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[ -1.3368759155273438, -1.4182969331741333, -0.30844584107398987, -0.32347342371940613, -0.4981338679790497, -0.5212788581848145, 0.45000800490379333, -1.5908488035202026, 0.07191383093595505, 0.3972935080528259, -1.1371688842773438, 1.1257843971252441, -0.6938183903694153, 0.596455037593841...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.26593816280365, 1.439460277557373, -1.3037797212600708, 0.5668931007385254, -0.3067226707935333, 0.47264909744262695, -0.22610308229923248, 1.21601402759552, -0.055740877985954285, 0.8180224895477295, -1.1321688890457153, 0.16980549693107605, 0.9161095023155212, -1.1562916040420532, 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
[ -1.0494186878204346, 0.6991173028945923, 0.06846661120653152, 0.620948851108551, 0.4064345955848694, 2.1482131481170654, -0.019596341997385025, -0.002321084728464484, 0.03961024433374405, -0.9088330864906311, -0.22443997859954834, 0.9157838821411133, 1.207984447479248, 1.5298635959625244, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3230706453323364, 0.055693548172712326, -0.6951111555099487, -0.403790146112442, -0.6764732003211975, 0.5176298022270203, -0.27291861176490784, -1.201554536819458, -1.301206350326538, -0.7870741486549377, -0.19670550525188446, -0.29499197006225586, -0.5699974298477173, -0.042937200516462...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7234306335449219, 0.2140309363603592, -0.5333145260810852, 0.9951410293579102, -0.8119478821754456, -0.9382927417755127, 0.3893774151802063, 1.7026795148849487, 0.16485019028186798, 1.0773664712905884, -0.2772882580757141, 1.4483755826950073, -1.5274468660354614, -1.3441764116287231, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.374241828918457, 0.4366588294506073, 0.6080318093299866, 0.765476644039154, -0.34651100635528564, 0.18493297696113586, -1.4262745380401611, -3.254516124725342, -1.5248700380325317, -0.6212916374206543, 1.6104151010513306, 1.6258819103240967, -0.31791096925735474, -0.20903967320919037, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.167490839958191, -0.23834162950515747, -1.2945243120193481, -0.6008569002151489, -0.7728294134140015, -1.2863428592681885, 0.3545299470424652, 0.2235870659351349, 0.5182967782020569, -1.9151490926742554, -0.41806966066360474, 1.173008918762207, -2.3605058193206787, -2.765450954437256, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.999147653579712, 0.7604631185531616, 0.3617052435874939, 0.2145213931798935, -0.18256314098834991, -0.8314245939254761, 0.12334536015987396, 0.366338312625885, -0.9307669401168823, 1.4517334699630737, 0.6380633115768433, -0.9521520137786865, 0.5302619338035583, -0.5704141855239868, 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
[ -0.25961053371429443, 0.3881656527519226, 0.5134630799293518, -0.02973678521811962, 0.8100060224533081, -0.6355984210968018, 0.5558424592018127, -0.4174371063709259, -0.38215988874435425, -0.3538975417613983, -1.3848997354507446, -0.9649999141693115, 2.064490556716919, 0.16658996045589447,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.14436453580856323, -0.9959285259246826, -0.22036965191364288, 0.6042988300323486, -0.16598306596279144, -0.23899444937705994, 1.3443717956542969, 0.49889200925827026, -1.9216960668563843, 0.7662076950073242, -0.9659947752952576, 0.1798679232597351, -0.07411586493253708, 1.364904165267944...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6787189841270447, 0.333831250667572, -0.08611033111810684, -0.3913838267326355, 0.9972610473632812, -0.6657885909080505, -1.110097050666809, -1.2446945905685425, -0.9257743954658508, 1.0137814283370972, -0.7738970518112183, -1.7392168045043945, 0.6482118964195251, -0.5928478837013245, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.339821457862854, -0.893817126750946, -1.6993191242218018, -0.0956738218665123, -1.935210943222046, -1.3978716135025024, 0.27281075716018677, -0.15518397092819214, -0.05079176649451256, 0.7124289870262146, -0.3757941722869873, -0.665312647819519, 1.3558039665222168, -0.5342161655426025, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7319763898849487, -0.7814041376113892, 0.26610493659973145, -0.2738605737686157, -0.007600477430969477, 0.41448643803596497, 0.08100981265306473, 1.4931915998458862, -2.5963222980499268, -0.29524311423301697, 0.7911860346794128, 2.079648494720459, -0.20089228451251984, -1.614582657814025...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6079879403114319, 0.4496947228908539, 1.0705820322036743, 0.3793947100639343, -0.82322758436203, -1.4265481233596802, 0.5044001340866089, 0.9906781315803528, 0.70772385597229, 0.2169165462255478, 0.5849322080612183, 0.2910720109939575, -0.29752758145332336, -0.458534836769104, 0.033204...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.27235180139541626, -0.5172150731086731, 0.7060728073120117, -1.4244569540023804, 0.1686559021472931, 0.4333355128765106, -0.9283813238143921, -0.5325610041618347, -1.2221839427947998, 0.8271081447601318, 0.5820893049240112, -0.01720426231622696, -0.9117985963821411, 0.05897269397974014, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.32207199931144714, -1.5178154706954956, -0.9410103559494019, -0.20936861634254456, 0.46594130992889404, -0.4465106129646301, 0.8493662476539612, 0.20748905837535858, -2.8045814037323, -0.23854343593120575, -1.1427356004714966, 0.7440171241760254, 0.12067452073097229, -1.1376347541809082...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.05552668496966362, -0.1446860432624817, -0.49778780341148376, 0.0535365529358387, -1.2682539224624634, -0.3513166606426239, 0.72423255443573, 0.5116475224494934, 2.454247236251831, -1.0689541101455688, 0.48596829175949097, 1.7363286018371582, 0.7646133303642273, 0.0089235445484519, 1.4...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8442840576171875, 0.3063177466392517, -0.9316483736038208, -1.3402249813079834, -0.008207458071410656, -0.07643599063158035, 1.2477636337280273, 1.036458134651184, 1.0452609062194824, -0.6558519601821899, 1.5989364385604858, -0.2805783450603485, 0.28791379928588867, 0.7832143902778625, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7714773416519165, -1.1525146961212158, -0.3963152766227722, 1.8515582084655762, -2.043214797973633, 0.4620084762573242, 0.7140784859657288, 0.014414970763027668, 0.44166114926338196, 0.8504894971847534, 1.851333498954773, -0.300080269575119, 0.3533717095851898, 0.8388123512268066, -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
[ 1.3496670722961426, -0.5434658527374268, 1.9721506834030151, 0.2921413481235504, -0.3635473847389221, -1.383008360862732, 0.4679211974143982, -0.946523129940033, 1.1370657682418823, 0.20212119817733765, 0.8389832377433777, -1.4129763841629028, -1.9122406244277954, -1.0523431301116943, 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
[ -1.2020692825317383, -0.8795861005783081, 0.16495242714881897, 2.4733059406280518, 0.009623996913433075, 1.3972904682159424, -0.46261605620384216, 1.7093908786773682, 0.48982325196266174, 0.45122000575065613, -0.4481123089790344, 1.315015196800232, -1.4665497541427612, -1.503470540046692, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7197278738021851, 0.20989899337291718, 0.6337627172470093, 0.14308087527751923, 0.6799226403236389, 0.20960566401481628, 1.1703929901123047, 0.0979318618774414, -0.3151010572910309, -1.0404174327850342, 0.02084885910153389, -2.639228582382202, -1.7725659608840942, -0.7478345036506653, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2370244860649109, 0.8258528113365173, 0.1632167398929596, 0.5852532386779785, 0.9434436559677124, -0.19524775445461273, -0.29515111446380615, -0.7951162457466125, -0.06455302983522415, -1.2352333068847656, 0.5789472460746765, 1.3459203243255615, 0.5961735248565674, -0.004058844409883022...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.31602805852890015, 1.4687061309814453, 0.3534336984157562, -0.6038699150085449, -0.6114414930343628, -0.845245361328125, -0.052466291934251785, -0.9436761736869812, 0.16778564453125, 0.9086185693740845, 0.8508570194244385, -0.323834627866745, -0.20878472924232483, 0.9951314330101013, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2575428485870361, 1.807157039642334, -1.3280420303344727, 0.37780120968818665, -1.6486666202545166, 0.08396871387958527, -0.6878912448883057, 0.1042163297533989, -0.48249179124832153, 0.06316576153039932, -0.7052825689315796, -0.3800918459892273, -0.9766843914985657, 1.330637812614441, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2846532166004181, -1.4405165910720825, -0.13222500681877136, -0.08286816626787186, -0.7608805894851685, -1.9968830347061157, -1.6511547565460205, -0.6795334815979004, 0.18295755982398987, -0.2554541528224945, 0.3558032512664795, -1.2366042137145996, -2.004560947418213, -1.18918466567993...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4578729271888733, 1.5748869180679321, -0.14744657278060913, -0.5920566320419312, 0.9716280698776245, -1.3144673109054565, -0.05767393112182617, -0.6013354659080505, -0.5073820352554321, 0.4435451030731201, -0.975769579410553, 0.49712392687797546, 1.7347197532653809, -1.4177051782608032, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.30868905782699585, -0.37781739234924316, -1.337291955947876, 0.8872359395027161, -0.3117125630378723, 0.47465503215789795, 0.11637056618928909, 1.235161304473877, 1.392997145652771, -0.988817572593689, 0.7272023558616638, -1.595717191696167, 1.4198919534683228, 0.8018091917037964, -0.6...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4409351646900177, -0.49138835072517395, -0.21025341749191284, -0.07710447907447815, 0.5275484323501587, -0.09583765268325806, 1.967885971069336, 0.2269519418478012, 0.3422229290008545, 0.5496132373809814, -0.5056931972503662, -0.226033017039299, -1.0433423519134521, -2.3726654052734375,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14745794236660004, -1.7927438020706177, -0.3453322947025299, 0.15592612326145172, 0.5832526683807373, 0.4152870774269104, 1.9326000213623047, 0.4551291763782501, -0.20615383982658386, 2.972675323486328, -0.3908843696117401, 0.6953927278518677, -1.2897958755493164, -0.22462984919548035, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2907792329788208, 0.42891618609428406, -0.20989176630973816, -0.11141732335090637, -2.1851470470428467, -0.26034244894981384, -1.2050577402114868, 0.4057558476924896, -0.31542783975601196, 2.418971300125122, 1.2953754663467407, 1.1179606914520264, 0.9302791357040405, 0.36112073063850403,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.30337321758270264, 0.442842572927475, 0.17451484501361847, 0.29220855236053467, 0.42928391695022583, -1.4083893299102783, -0.2727547883987427, -0.09430950880050659, -0.6484367251396179, -2.2764902114868164, -0.25704425573349, 0.518494725227356, -0.057926956564188004, -1.7805957794189453...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3386789560317993, -0.2853589951992035, 2.045246124267578, -1.231894850730896, 1.0277661085128784, 0.36601877212524414, -0.7181362509727478, 1.513768196105957, 1.803431749343872, -0.027778631076216698, -1.4639973640441895, -0.13088475167751312, 1.0733753442764282, -0.46024951338768005, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6488009691238403, -0.4151204824447632, -0.3072647452354431, 0.42207595705986023, 0.4949764311313629, 0.2877108156681061, 1.4470964670181274, -0.5078933835029602, -1.4946725368499756, 0.10561417043209076, 0.003895142814144492, -0.5877904891967773, 0.5519527792930603, 0.18049322068691254, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40050995349884033, -0.24063640832901, 0.3593122661113739, 0.5957284569740295, -1.3524739742279053, 0.5823579430580139, -0.6713297963142395, -0.45053592324256897, 1.069207787513733, -0.40827038884162903, -0.014002219773828983, 0.7571561336517334, -1.10212242603302, -1.5073463916778564, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2043482065200806, 0.008405730128288269, -0.1461472362279892, 0.23329728841781616, -1.4822081327438354, -0.5076904892921448, 0.46105730533599854, -1.3073484897613525, 1.6167830228805542, -0.5526310801506042, 0.2502593398094177, 0.7790228724479675, -2.8599350452423096, -2.2974231243133545,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.208457589149475, 1.4824916124343872, -0.3879925310611725, -1.4074021577835083, 0.41782355308532715, -0.4740840792655945, 0.35616162419319153, -0.37898677587509155, -0.904802680015564, 0.6388792991638184, -1.4320529699325562, -0.36057013273239136, -1.4333932399749756, 1.165220022201538, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11488579958677292, 0.9716563820838928, -0.42511481046676636, -0.492442786693573, 0.6251313090324402, -0.7868196964263916, -0.18380850553512573, 0.09798901528120041, 0.3940882086753845, -0.6981278657913208, 0.5759605169296265, -1.4750019311904907, 0.6260206699371338, -1.000534176826477, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.19682839512825012, 1.223768949508667, -1.2532169818878174, -2.1607065200805664, 0.16910089552402496, 1.2961474657058716, -0.8559039235115051, 0.3116675615310669, 0.5568632483482361, 0.6099715828895569, -1.318080186843872, -0.05310920253396034, 1.743997573852539, -0.28930526971817017, 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
[ 0.04158589616417885, 1.0863711833953857, -1.869421124458313, -0.4781457185745239, 0.5413972735404968, 0.19403421878814697, 0.04602235555648804, 1.520820140838623, -0.390297532081604, -0.5215704441070557, 0.30737924575805664, 0.3498314321041107, -0.009689362719655037, -0.7953607439994812, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0903606414794922, 0.10015751421451569, -0.3484971523284912, 0.46358639001846313, 0.48488274216651917, -1.5732523202896118, -0.14535219967365265, -0.5900804996490479, 0.7895118594169617, 0.23924946784973145, -1.2128331661224365, 0.491722047328949, 0.3098994493484497, 2.4695682525634766, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5234310626983643, -0.10248642414808273, -1.4008853435516357, -0.5732331275939941, -2.377516746520996, 0.07617885619401932, 0.5574501752853394, -0.8976424336433411, -1.0663150548934937, -0.8031648397445679, -0.04674097150564194, -0.09571495652198792, -0.1286148577928543, -1.0816537141799...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.47044119238853455, 0.3466586172580719, 0.7528809309005737, 0.3805968165397644, -0.7325318455696106, -1.2580167055130005, -0.021638253703713417, -0.5437924265861511, 0.6161709427833557, -0.11111875623464584, -1.2523447275161743, 0.08114277571439743, 0.7016121745109558, -1.031813502311706...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5111492872238159, 1.8451204299926758, 0.5964089632034302, -1.1109693050384521, -1.4184905290603638, -0.9544404745101929, 0.5586794018745422, -1.2286903858184814, 0.13494721055030823, -1.8503544330596924, -1.0128486156463623, -0.5246925950050354, -0.33546751737594604, 1.4392645359039307,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.48834648728370667, 0.4567779004573822, -1.8338465690612793, 2.099080801010132, -0.34018826484680176, -0.0080941841006279, 1.3722940683364868, -0.1166268140077591, -0.7399886846542358, 1.0315169095993042, -0.09250571578741074, -0.125128373503685, -0.2852656841278076, -0.6741575002670288, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6919010281562805, -0.9056581854820251, 0.5679413676261902, 2.005816698074341, -0.9452267289161682, -1.0298974514007568, 0.9892489314079285, -2.211798906326294, -0.9719514846801758, -0.09035291522741318, -1.3500453233718872, 1.5942221879959106, 0.9516300559043884, -0.36504167318344116, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7404006719589233, -1.2992366552352905, 0.004445401486009359, -1.8227880001068115, 0.07483547925949097, 0.6688119769096375, -1.2839970588684082, 0.6041666865348816, -1.8498060703277588, 0.07666902989149094, -0.10001877695322037, 1.8362925052642822, 0.13590769469738007, -1.1709864139556885...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2520120143890381, 1.2355955839157104, -0.13753463327884674, -0.04654518887400627, 1.174233317375183, -0.4247674345970154, -0.7932230234146118, 0.5934352278709412, 0.18287838995456696, 0.13003088533878326, 2.2493603229522705, 0.6500101685523987, 0.3604762554168701, 0.48563018441200256, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9254010915756226, -1.56386399269104, 0.006226581521332264, -0.34012389183044434, -0.1971379965543747, 0.9319483637809753, -2.2859392166137695, -0.5119588971138, -0.42106062173843384, 1.1218563318252563, 1.1433881521224976, -0.1147833913564682, 0.8552819490432739, 0.9877304434776306, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6001323461532593, 1.5929875373840332, -1.6406782865524292, -0.6954576969146729, -0.7548783421516418, 0.25803646445274353, 0.7466731071472168, 0.6348799467086792, -1.3680263757705688, -1.2932270765304565, 0.047608211636543274, -1.1146090030670166, 1.8597514629364014, -0.3412533104419708, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7787946462631226, -0.8229239583015442, 1.322392463684082, 0.8479541540145874, -1.513594150543213, -0.3383050858974457, 0.773452877998352, -0.514569878578186, -1.9701546430587769, 0.06290259212255478, 0.4116526246070862, -1.776123285293579, -1.0759731531143188, -2.721245527267456, -1.2...
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
[ -0.3102351129055023, -0.7538315653800964, 0.5531927943229675, -0.45775657892227173, 0.7007535099983215, 0.38472500443458557, -0.05262449383735657, 0.515821635723114, 1.0275907516479492, 0.09814558923244476, 1.8488812446594238, 0.13783809542655945, 0.879554808139801, 0.05272567272186279, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4670023918151855, -0.42182111740112305, -1.157894253730774, 1.1870129108428955, -0.1050250232219696, -1.1243476867675781, 0.344015508890152, 0.34230464696884155, 0.8410230278968811, 0.9893152713775635, 0.11403114348649979, 0.9867708683013916, -0.7573055028915405, 0.6578832864761353, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9806274175643921, -0.45645204186439514, -1.4312922954559326, 1.732580304145813, -0.2861592471599579, 1.3944412469863892, -0.6931126713752747, 0.294191837310791, -1.0027955770492554, 0.4834428131580353, 0.3014923334121704, -0.6282495260238647, 0.2360169142484665, -0.15202568471431732, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08033275604248047, -0.7604243755340576, 0.037544023245573044, 0.5681230425834656, -0.7186383605003357, -0.5855687260627747, -0.587114155292511, -1.745383858680725, 1.0242465734481812, -0.9985900521278381, -1.2761269807815552, 1.223396897315979, 0.7135400772094727, -1.0892399549484253, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.18519827723503113, -0.9218907952308655, -0.0624605193734169, 0.1332421749830246, -0.3695775270462036, -0.453014999628067, 0.7314285635948181, -2.124542713165283, 0.8249679207801819, -0.5684894323348999, -1.6799978017807007, -1.0705504417419434, 1.3174724578857422, -1.2544798851013184, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.17596754431724548, 0.21540214121341705, 0.34422674775123596, -0.6249322295188904, -1.741970419883728, 0.2580876052379608, -0.20021501183509827, 0.8826122879981995, -0.5770066976547241, -0.23159952461719513, -0.4845777153968811, -0.18928833305835724, 2.115800380706787, -0.2024849206209182...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3704700469970703, 0.16062121093273163, -0.9389496445655823, -0.2561017572879791, 0.0542122945189476, 0.03272514417767525, 1.4979437589645386, 0.5110746622085571, 0.48846012353897095, 0.10283675789833069, -1.4470213651657104, 0.4693767726421356, 1.5814735889434814, -0.8410370349884033, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.331721693277359, 1.0330917835235596, -2.4434032440185547, -0.34283679723739624, -2.2031590938568115, -0.6514376401901245, 1.596680760383606, -0.1539870798587799, -1.6514676809310913, 1.142214298248291, 0.21562783420085907, -1.3211778402328491, -1.280490756034851, 0.272011935710907, 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
[ 0.15549688041210175, 0.294158011674881, 2.0979814529418945, -0.531163215637207, 0.25285258889198303, -1.3961728811264038, 0.3789987862110138, -0.3142251968383789, 0.4084235727787018, -0.8722097277641296, 0.3455374538898468, 0.7990202903747559, -0.5389122366905212, 1.3396334648132324, -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
[ 0.9577144384384155, -0.18489639461040497, -1.2752184867858887, -0.3454110622406006, -0.58192378282547, 0.42233699560165405, -1.2320650815963745, -0.9977067708969116, 0.026326607912778854, 0.3094378411769867, 0.7841492891311646, -1.153320550918579, 1.1374168395996094, 1.0271285772323608, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7995662093162537, -0.8113086819648743, 1.1769930124282837, -1.9914199113845825, 1.1367210149765015, 0.2696930766105652, 0.16414232552051544, -0.2809244394302368, 1.4235641956329346, -0.6523076295852661, 1.505642294883728, -0.0922701507806778, -0.6104660034179688, -1.4767019748687744, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5474656820297241, 1.4290205240249634, -0.07617267221212387, -0.11691897362470627, -0.5227494835853577, 0.367234468460083, -1.3319118022918701, -2.208895206451416, -0.05270390585064888, 0.8230112791061401, 0.23883631825447083, 0.7835304737091064, -1.1657776832580566, 0.08036336302757263, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2767418622970581, -1.4880913496017456, 0.3023374080657959, -0.8578563332557678, -0.7651607394218445, -0.9423103332519531, 1.136582612991333, -0.04262532666325569, -0.27882859110832214, 1.409798502922058, -0.40838006138801575, -2.255338191986084, -0.1328616440296173, -0.06906338781118393...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.459563970565796, 1.9264448881149292, -0.7761971354484558, -0.5452826619148254, -0.17889375984668732, -1.514718770980835, 2.252218008041382, -2.0686421394348145, -0.19521698355674744, -1.3787378072738647, -0.41883790493011475, 0.6292989253997803, 0.4866696000099182, -0.5958195924758911, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0549171008169651, 1.65713369846344, 0.5716857314109802, -0.21258138120174408, 0.28093600273132324, 1.7395659685134888, 0.8493215441703796, 1.3731226921081543, 0.37849780917167664, -0.44828489422798157, -0.27939459681510925, 0.12747310101985931, 0.5753564834594727, -0.6558421850204468, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.709710717201233, 0.3305758237838745, 1.0189980268478394, 0.42525455355644226, 1.0027639865875244, -0.765570878982544, -1.829512357711792, 1.0265198945999146, -0.08886560052633286, 0.451223224401474, 0.768306314945221, -0.058237429708242416, 0.6069745421409607, -1.08553147315979, 1.2101...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6770722270011902, 1.0174161195755005, -0.5604968070983887, 2.016315221786499, 0.6033741235733032, -0.4480137825012207, -0.5504211783409119, 0.6918584108352661, -1.0311495065689087, -0.19013875722885132, -0.5318495035171509, -1.164239764213562, -0.19970597326755524, 0.06623152643442154, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8326750993728638, 0.1330828219652176, -0.1363516002893448, 0.5160181522369385, 0.9185437560081482, -1.2851917743682861, 1.590101957321167, -0.876029908657074, 0.17459389567375183, 0.33511635661125183, -0.9970217943191528, -0.857073187828064, 0.9786469340324402, -1.1586673259735107, 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
[ 0.8087247014045715, 0.8610020875930786, -1.286242961883545, -2.0720367431640625, -0.17075678706169128, -0.1582714319229126, 0.028895482420921326, 2.4330732822418213, -0.4772479236125946, 0.21855954825878143, 0.13275031745433807, 0.16724279522895813, 0.30897513031959534, -0.3339725732803345...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.21672160923480988, 2.179781198501587, 0.7364333868026733, -0.08718083798885345, 2.4741427898406982, -0.9439414143562317, -0.5905216932296753, 1.2672808170318604, 2.206017017364502, -0.058010827749967575, 0.5889406800270081, 1.8350363969802856, -0.917519211769104, 0.5749213695526123, 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
[ -1.1100168228149414, -2.017923593521118, 0.9814363718032837, -0.8684043884277344, 0.6983590126037598, 0.3513030409812927, 1.183786392211914, 0.35617730021476746, -0.8955619931221008, -1.3086241483688354, 1.1247098445892334, -3.045823335647583, 1.1243423223495483, 0.3323083221912384, 0.39...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.852737545967102, 0.2380807250738144, 0.06807214021682739, -0.5654193162918091, -0.916146993637085, 0.21030084788799286, 0.4735412299633026, -1.6285837888717651, -0.4500023126602173, 0.9193496704101562, -0.14877508580684662, 1.6291611194610596, 0.700064480304718, -0.8092685341835022, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1627916842699051, 0.7191746830940247, -0.5087827444076538, 0.2493184357881546, 1.9753732681274414, -0.29571932554244995, -0.20038054883480072, 0.7593813538551331, 1.8828619718551636, 0.5632243752479553, 0.7502636909484863, -0.29030150175094604, -0.9802438020706177, 1.173982858657837, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7935775518417358, -0.07064101099967957, -0.1318783462047577, 0.8413617014884949, 1.695680856704712, 1.5580520629882812, -1.6179804801940918, -0.5355032682418823, -0.2745265066623688, -0.16267144680023193, -0.6162797212600708, -0.18059009313583374, -0.8430783748626709, 1.5454516410827637,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0046839714050293, 0.9820998907089233, -0.05797446519136429, -0.35374921560287476, 0.7313936948776245, -0.8636731505393982, -0.8130136132240295, 0.07905284315347672, 1.5448925495147705, 1.251123309135437, -0.8278190493583679, -0.9209880828857422, 0.7970839738845825, -0.3935197591781616, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.14060765504837036, 0.7804421186447144, 1.6366084814071655, 0.5786641240119934, -0.7095339298248291, -0.0538673959672451, 0.27794304490089417, -0.42665424942970276, -0.5031678080558777, 1.1575037240982056, 0.26858118176460266, 0.16232596337795258, -0.23680339753627777, 0.5187838673591614,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.308842658996582, -0.8410592079162598, 0.9169460535049438, 0.21157309412956238, -1.2131584882736206, -0.4223572909832001, -0.19459553062915802, 1.4311552047729492, -0.15269768238067627, -1.53249990940094, 0.43140271306037903, -1.69943368434906, 0.1219264343380928, 0.04086081311106682, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4816174805164337, -0.11321498453617096, 1.382521390914917, 0.7350029349327087, -1.4605937004089355, 1.179756760597229, -0.8363190293312073, 0.9901610016822815, -1.2720621824264526, 0.9534180760383606, 0.5899994969367981, 0.3450312912464142, -0.6589870452880859, -0.9305151700973511, -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
[ -0.6443034410476685, -1.224386215209961, -0.3955773413181305, 0.46986162662506104, 0.08628029376268387, -1.2578011751174927, 0.6917877197265625, 0.642247200012207, -0.5266516804695129, 1.0852316617965698, -0.7217549681663513, -1.1619935035705566, -0.27177223563194275, 0.043031614273786545,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3719230592250824, -2.155975818634033, -1.2660764455795288, -0.42794638872146606, 1.2909266948699951, -1.2505407333374023, -1.7028231620788574, 1.6621508598327637, 0.5048661828041077, 1.2150005102157593, 0.261424720287323, -1.4918098449707031, 0.45798033475875854, -1.5751659870147705, 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
[ -0.565797746181488, 0.8235859274864197, 0.1063876673579216, 0.8609606623649597, -1.4996626377105713, 1.8904728889465332, 0.362846314907074, -0.443095862865448, 1.1998718976974487, -0.5842007398605347, -0.8538877367973328, -1.0880085229873657, 0.622439444065094, 2.1797335147857666, 0.1041...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.15701718628406525, -0.8132427334785461, -1.0774798393249512, 0.17965836822986603, -2.489109754562378, 0.7089378833770752, 1.2225592136383057, 1.2612872123718262, 1.3797014951705933, 0.4498075544834137, -1.1780080795288086, -1.4098349809646606, -0.7794210314750671, -0.08432132750749588, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.33229729533195496, 1.600214958190918, -1.8854087591171265, 0.14385691285133362, 0.49908870458602905, -2.0938689708709717, 0.5810521245002747, -0.7787675261497498, -0.7203835248947144, -1.523493766784668, -0.3609556257724762, 1.6721149682998657, -0.9273663759231567, -1.202699899673462, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7181306481361389, -0.5011261701583862, 0.7957459688186646, 0.5644190311431885, 1.1532948017120361, -0.5821667909622192, 0.44971615076065063, 0.47825220227241516, 2.3296992778778076, 1.44989013671875, 1.080202579498291, -1.809005618095398, -0.5613958239555359, -2.3824472427368164, 1.58...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1480072736740112, 0.9276520013809204, 1.1945128440856934, 1.193731427192688, -1.1370607614517212, 1.5718445777893066, -0.7262897491455078, -0.638306200504303, -0.9980605244636536, 0.9790212512016296, -0.4643755555152893, -1.5857985019683838, 0.5879915952682495, 0.079646997153759, -0.5...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5511801242828369, 0.5011115074157715, -1.8607439994812012, 0.0012566058430820704, 1.0823067426681519, 0.08780229836702347, -1.597466230392456, 0.3355228006839752, -1.2328286170959473, -0.06478594988584518, 0.791064977645874, 0.5852741003036499, 0.2890608310699463, -0.3457876443862915, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4483968019485474, -0.08610793948173523, 0.5760576725006104, 0.45393380522727966, 0.014091674238443375, 0.5730854272842407, 0.6912692785263062, -1.7484092712402344, 1.3613710403442383, 0.09008857607841492, -1.8912855386734009, 0.10597959160804749, 1.0084651708602905, 0.9500821828842163, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.25221586227417, -0.1993516981601715, 1.6327592134475708, 1.3711612224578857, 1.3227601051330566, -1.2943562269210815, -0.23080115020275116, 0.060405515134334564, -0.2150496244430542, 0.008806677535176277, 0.3661980926990509, 0.245707169175148, -0.2631479501724243, 0.1676776260137558, 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
[ -0.42351233959198, 0.6721084713935852, -2.0032687187194824, -0.35595235228538513, -0.41277381777763367, -1.8600491285324097, -1.0081121921539307, -2.91017746925354, -0.4307001829147339, 1.104045033454895, 1.0199532508850098, 0.5800882577896118, 0.08598016202449799, 1.3046437501907349, 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
[ 2.373971939086914, 0.18738065659999847, -1.8982027769088745, -0.5740992426872253, 1.476538062095642, 1.243178129196167, 0.17090477049350739, -0.06924740970134735, -0.2981012761592865, 0.6691998243331909, 0.313371866941452, -0.5393362641334534, 1.295688271522522, -0.10230349004268646, 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
[ 1.80955970287323, -0.12138042598962784, 0.23400557041168213, -0.09983859211206436, -0.34243670105934143, -1.4572592973709106, -1.022091031074524, -1.9016120433807373, -0.3814533054828644, 0.7768132090568542, -0.2338385432958603, 0.11929797381162643, -1.1455154418945312, 0.7468442916870117,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.03151027485728264, 1.0301507711410522, -0.48892390727996826, -1.5003679990768433, -1.8152987957000732, -0.87908935546875, -0.34951120615005493, -0.3865402936935425, 0.7730122208595276, 0.14692378044128418, 0.6518184542655945, 0.27727922797203064, 0.6703941226005554, 0.8785346150398254, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.056962739676237106, 1.4443494081497192, -1.240098476409912, 0.6901677846908569, 0.28414860367774963, -0.2768077850341797, 0.8045854568481445, -2.37058687210083, -0.6300471425056458, 1.6100481748580933, 0.4830196499824524, -0.42675912380218506, 0.24474379420280457, -0.5706337094306946, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3479573428630829, 0.9185522198677063, -0.16208015382289886, -0.1477249562740326, -1.3037217855453491, -0.34285151958465576, -1.265254259109497, 0.042031701654195786, 0.3022836148738861, -0.1637936681509018, -1.4227123260498047, -0.03907342627644539, -1.481438398361206, -0.73083198070526...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4799167215824127, -0.8727499842643738, -0.8501964211463928, -0.3642764389514923, 0.7188809514045715, 0.21907100081443787, -1.0321546792984009, 1.048129916191101, 0.05652470141649246, 0.8180143237113953, 0.7242967486381531, -0.593643307685852, 2.190551519393921, 0.4691300690174103, -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
[ 1.4380121231079102, 0.6679065227508545, -0.014021378010511398, 0.18067573010921478, 1.1144860982894897, 1.1071823835372925, -0.8545588254928589, -1.6553328037261963, 0.37075895071029663, 2.139981269836426, -0.4713136553764343, -0.38799116015434265, 1.1651171445846558, -1.5043171644210815, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5011259913444519, -0.8989508748054504, -1.5785409212112427, -0.4817503094673157, 0.3047938942909241, -1.3080297708511353, -2.2484781742095947, 0.29480358958244324, 0.6743955612182617, -0.7953951954841614, 0.2102193981409073, 0.8697993755340576, -0.15578532218933105, -0.8970269560813904, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6138277649879456, 1.389308214187622, 0.9011287689208984, -1.2938039302825928, 0.18759509921073914, -0.5394479036331177, 0.2875891923904419, -1.3277969360351562, 0.34097975492477417, 1.4303820133209229, -0.6051472425460815, -1.1327826976776123, -0.6755318641662598, -0.38820603489875793, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.680263638496399, 0.07755324989557266, 0.7992950081825256, -0.7460043430328369, 0.8454910516738892, -0.8671717643737793, 1.607086420059204, 0.07741951942443848, -0.7443467378616333, -1.4134175777435303, 0.5645430088043213, -0.4470003843307495, 0.5097478032112122, 0.5275185108184814, 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