133872509002686, -0.12491866946220398, 1.1227291822433472, -0.047518592327833176, -0.3005276918411255, 1.500348329544067...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5266297459602356, -0.271420955657959, 1.8935531377792358, -0.944401741027832, 0.14187295734882355, -0.5202662944793701, 1.6904075145721436, 0.9718246459960938, -0.131730318069458, -0.5157713890075684, 0.5372523665428162, 1.6823087930679321, 0.5695659518241882, -1.1987165212631226, 0.85...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.20995455980300903, 0.07843517512083054, -0.1069696918129921, -1.5444022417068481, 0.9403888583183289, 1.647174596786499, 1.4509495496749878, 0.21088650822639465, -2.672482490539551, -2.085002899169922, 0.4287879467010498, 0.5683156847953796, -0.023806646466255188, -0.3628961741924286, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40557295083999634, 0.4716632664203644, 0.4228697717189789, -1.182572364807129, -0.4542529881000519, 0.031055008992552757, 0.8463656902313232, -0.043495841324329376, -0.17062927782535553, -2.6926889419555664, 0.10253166407346725, 1.1919684410095215, -0.3056192398071289, -0.64006477594375...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.736494541168213, -0.3356156051158905, -1.7368439435958862, 0.16025933623313904, 0.9345105290412903, -1.3721293210983276, 1.0505210161209106, 0.4840920865535736, 1.299169898033142, -0.07416380941867828, 2.66013765335083, -0.72169029712677, 0.9523217678070068, -0.20331686735153198, 0.56...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.41990163922309875, 0.7237316370010376, 1.0601286888122559, 0.37103894352912903, 0.30492159724235535, -1.368454933166504, -0.20276574790477753, 0.5723726749420166, -1.0340800285339355, 0.35254213213920593, -0.18710993230342865, 0.3969227075576782, 0.11915519833564758, -1.2003036737442017,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.970773458480835, 0.3193756341934204, 0.6950661540031433, -0.5071378946304321, 0.04182780161499977, 0.45392581820487976, -0.5942687392234802, 0.5617879629135132, 0.7368156313896179, 0.3818494379520416, -0.3795643448829651, -0.04580944404006004, 0.2489381581544876, -0.24325504899024963, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.49656984210014343, -1.0835750102996826, 0.09717561304569244, 0.47714558243751526, -0.12664848566055298, 0.7953446507453918, -1.2241183519363403, 0.6910665035247803, -0.2239256203174591, -1.2031455039978027, -0.765028178691864, 1.7524142265319824, -0.2910464406013489, 0.0325697585940361,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8601298928260803, 1.7811259031295776, -0.7966243028640747, 1.2002865076065063, 0.6079860329627991, -0.8437016606330872, 0.16348008811473846, -0.053105372935533524, -2.2089197635650635, 0.052149735391139984, -0.42006176710128784, 0.18150004744529724, 0.7305597066879272, -0.322283208370208...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.008146473206579685, -0.9828330874443054, -1.0405153036117554, -1.1237068176269531, -0.09706643968820572, 0.6812074184417725, -1.0812349319458008, -0.2502589821815491, 0.7909951210021973, 0.011945253238081932, -1.965394377708435, -0.8196611404418945, -0.7384453415870667, 1.51761817932128...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.09579189866781235, 0.8180955052375793, -0.8204954266548157, -0.39817294478416443, 0.5409774780273438, 0.5429682731628418, 1.5960698127746582, 0.43114033341407776, 0.6178821921348572, -0.6608884334564209, 0.2686835527420044, 0.28133124113082886, 0.34216442704200745, -0.4511576294898987, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.2221319675445557, -0.2512860596179962, 0.22578419744968414, -0.047551047056913376, -0.7578961253166199, -0.7496705651283264, -0.20829354226589203, 1.0217363834381104, -0.9138869047164917, 0.7579348087310791, -0.21814994513988495, -1.2012168169021606, 1.1221033334732056, -0.85355091094970...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5560731291770935, 0.6316563487052917, -1.6258761882781982, 1.7947005033493042, 0.7900058627128601, -0.47860056161880493, -3.147608757019043, -0.661572277545929, -1.5941131114959717, 0.7691743969917297, -1.8468546867370605, -0.21062658727169037, 0.16222558915615082, 0.4984865188598633, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6894227266311646, 0.6145663261413574, 0.38728100061416626, -0.6002025604248047, 1.6615127325057983, 0.49629515409469604, 0.4371524751186371, -0.14327143132686615, 1.2183064222335815, -0.8050156831741333, -0.8574910759925842, -0.5691735148429871, -0.10297277569770813, 2.3511056900024414, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8196781873703003, 0.6099687814712524, 0.30474093556404114, -0.7450418472290039, -1.6054399013519287, 0.2563747465610504, -0.8599069714546204, 0.032412610948085785, 0.8495581150054932, -0.40620139241218567, -1.2149262428283691, 1.778943657875061, -1.3272874355316162, -0.14773623645305634,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.34820905327796936, 0.22675810754299164, 0.4923781156539917, -0.8876686096191406, -0.35360187292099, -0.9142430424690247, 0.1668819636106491, -0.4386253356933594, -0.842537522315979, -0.36501461267471313, -0.813011884689331, -1.5052127838134766, 0.17166486382484436, 0.8176940679550171, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.28546592593193054, -0.3469671607017517, -0.7637240886688232, -0.2722001373767853, 0.8191136121749878, -0.3813626766204834, 0.9657303690910339, 0.08437126874923706, -0.11960520595312119, -0.16171278059482574, -0.34520453214645386, -1.1705446243286133, -0.2965749204158783, -0.978556931018...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.23210816085338593, -1.4940747022628784, -0.020033549517393112, -0.24100641906261444, 0.2713701128959656, -0.1370832771062851, 0.9156908988952637, -0.9585825204849243, 0.23133666813373566, 0.8106546401977539, -0.4378957748413086, -1.4818097352981567, -1.5255032777786255, -1.11311197280883...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5479142665863037, -0.07926540076732635, 0.8037598729133606, 2.0736711025238037, 0.025561492890119553, -2.258521795272827, 1.9464415311813354, -0.3107219934463501, 0.13356411457061768, 2.0650570392608643, 0.0344543419778347, -1.2695847749710083, -1.9519762992858887, 0.060835100710392, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.693170964717865, -0.030425135046243668, 1.4657551050186157, 1.4319082498550415, -1.0265411138534546, 0.6402301788330078, 0.838155210018158, 1.7591642141342163, -1.0565903186798096, 0.13334429264068604, 0.567043125629425, -1.9683418273925781, 0.8677173852920532, 0.5821505784988403, -2.2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5339296460151672, 0.09596838057041168, -0.11661019921302795, -0.5564917922019958, 1.7401856184005737, 0.32904955744743347, 0.1662759929895401, 0.6250702738761902, -1.5664845705032349, -0.7812714576721191, -0.062421925365924835, -0.7280686497688293, -1.7102099657058716, -2.21366882324218...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4112275242805481, 0.3367970287799835, -0.35810381174087524, -0.42295703291893005, 1.058777928352356, -0.6000643372535706, -0.5979965329170227, -0.785294771194458, 1.0543240308761597, -0.13965456187725067, -0.2880544662475586, 1.455965518951416, -1.504086971282959, -1.288503885269165, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.14061741530895233, 0.6483166217803955, -0.9068771004676819, 0.8699014782905579, -0.15686751902103424, 0.6722995638847351, 0.36896252632141113, 2.7991511821746826, -0.21957525610923767, 1.0869486331939697, -0.6089303493499756, 0.11255680024623871, -1.2540671825408936, 3.546447277069092, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5733962655067444, 1.0037895441055298, 1.967752456665039, 0.7989782094955444, -1.1298716068267822, 0.8345635533332825, 0.13995906710624695, -0.35536763072013855, 0.8471841216087341, -0.4198388457298279, -0.302444726228714, -0.2322208285331726, -0.6638302206993103, -0.031292252242565155, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7769906520843506, -0.654585063457489, 0.03260577470064163, 0.036777276545763016, -0.6053614616394043, -0.7116553783416748, -1.807655692100525, -1.673389196395874, -0.013839537277817726, 0.85053551197052, 0.6417593359947205, -0.6868654489517212, 1.0767408609390259, -0.7163110375404358, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6818978786468506, -0.1580902487039566, 1.393426537513733, -1.1258323192596436, -0.3581751883029938, -0.20580646395683289, -1.5551987886428833, -0.07511894404888153, 0.8539156317710876, -0.8275713920593262, -0.3522760272026062, -0.47894614934921265, -0.40345004200935364, 0.198571875691413...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2878190875053406, -0.22946015000343323, 1.2322783470153809, 0.4030466675758362, 0.6011443734169006, -0.8574814200401306, -0.6735601425170898, -1.5279954671859741, -0.5110124349594116, 0.53163081407547, -1.831852912902832, 0.20498600602149963, -0.21735048294067383, -0.06271541863679886, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7357168197631836, 1.3151061534881592, 0.25367051362991333, 0.6783803105354309, -0.17839926481246948, 0.7676381468772888, -0.5010450482368469, -0.7218567728996277, -0.15405793488025665, -0.8286207318305969, -0.6629483699798584, 0.646575391292572, -1.761059045791626, 1.529496669769287, 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
[ -0.7587876319885254, 1.2833200693130493, -1.0263549089431763, 0.43410417437553406, -0.9232094883918762, -0.6586556434631348, 1.6270283460617065, 0.7893377542495728, 0.5104889273643494, 0.5713421106338501, -0.29518797993659973, 0.08995197713375092, 0.4728482663631439, 0.21540486812591553, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7498595714569092, 0.4410051107406616, -0.04271339997649193, -0.8102924227714539, 2.787997007369995, -0.16951718926429749, -0.45812925696372986, 1.0414255857467651, -1.5058741569519043, 0.42871275544166565, -1.3923848867416382, -0.21612241864204407, -1.2047650814056396, 0.567920982837677,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.6415683031082153, 0.06090833246707916, -2.6766717433929443, 0.9341594576835632, -0.017199184745550156, 0.6640315055847168, 0.20331230759620667, -1.4552268981933594, 1.0439361333847046, -0.23820747435092926, -0.6650207042694092, -1.229063630104065, -0.4832859933376312, 0.0638856068253517...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2286120504140854, 0.4646902084350586, -1.2586333751678467, -0.35537177324295044, 0.13174618780612946, -1.0051448345184326, -0.03785186633467674, -1.8568220138549805, -0.10592231154441833, -0.11607535928487778, -0.5601425170898438, -1.1642019748687744, -0.06973888725042343, -0.4058490693...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.23063118755817413, -0.2746381163597107, 0.18146133422851562, -0.8666257262229919, -0.7631915807723999, -0.1588921844959259, -1.6741338968276978, 0.2955451011657715, 0.6830801367759705, 0.8808473944664001, -0.3532852828502655, -1.1445510387420654, -1.195878028869629, 1.174810767173767, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0137494802474976, -0.5927987098693848, -1.0792516469955444, -0.7992028594017029, 0.45992547273635864, 0.9218809008598328, -0.6317309141159058, 0.24499668180942535, -0.6708636283874512, 0.8559353947639465, -2.3528995513916016, -1.9111398458480835, -1.2860299348831177, -0.9306520223617554,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.009199644438922405, -1.1150922775268555, -0.9322303533554077, -0.857649028301239, -3.1550986766815186, 0.32510340213775635, 0.7793782949447632, 0.5590483546257019, -0.9792157411575317, -0.25098299980163574, 1.0719066858291626, 0.5331678986549377, 0.20479349792003632, 0.5283411145210266,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4710824489593506, -0.2696015238761902, 2.7787587642669678, 0.7610070109367371, 0.014517022296786308, -1.0609925985336304, 0.04336978495121002, -0.6651859283447266, -0.8272355794906616, -1.057586908340454, -0.8198528289794922, 0.16333363950252533, 0.9366424083709717, 1.624794363975525, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.282827377319336, 0.20572496950626373, -2.107154369354248, 0.6590585112571716, 0.6941437721252441, 1.2055176496505737, -0.5592846870422363, -0.7224214673042297, 0.35221269726753235, -0.4862593412399292, 0.6056637763977051, 0.6185911893844604, -0.01784469187259674, -0.01794978231191635, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8341505527496338, 1.138046383857727, -0.40882065892219543, 0.7434768676757812, 2.6338441371917725, 1.4625141620635986, 1.0794360637664795, 0.4765184819698334, -0.05885785073041916, 0.7097371816635132, 1.5655494928359985, -0.44781240820884705, 1.2547804117202759, 0.570207953453064, 0.1...
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
[ 0.3531433939933777, -1.1533108949661255, -0.3041616976261139, 0.5966600775718689, 0.5039752125740051, -1.8967350721359253, -0.31222987174987793, -0.47642216086387634, 0.32141727209091187, -0.9810760617256165, -1.8164334297180176, 0.058783262968063354, -0.887222170829773, -0.924566328525543...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1353425979614258, 0.648787796497345, 1.8870902061462402, 0.1651703268289566, -0.1806948482990265, 1.1893924474716187, -0.08687344193458557, -0.8265384435653687, 0.5820160508155823, -0.5021588206291199, 1.571508526802063, 1.2724947929382324, 1.1849747896194458, -0.10480852425098419, 1.7...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6819020509719849, -0.9544032216072083, -1.1323094367980957, 0.08715177327394485, -0.08613313734531403, 1.4242795705795288, -0.2417013943195343, 1.061905026435852, -0.9869616627693176, -0.3748184144496918, 2.0860419273376465, -0.09229157119989395, 1.396910548210144, 0.6016930937767029, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8677399754524231, -0.1498311460018158, 0.049492962658405304, 1.1256159543991089, 0.0031243236735463142, -0.4244351089000702, 1.679818034172058, -0.2119198739528656, -0.14276418089866638, 0.7074016332626343, 0.2072364240884781, 0.8997824788093567, -0.841851532459259, 1.5443577766418457, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.609342098236084, -0.6923581957817078, 0.20070961117744446, -2.255979061126709, 1.8591444492340088, -1.619500756263733, 1.152674674987793, -2.930753231048584, -0.7304248809814453, 0.8748695254325867, 0.8363035321235657, -0.2933908998966217, -1.1149197816848755, -0.33189988136291504, 0.1...
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
[ 0.05355331301689148, 1.6356234550476074, 0.13797298073768616, -0.85490483045578, -0.6117234230041504, 2.2730586528778076, 0.7080442905426025, -0.12090589106082916, -1.2606778144836426, -1.085828423500061, 2.7975635528564453, -2.2721917629241943, -0.6086809039115906, -0.2553161680698395, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7485828399658203, -0.6967883706092834, -1.2823463678359985, -0.41604021191596985, -0.42380958795547485, 0.4195460379123688, 1.0592998266220093, 0.7728673219680786, -0.8384004235267639, 0.6354320645332336, 0.9836823344230652, -0.6932481527328491, -0.0859684869647026, 1.658674716949463, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.002576271304860711, -2.060590982437134, -2.255877733230591, -0.29076263308525085, 0.9022974967956543, 1.1083855628967285, -1.9281247854232788, 0.39623013138771057, 0.3500958979129791, -1.0755984783172607, -0.06538742035627365, -0.48328909277915955, 0.4519050717353821, -0.7393465638160706...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.23611633479595184, -0.9819809198379517, 0.2901550233364105, -0.6021091341972351, -0.5884973406791687, -0.19245027005672455, 0.27981147170066833, -0.23150861263275146, 0.8007599711418152, 0.4100048840045929, -1.4664311408996582, -0.875361442565918, -0.3823453187942505, -0.3534619212150574...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8177458643913269, -0.3044736087322235, 0.46438953280448914, 1.0973104238510132, 0.13222822546958923, -0.7562505602836609, 1.53016996383667, -0.1734851449728012, -0.2838270366191864, -0.780062735080719, 0.18293721973896027, -1.5009716749191284, 1.0977541208267212, -0.4742070138454437, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.41191351413726807, -1.022467851638794, 0.7596219778060913, 1.312204360961914, -1.9116761684417725, -2.332479476928711, 0.27473098039627075, 0.5997887253761292, 0.12271948158740997, -0.5736953020095825, 0.237394317984581, -0.21428236365318298, -0.22062602639198303, 1.0009135007858276, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.119757890701294, -0.592747688293457, 1.957281231880188, 0.30754250288009644, -0.14207999408245087, -0.22153304517269135, -1.027160882949829, 0.754764974117279, 0.2836926579475403, 0.9160504341125488, 1.5031601190567017, -1.117235541343689, 0.7447689175605774, 0.16948845982551575, 0.231...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6356090903282166, 0.32655075192451477, -0.24091535806655884, -1.809003233909607, -0.36610597372055054, -0.3567737936973572, -1.449664831161499, 0.733984649181366, -0.9985644221305847, -0.5272820591926575, 0.06393787264823914, -0.723039984703064, -0.69842129945755, 0.022800961509346962, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.025549054145813, -0.6413964629173279, -0.28206220269203186, 0.7484605312347412, -0.09825878590345383, 1.3636220693588257, 0.060576584190130234, 0.4360915422439575, -1.2969568967819214, 0.671644926071167, -0.8111120462417603, -0.9183706045150757, -0.02132490649819374, 0.588309645652771, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.12387894839048386, -1.661277413368225, 1.0473828315734863, 0.0003225264372304082, -0.6153455376625061, 0.5107949376106262, -0.8691233396530151, 1.2515144348144531, 0.49102139472961426, -1.664316177368164, 0.7424643635749817, -2.0874531269073486, 0.7362961173057556, 0.8135638236999512, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5509403944015503, -0.18910671770572662, -0.08935640007257462, -0.9357709288597107, 1.2989544868469238, -0.9733604788780212, 3.04658842086792, 0.20482492446899414, -0.390447199344635, 0.04145894572138786, 1.0114692449569702, 0.5917816162109375, 0.5951291918754578, -1.2151310443878174, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5166890621185303, -2.2399587631225586, 2.1992743015289307, 0.981170117855072, 0.2530863285064697, 0.8287716507911682, 1.1373426914215088, 0.4177580177783966, -0.930324137210846, -1.3746871948242188, -0.6935414671897888, -1.435423731803894, -1.1542023420333862, -0.35201746225357056, 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
[ -1.1517311334609985, -0.8486195802688599, -0.06808396428823471, -0.6903029084205627, 0.2036684900522232, -0.2866479754447937, 2.372809410095215, -0.11413028836250305, 0.9110340476036072, 1.4995508193969727, -1.473947286605835, 0.7935091853141785, 0.04966597631573677, 1.6409647464752197, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.8475273847579956, -0.41367828845977783, -1.3775005340576172, -0.02559087611734867, 0.8287050127983093, -0.8981513977050781, -0.5323224663734436, 0.42582282423973083, 0.5119442343711853, -0.10209466516971588, 0.5254513025283813, 0.09716660529375076, -0.3111312985420227, -1.095803141593933...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7674453854560852, -0.197321355342865, 0.062393855303525925, -0.7317731380462646, -0.6791921257972717, 0.16074641048908234, 0.2751341164112091, 0.09843668341636658, 1.6632425785064697, -0.3916456699371338, -0.8753379583358765, -1.0441192388534546, 0.10174965858459473, -0.801903486251831, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2521501779556274, 0.2255094349384308, 0.6045784950256348, 2.0902903079986572, 0.3035433292388916, -0.8203598856925964, 2.2420647144317627, -0.8075518608093262, 1.713629961013794, 0.025894025340676308, -1.6539462804794312, -0.5123521089553833, -0.5450791120529175, -1.9485889673233032, 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
[ -0.010794919915497303, -0.3494650423526764, 0.9024299383163452, 1.4203495979309082, 0.8600496649742126, -0.5389952063560486, -0.841308057308197, -0.29829058051109314, 0.5957719683647156, -1.1215626001358032, -0.5218501091003418, 1.1068459749221802, -0.43233728408813477, 1.4587931632995605,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.771403431892395, 0.19685164093971252, -1.0119763612747192, 1.9927995204925537, -1.0286285877227783, 0.4429388642311096, -0.8103436827659607, -1.659710168838501, 1.0088367462158203, 1.539594054222107, -0.49533018469810486, -0.6431636214256287, -0.40333521366119385, -0.420309454202652, 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
[ -0.8536515235900879, 1.2123609781265259, 2.1561081409454346, -0.35646721720695496, -0.3733615279197693, -0.12436862289905548, 0.7205192446708679, 1.3946603536605835, 1.6274592876434326, -0.2425335943698883, 0.06675127148628235, -0.37191352248191833, -0.42768219113349915, 0.6545708179473877...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5568740963935852, -0.16358311474323273, -0.6486721038818359, 0.3184909224510193, 1.7209700345993042, -0.6434459090232849, 0.42497873306274414, -1.6161478757858276, -0.6749664545059204, -1.023167610168457, 0.11802224069833755, 0.9895408749580383, -0.35386911034584045, -0.0801868662238121,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.011400160379707813, -1.7126538753509521, -0.005377698689699173, 0.24181272089481354, 1.2408992052078247, -0.06828956305980682, 0.39408209919929504, -0.022340985015034676, 0.7024943232536316, -0.24488358199596405, 1.4376527070999146, 0.6715888381004333, 0.6068991422653198, 0.524801790714...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5194621086120605, 0.6724666357040405, -1.6859664916992188, -0.9506056904792786, 1.6113827228546143, -0.04466547816991806, -0.004974037874490023, -0.6996232271194458, 0.218183696269989, -0.13229310512542725, 0.9538275003433228, 0.5475408434867859, 0.9032298922538757, -0.32876256108283997...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0069442987442017, -1.5739225149154663, -0.14567595720291138, -1.4568138122558594, 0.7551206946372986, 0.7278437614440918, -0.818345844745636, -1.1606954336166382, 0.7807092070579529, 0.9756127595901489, 2.0233678817749023, -0.366687148809433, 0.302624374628067, -1.3036036491394043, -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
[ -0.9126226305961609, 0.40712296962738037, 0.9212815761566162, -0.20858116447925568, 1.105363368988037, -0.7553679347038269, 0.5689467787742615, 0.17289915680885315, 0.7087910771369934, 0.7394956946372986, -1.3624776601791382, 0.6205193996429443, -0.2435760349035263, -0.44762328267097473, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.777921199798584, 0.4934324026107788, -0.6824158430099487, 0.7474730014801025, -0.4448428750038147, 0.02429034747183323, -2.0132274627685547, 0.4349893629550934, -0.6643571257591248, 0.5997394323348999, 0.2220900058746338, 0.778602123260498, -0.6569871306419373, 0.7998582124710083, 0.93...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.34236350655555725, -1.674163818359375, 1.4994995594024658, -0.33517566323280334, -0.6845752596855164, -0.5614956617355347, -0.10097220540046692, 0.4273115396499634, 0.1647423952817917, 0.23118819296360016, 0.29232290387153625, 0.5916122794151306, 1.5595550537109375, -0.09608741104602814,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.616414189338684, 0.9910979866981506, 1.2817156314849854, 1.6015323400497437, -0.03585701808333397, -0.766035795211792, 1.0643967390060425, -1.1198155879974365, -0.3073672950267792, -1.3609052896499634, 1.2684773206710815, 0.7747474312782288, -1.0420893430709839, -1.0811412334442139, -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
[ 0.0915529876947403, -1.0448435544967651, -1.09912109375, -1.5297528505325317, -0.2392861396074295, -0.5421608090400696, 2.1888134479522705, 0.8300526738166809, -0.0050168647430837154, 0.24445049464702606, 0.5939940214157104, -1.8161978721618652, -1.5709466934204102, 1.0935914516448975, 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
[ 0.4483415186405182, -2.0685901641845703, -1.7179856300354004, -0.2816109359264374, -2.050464153289795, -1.0236748456954956, -0.4051027297973633, -0.4575752019882202, -2.2903571128845215, 0.10244263708591461, 0.682308554649353, -1.366497278213501, -0.0446385033428669, 0.034760769456624985, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4385151267051697, 0.3274628818035126, 0.9067418575286865, -0.8575765490531921, 0.6408597230911255, 0.015925616025924683, -0.5475019812583923, 0.702588677406311, -1.5528384447097778, 1.1217148303985596, -1.0197118520736694, -1.1273131370544434, -0.49647367000579834, 0.7249211668968201, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.472599744796753, 0.25026392936706543, 0.20548009872436523, 0.7740143537521362, -0.6480640172958374, -1.0576021671295166, -0.207847461104393, -0.6678580045700073, -0.6943290829658508, 0.3332991600036621, 2.480372190475464, -0.4114162027835846, 0.5932684540748596, 1.4125255346298218, 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
[ -1.0224518775939941, -0.04689968004822731, 0.5402706265449524, 0.5895281434059143, -0.15937256813049316, -0.6453001499176025, -1.3677250146865845, -1.647715449333191, 0.6163730025291443, 1.1096835136413574, 0.9472277164459229, -1.1819002628326416, -0.23819603025913239, -0.22654327750205994...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3219412863254547, 0.29589009284973145, 0.26669275760650635, 0.4181358814239502, -0.0036805872805416584, -1.1701029539108276, 0.0009744369890540838, 0.5125001668930054, -0.16128051280975342, -0.6810368299484253, 1.3997200727462769, 1.4550151824951172, 0.041882626712322235, -0.24626494944...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08875107765197754, -1.1004525423049927, -0.6964396834373474, -0.5837495923042297, 0.8355763554573059, 1.5143895149230957, -0.15842008590698242, 0.7141075134277344, -1.6242247819900513, 0.8461311459541321, 1.8211942911148071, 2.5658786296844482, -0.5234255790710449, 2.136824607849121, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3910277187824249, 0.5538159608840942, 1.3938490152359009, -1.1686639785766602, 0.8176568746566772, -0.41192853450775146, 0.1902630478143692, 0.06835462898015976, 0.8940228819847107, -0.9074306488037109, -0.293019562959671, -0.21189379692077637, 1.2019171714782715, 0.21146129071712494, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4782288372516632, 0.8551878929138184, -0.9017748236656189, -0.5299647450447083, -0.19505269825458527, -0.448442667722702, -0.7462772130966187, -0.4587099552154541, 0.7824220061302185, 0.542556881904602, -0.14804889261722565, -0.8388369679450989, -0.10376652330160141, 1.3051536083221436, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.24743787944316864, 2.908440589904785, 0.026331936940550804, -1.0390490293502808, 0.033223241567611694, 0.42473676800727844, 0.9053484797477722, 0.8089843988418579, -0.7854329943656921, 2.6821823120117188, 0.1063687726855278, 0.9876461625099182, -0.752395510673523, 1.8454713821411133, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5585305094718933, -0.3370506167411804, -0.4968593120574951, 1.3553340435028076, 1.3173922300338745, -1.396485686302185, -0.9466941356658936, -0.5414206385612488, -2.8505406379699707, -0.13951577246189117, 1.0568774938583374, -0.2640494704246521, 1.8614152669906616, -1.6375101804733276, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4361001253128052, -0.11431851238012314, 0.2486361861228943, 0.35858070850372314, 0.8196393251419067, 1.4889284372329712, -0.21848127245903015, 1.9291408061981201, 2.081024646759033, 0.5868611335754395, 0.9561883211135864, -0.36356112360954285, 0.4055517911911011, -2.4938299655914307, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1106289625167847, -0.6100254058837891, 0.5151171684265137, 2.018449068069458, -0.18090562522411346, -0.5378748774528503, -0.496017724275589, -0.32644015550613403, -0.627120852470398, -0.22035832703113556, -0.5822562575340271, 0.3981824517250061, -0.26183950901031494, -0.3090217411518097,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3266521692276, 1.7394931316375732, -0.30799174308776855, 0.4488334655761719, 0.8951214551925659, 1.88456130027771, 1.631688117980957, -1.1464959383010864, -0.6839956641197205, -0.09061405062675476, 0.45310157537460327, 0.24223150312900543, -0.48439913988113403, -0.3666782081127167, 0.9...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5876933336257935, -0.46218645572662354, 1.0718889236450195, 2.086240291595459, -2.1532320976257324, 1.8460807800292969, 0.5880149006843567, -1.2831395864486694, 0.618364155292511, 0.5300003886222839, 0.5539534091949463, 1.6785253286361694, 1.1978498697280884, 1.6449445486068726, -0.29...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6487178802490234, 0.2229510396718979, -1.1870039701461792, 0.8957564234733582, 0.1406974047422409, -0.0741259902715683, 0.3636860251426697, -0.014309564605355263, 0.014620248228311539, -0.5706118941307068, 0.8392407894134521, -0.47044092416763306, 0.10864013433456421, -0.031608000397682...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5939924120903015, -0.16888056695461273, 1.0126464366912842, -0.5961589813232422, 0.7556701898574829, 1.072819471359253, 1.239752173423767, 1.2455101013183594, 0.005235153250396252, 0.35038289427757263, 1.3932808637619019, 0.7679728269577026, 1.6396836042404175, -0.04689726233482361, -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
[ 0.9527309536933899, -1.8168448209762573, 0.8190600275993347, -0.2653845548629761, 0.9909438490867615, 0.32512563467025757, 1.2992644309997559, -1.5671333074569702, 0.7591509222984314, 1.944648027420044, -1.050667405128479, 1.7377572059631348, -0.7339394688606262, -2.3455796241760254, -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
[ 1.49234938621521, 0.7655539512634277, -0.7548420429229736, -0.6073625683784485, 0.46380615234375, -0.6993411779403687, 0.5146283507347107, -0.7446481585502625, -1.7658642530441284, -1.4431904554367065, -0.46110066771507263, -1.2997483015060425, 0.28917136788368225, -0.7770835161209106, 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
[ 0.9360134601593018, -1.062633752822876, -0.04330578073859215, -0.9108818769454956, -0.0005178932333365083, -0.36602234840393066, 0.01638481207191944, 0.10202855616807938, 0.9082499146461487, 1.4749336242675781, -0.307800829410553, 0.9298755526542664, -1.7864234447479248, 0.4417468011379242...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5666915774345398, 0.24679715931415558, 0.4779662489891052, 0.6355674266815186, 0.676744282245636, 0.1829284131526947, -1.0540921688079834, 0.3909073770046234, -0.47952499985694885, 0.4716136157512665, -0.042558662593364716, 1.3628902435302734, 0.6392202973365784, 0.09709437936544418, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5170255899429321, 0.9360734820365906, 0.7594308853149414, -1.661018967628479, 0.7152254581451416, -1.6746774911880493, 0.6950067281723022, -0.13084262609481812, -1.084452748298645, 0.02862071804702282, -0.7099897265434265, -0.12112393975257874, 0.6081757545471191, 1.0601325035095215, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2145044803619385, 0.7239387035369873, 0.9789333939552307, 0.3231887221336365, 1.287493109703064, -0.36201199889183044, -1.6009361743927002, 1.1376540660858154, -1.8359049558639526, 0.7245859503746033, 0.07982459664344788, 0.5096880793571472, 0.3797639012336731, 0.5248120427131653, 0.2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2198389619588852, -0.5852906703948975, -0.23231680691242218, -0.3978184461593628, -1.0920748710632324, -0.4991838037967682, 0.13883046805858612, 1.5313533544540405, -1.0506404638290405, -2.583488941192627, 0.5586981177330017, -0.9971094131469727, -0.21210892498493195, -0.014368130825459...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0125269889831543, 0.2581438422203064, -1.3923406600952148, -1.3662794828414917, 0.06701952964067459, -0.45821091532707214, -1.886743426322937, 0.024486392736434937, 0.27531030774116516, 0.951777458190918, -0.2822267711162567, -0.6610497832298279, 1.7072407007217407, 0.20550858974456787, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.28110623359680176, 0.04299220070242882, 0.7358917593955994, -0.7270920276641846, 1.2173904180526733, 0.26668375730514526, -0.9449574947357178, -1.6121363639831543, -1.3243403434753418, 0.2032632976770401, -1.692053198814392, 1.5712703466415405, 0.822601854801178, 2.238539218902588, 0.9...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.36850082874298096, 0.3955022692680359, -0.9596124291419983, 0.6612057685852051, 0.7613793015480042, 0.415033757686615, -0.9662991762161255, 0.6904476881027222, -0.5070562362670898, -2.166516065597534, -0.746469259262085, 0.18942512571811676, 1.0995029211044312, 0.1296374648809433, 0.51...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8028698563575745, -0.6190038323402405, -0.3003547787666321, 0.20847785472869873, -1.5840115547180176, 1.4326691627502441, 0.2347901463508606, -0.14449788630008698, 1.2701053619384766, 0.9122838973999023, 0.005574891809374094, -1.2827906608581543, -0.618431568145752, -0.5249799489974976, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis