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[ 1.6021044254302979, 0.8400704860687256, -1.4792536497116089, 0.2887711524963379, 0.35603606700897217, 1.3743600845336914, -0.3607332110404968, 0.6230334639549255, -1.431085467338562, -1.802890658378601, -1.4414664506912231, -0.6255663633346558, 0.7769538164138794, 0.21826431155204773, 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
[ -0.8830443620681763, 0.47931715846061707, 0.7301154136657715, 1.374933123588562, 1.5702935457229614, -0.3429255783557892, -0.5061666965484619, 1.8234765529632568, -0.23923078179359436, -1.0958458185195923, -0.07309745252132416, -1.8273786306381226, 0.2741774022579193, 1.4686884880065918, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3044002056121826, -0.22666186094284058, 1.1354763507843018, -1.3106848001480103, 0.4101935923099518, -0.1955949366092682, -1.5755059719085693, -0.311670184135437, 0.32607218623161316, -1.7093501091003418, 2.4389290809631348, 0.14596937596797943, 0.29743704199790955, 0.4554327726364136, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4909299612045288, -0.2735813558101654, 0.33165329694747925, -0.5432676672935486, 0.4999085068702698, 1.4114688634872437, 0.43027159571647644, 1.2747912406921387, -2.4633188247680664, 1.2193679809570312, -1.7109217643737793, 0.35831648111343384, -0.007281351834535599, 0.181671604514122, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6679033637046814, -0.034061942249536514, -0.48829737305641174, -0.2796919345855713, 0.15650494396686554, -0.21920384466648102, -1.1089507341384888, -0.22057293355464935, -0.3353550136089325, 0.5465068817138672, 0.07343578338623047, 0.004260996822267771, 1.7032302618026733, -2.00882744789...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.021664520725607872, -0.25306883454322815, 0.7164044380187988, 0.7442983984947205, 0.25472310185432434, -2.1673476696014404, -0.2497715801000595, 0.11512496322393417, -0.6361889839172363, 1.3099764585494995, 0.08152235299348831, 0.7369973063468933, 0.663359522819519, 0.17885997891426086,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06621025502681732, -0.0474797748029232, 1.5501296520233154, 1.4256943464279175, 0.7383743524551392, -0.3586728870868683, -1.064723014831543, 0.8000079989433289, -0.7976012825965881, 0.8741685152053833, -0.8610641360282898, -0.9515295028686523, -0.27311810851097107, 0.714818000793457, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2795252799987793, 0.1441943347454071, 0.17074361443519592, -0.3796856105327606, -0.9014446139335632, 0.20504361391067505, -0.6899307370185852, -2.3575632572174072, 2.304056406021118, 0.29422491788864136, 0.6338071227073669, 0.57636559009552, -2.659958839416504, 0.5283069610595703, 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
[ 0.10357341915369034, -0.4919773042201996, -0.34124383330345154, -0.9064397811889648, -0.45053163170814514, 0.5155072808265686, 0.08941448479890823, -0.17560940980911255, -1.5176442861557007, -0.5578916668891907, 0.06834418326616287, -0.421357125043869, 0.22299648821353912, -0.6991879940032...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8486659526824951, 0.47779765725135803, -0.16479477286338806, -3.182248830795288, 0.3611568212509155, -0.03657061979174614, -0.23090702295303345, 1.122734785079956, 0.693181574344635, -1.6273878812789917, -1.812422275543213, -1.5401610136032104, -0.9986664056777954, -0.1987830102443695, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7948777675628662, -0.8113318681716919, -0.10665483772754669, -0.8122628331184387, 1.513110637664795, 0.2429095208644867, -1.0989670753479004, 0.8239985108375549, 0.15074101090431213, -0.9449313879013062, 1.2014163732528687, 0.8329659104347229, 0.7928599119186401, 0.4841209053993225, 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
[ -0.5307072401046753, 0.5768656730651855, -1.512237548828125, 0.488309770822525, 1.8617421388626099, 0.9122989177703857, 0.8817620277404785, 0.16063198447227478, -0.3020557463169098, -0.10044868290424347, -1.0618751049041748, 0.2101978063583374, -0.28309375047683716, -1.0940029621124268, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.10202710330486298, 0.37480151653289795, -0.7222102284431458, -0.588959276676178, -1.3717987537384033, 1.2042051553726196, -0.8937672972679138, 0.8224024772644043, -0.5345994830131531, -0.17202842235565186, 0.9092270731925964, 0.731554388999939, -1.0732144117355347, 2.5497140884399414, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.6779704093933105, -1.5915236473083496, -0.16172976791858673, 0.5249404311180115, 1.751879334449768, 0.2583751976490021, 1.4847118854522705, 0.7122961282730103, -2.342576026916504, -2.223414421081543, -0.8143465518951416, 0.6993359923362732, 0.7669211626052856, -1.0628424882888794, 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
[ 0.03184129297733307, 0.4275014400482178, -0.689583420753479, 0.08169581741094589, -0.7578394412994385, -1.0874825716018677, -0.20873203873634338, 0.09248071163892746, -0.11844085901975632, -1.0474646091461182, 0.33157506585121155, -0.10888704657554626, -0.9529631733894348, -0.2311790287494...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.427343487739563, 0.4198397696018219, 0.1693488210439682, -0.22094817459583282, -0.18126006424427032, -0.6425096988677979, -0.8312802910804749, 0.5554325580596924, 0.024787476286292076, 1.5525572299957275, -0.8797639608383179, 1.4543896913528442, -0.14236591756343842, 0.0776311606168747,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.09183331578969955, 1.4039275646209717, 0.34644991159439087, 0.0925605371594429, -1.0944973230361938, 2.0687460899353027, 1.5931429862976074, 0.830590009689331, -0.3527570962905884, -0.2297631800174713, 0.3087122142314911, 1.8096919059753418, 0.779675304889679, -0.1089664027094841, -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
[ -0.3669719099998474, 0.8457536101341248, 0.34704098105430603, 0.10814999043941498, 0.37579426169395447, -1.2278753519058228, -0.2499251812696457, 0.3482072353363037, -0.2714666724205017, 0.03430819883942604, 0.46534785628318787, 1.4835634231567383, -0.056252021342515945, -0.112746849656105...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7867941856384277, -0.9623492360115051, 0.9844419956207275, 0.6247912645339966, 0.8815315365791321, -0.7097989916801453, -0.9601700305938721, -0.6614503860473633, -0.2359096109867096, 1.4171737432479858, -0.9589934945106506, 1.7527570724487305, 0.8376171588897705, -0.08501832187175751, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4452791213989258, -1.1746826171875, -0.23331472277641296, -1.086350440979004, 1.854404330253601, -2.0013623237609863, 1.6262696981430054, -0.38228097558021545, -0.6404182314872742, 0.42347726225852966, -1.7760529518127441, -2.2268805503845215, -1.298214077949524, 1.727386236190796, 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
[ -0.24741718173027039, 0.09449225664138794, -1.030441164970398, -0.5584627389907837, 0.9663423299789429, -0.7562626004219055, 0.9994067549705505, 0.7121955752372742, -0.4774155914783478, 0.13585388660430908, -1.1730705499649048, -0.09362577646970749, -0.0982598140835762, 2.08374285697937, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7961581349372864, 0.3630905747413635, 1.1108529567718506, -0.40871521830558777, -0.43063390254974365, -0.3120967447757721, -0.22178955376148224, 0.10052533447742462, 0.4646146297454834, -0.3726431429386139, 0.43094342947006226, 0.7259284853935242, -1.6418184041976929, 0.672623336315155,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.21330972015857697, -0.664470374584198, -1.0262751579284668, 0.7396671772003174, 0.4591023623943329, 0.1748785376548767, 0.37403184175491333, 0.6809287667274475, 0.5856245756149292, 1.022491455078125, -0.15532876551151276, -0.22794939577579498, 1.6578569412231445, 1.6532113552093506, -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
[ -0.3634273111820221, -1.1849685907363892, -0.5561657547950745, -0.6335381865501404, 0.8340193629264832, 1.7493523359298706, -2.211327314376831, 0.01417270302772522, 0.2403704971075058, -0.3964531421661377, -0.2281804233789444, 0.9803745746612549, 1.655724287033081, -0.4371715486049652, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.18745508790016174, -0.3213423192501068, 1.8436866998672485, -1.3912346363067627, -0.27162832021713257, 0.9250936508178711, -0.4784221053123474, -0.9380537867546082, -0.9599689841270447, 0.11975742876529694, -0.571591854095459, 0.25068172812461853, 0.23480574786663055, 0.0234915185719728...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6293100118637085, 0.12992799282073975, -0.3945673108100891, 1.2404783964157104, 0.4252724349498749, -1.0075256824493408, 1.4871293306350708, 0.0746270939707756, 0.10949283093214035, 0.17195099592208862, -2.0148260593414307, -1.9746272563934326, -0.787111222743988, -0.3572881519794464, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.27252310514450073, -0.6832248568534851, 0.609388530254364, 0.6427798271179199, -0.5686070919036865, -2.0657191276550293, -0.5529835224151611, 1.4731308221817017, -2.2019553184509277, -0.2538480758666992, -1.0014623403549194, 0.4889123737812042, 0.268909215927124, -0.07623476535081863, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1467405557632446, 0.23706625401973724, 0.8108938932418823, -0.08917942643165588, -0.4835854768753052, -0.32556843757629395, -0.047329697757959366, 0.3889879286289215, -1.0633851289749146, 0.8053590059280396, 1.0505772829055786, 0.370390385389328, -0.23693470656871796, -1.429383039474487...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1968046426773071, 0.31573259830474854, -1.553383708000183, 0.23228533565998077, -0.9554253220558167, -1.7653528451919556, 1.5461539030075073, 0.5632532835006714, 0.3764754831790924, 0.23836293816566467, 1.9282028675079346, 0.3214101791381836, 1.1560479402542114, 0.16045670211315155, 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
[ -1.1948481798171997, -1.3333408832550049, 0.7013182044029236, 0.095679372549057, -0.8557714819908142, 1.13666570186615, 1.222612738609314, 0.5504681468009949, -0.20665343105793, 0.2335153967142105, 2.2487971782684326, -0.061665166169404984, -1.6393646001815796, -0.14942876994609833, 1.24...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.28220850229263306, 0.46989718079566956, 1.8422552347183228, 0.7431663274765015, -1.3476457595825195, -0.48226502537727356, 0.8844541907310486, 1.6115013360977173, -0.7116960287094116, 1.5980372428894043, 0.5390951037406921, 0.6951976418495178, -0.2915658950805664, -0.4545782208442688, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4375559389591217, 0.05726740136742592, 0.2918229103088379, -1.2191624641418457, 1.4030483961105347, -0.0478033572435379, 1.0734761953353882, 0.2578122019767761, 1.0869771242141724, -0.12705765664577484, 0.45594656467437744, 1.6633001565933228, -0.3368278443813324, 0.5239124894142151, 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
[ 0.008725566789507866, -0.1632506102323532, 0.9965264201164246, 1.3453751802444458, 0.8053171634674072, 0.5182043313980103, 1.5178403854370117, -1.11249577999115, -0.3524862825870514, -1.480148196220398, -0.5964019298553467, -0.863959550857544, 0.9365184307098389, 1.4876459836959839, -0.0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.415823757648468, -0.37898969650268555, -0.5790185928344727, -0.6536568999290466, -1.4721004962921143, -2.0729098320007324, -0.9048440456390381, 0.6552353501319885, -0.378237247467041, 1.5676240921020508, 0.429816335439682, -0.1266525834798813, 1.1382498741149902, 2.3243610858917236, 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
[ 1.4317779541015625, 0.7395890355110168, -0.4711121916770935, -0.6471474766731262, 1.126444935798645, 1.352128505706787, -1.7197473049163818, 0.788800060749054, -0.3843723237514496, 1.0806611776351929, 0.4298434555530548, -2.4652585983276367, -1.0779258012771606, 0.7509382367134094, -1.17...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.135316848754883, 0.26214399933815, 1.4813055992126465, 0.6012908816337585, 1.277121901512146, 0.5368123650550842, 0.3637344539165497, 1.8365046977996826, 1.0133440494537354, 0.6547031402587891, 1.7322553396224976, 1.7918014526367188, -0.5689620971679688, -0.30381301045417786, -1.360033...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8803013563156128, -0.5238214731216431, 0.3772503733634949, -0.4568183422088623, -0.31324905157089233, -0.11174798756837845, 1.7893964052200317, 1.0062530040740967, 0.032743748277425766, 0.19933144748210907, -0.2214786410331726, 0.9640243053436279, -0.9179192781448364, 0.2956540882587433...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.878795325756073, 0.6526098251342773, 0.06701309978961945, 0.2254277467727661, -1.7755780220031738, 0.3445660471916199, -1.2109209299087524, -0.5243731141090393, -1.0213468074798584, 0.836523175239563, 0.1467791348695755, -1.0679097175598145, 1.586022138595581, -0.5520390868186951, -1.8...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4553634226322174, 0.6140050292015076, 0.36078667640686035, 0.39552783966064453, 1.7731937170028687, -0.7646111845970154, 0.5132521986961365, 2.1264660358428955, -0.8519818186759949, 1.296566128730774, -0.39869463443756104, 0.5365015864372253, 0.3533577620983124, -1.1629087924957275, 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
[ -1.3651976585388184, 0.047391511499881744, -1.5823163986206055, 0.6430394053459167, 0.7265046834945679, -1.2612919807434082, 0.5126199126243591, 0.10846398770809174, 0.5115353465080261, -0.42674604058265686, -0.2932552695274353, -0.19308744370937347, -1.662843108177185, -0.3871528804302215...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.09337226301431656, -0.6224755644798279, 0.28019431233406067, 0.8310158848762512, -0.7583521008491516, 1.1731046438217163, -1.2045187950134277, 0.5109704732894897, -1.3617547750473022, -0.8593469262123108, 0.6408021450042725, 1.6825730800628662, -0.1577894240617752, 0.6666544675827026, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.581255316734314, -0.46588820219039917, 1.263568639755249, 0.41749322414398193, -0.16090400516986847, -1.3850340843200684, -0.02518109604716301, 2.24548077583313, -2.542475461959839, 0.7778757214546204, -0.29169556498527527, -0.5351380109786987, -0.591177225112915, -0.7389882802963257, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4330317974090576, -0.019251657649874687, -0.4223417639732361, -0.875139594078064, -0.04119691997766495, -0.5361900329589844, -1.0259795188903809, 2.090958595275879, 0.47022581100463867, 0.8556948900222778, 0.44317272305488586, 1.0337716341018677, -1.074213981628418, 0.3909934163093567, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.800297260284424, -1.5337138175964355, 2.6383109092712402, -1.0382578372955322, -1.6630061864852905, -0.6512961387634277, 1.1425162553787231, 1.677451729774475, 0.5771166086196899, 0.14425216615200043, -0.9741760492324829, -0.017322316765785217, -0.3221118152141571, 1.959233045578003, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3189529478549957, 0.32384923100471497, -0.39277446269989014, 0.08448123931884766, 0.3339408040046692, -0.2083609253168106, 0.21303223073482513, -0.4728553593158722, 0.2071077823638916, 2.2983310222625732, -0.1193673387169838, -0.7792398929595947, -1.094958782196045, -0.4235650300979614, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.05011395737528801, 1.1972731351852417, -1.1683073043823242, -0.9203070402145386, -0.7344155311584473, -0.7863816022872925, 1.0036122798919678, -0.8819758892059326, -0.5363016724586487, -0.5074213743209839, -0.521733820438385, 0.3044300973415375, 0.07078427076339722, 0.272476464509964, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1061933040618896, -1.0255892276763916, 1.6428965330123901, -1.9583277702331543, 0.8551340699195862, -1.04501211643219, -0.8476724624633789, -0.20710143446922302, -0.6672674417495728, -1.4157757759094238, 0.33513230085372925, -0.016033466905355453, -0.2743948996067047, -0.3683428764343261...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2500661611557007, -1.6497313976287842, -0.9446421265602112, -0.29804450273513794, -0.2646406590938568, -0.4983973205089569, 0.6441366672515869, 0.04911026358604431, -0.40047696232795715, 2.721702814102173, -0.5041822195053101, -1.9797996282577515, 0.4732719957828522, -1.0555996894836426...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.03795122355222702, 0.8039027452468872, 1.2612849473953247, -0.6660497188568115, 1.5693182945251465, -1.4224532842636108, -0.832164466381073, 0.6885705590248108, 0.9063740968704224, 0.2149815708398819, 0.483996719121933, 0.05487370491027832, 0.3307611644268036, -0.513588547706604, 0.70...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.16497032344341278, -0.3726690113544464, -1.7591415643692017, -0.6889355778694153, 0.7322951555252075, 1.02448308467865, 0.7518238425254822, 1.11922287940979, -0.18925276398658752, 0.9638465642929077, 0.007353020831942558, -0.2727597653865814, -1.1336759328842163, -0.5090172290802002, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1661648750305176, -0.6933115124702454, -0.04280376061797142, 0.29359757900238037, 1.226730227470398, 0.9405173063278198, -0.544956624507904, 1.3209277391433716, -0.17418211698532104, 0.5535814166069031, 1.1198898553848267, 1.0082573890686035, 1.4621918201446533, 1.4472640752792358, -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
[ 1.243450403213501, 0.08403263241052628, 1.6188535690307617, -0.5348465442657471, -0.15150532126426697, 0.41555356979370117, -0.8513334393501282, -1.3157814741134644, 1.8241608142852783, -0.9258402585983276, -0.8470984101295471, -0.4549223482608795, 0.6477622389793396, -0.10543595254421234,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.20481052994728088, -0.7223713397979736, -2.3080532550811768, -0.20323053002357483, 0.5404585599899292, 0.06378524005413055, 0.18552368879318237, -0.7598923444747925, 0.14101266860961914, 0.46278175711631775, 0.20594505965709686, 0.9526336193084717, 0.8418976664543152, 1.1870442628860474...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3188490867614746, -1.353516697883606, -0.15161022543907166, 0.16964997351169586, -0.40970754623413086, -0.08813519030809402, -0.8333255648612976, -0.283599317073822, 0.1653764396905899, 0.8829404711723328, -0.481680303812027, -0.18036331236362457, -1.337586760520935, -0.6831256151199341,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.533837080001831, 0.23940913379192352, 1.7117114067077637, -0.3903185725212097, 0.0990481823682785, 0.8539906740188599, -0.5709632039070129, 0.7990199327468872, 1.3310329914093018, -0.021284814924001694, -0.9409437775611877, 0.6777663230895996, -1.6701228618621826, 0.9318604469299316, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0018796920776367, -0.48784002661705017, -0.9472629427909851, 1.238844871520996, 0.05713297054171562, -0.41277989745140076, -0.5557723641395569, -1.4624743461608887, -0.7837284803390503, 0.054061342030763626, 1.1190122365951538, 0.37028229236602783, 2.103459119796753, -0.2467880100011825...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7870181202888489, -0.35169005393981934, 0.6238852143287659, 2.7241103649139404, 1.1288243532180786, 0.42809954285621643, 0.8413508534431458, -0.7847788333892822, -2.3722469806671143, 0.9279564619064331, -1.0941685438156128, -0.9554210901260376, 0.025541577488183975, -0.1708369106054306, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2139817476272583, 0.6918870806694031, -0.2829497158527374, -1.0901615619659424, -0.23066189885139465, 0.42390021681785583, -0.2737877070903778, 0.8657063245773315, 0.08642888814210892, 1.3753347396850586, -1.771864891052246, 0.19411388039588928, -0.15019230544567108, 1.2710403203964233,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9032942652702332, 1.3538333177566528, 0.5140678882598877, -0.3941373825073242, 0.4668441116809845, 0.6365835666656494, -1.3105943202972412, -0.23941701650619507, -0.22825299203395844, -0.9767693877220154, 0.0016616636421531439, 0.6938233971595764, -1.8638386726379395, 0.6943088173866272...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14662396907806396, -0.16614122688770294, -0.09559968113899231, 0.5022843480110168, -0.9075578451156616, 0.7212864756584167, -0.17210564017295837, 1.0168880224227905, -0.1305195391178131, -0.3771106004714966, 0.9314368367195129, 1.3663331270217896, 1.5763342380523682, 1.1532182693481445,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.49173876643180847, 0.11109746247529984, -1.3207310438156128, -0.5933592319488525, 1.6446421146392822, 1.0781539678573608, 0.9318065047264099, 0.6542203426361084, -0.9860605597496033, -0.5341240763664246, -2.4475057125091553, -0.21701748669147491, 1.8464739322662354, 0.8405489921569824, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.06668242812156677, 1.6255918741226196, 0.008828637190163136, -1.2401275634765625, 1.5046151876449585, 2.3356666564941406, -0.5612460374832153, -2.032179832458496, -1.0895804166793823, 0.5551291704177856, -1.2905807495117188, 1.3579083681106567, -1.440700888633728, 0.2280772179365158, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6669707298278809, 0.6611745357513428, -0.5157886147499084, -1.624829649925232, -0.5740984678268433, 0.7139374017715454, -0.8475232720375061, 1.0625994205474854, -0.5959752798080444, 0.3512737452983856, -1.059662103652954, 0.6808918118476868, 0.9984138607978821, 1.228058099746704, -1.16...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6712303161621094, 0.3730344772338867, -0.5154708623886108, -0.5042762160301208, 0.1958804875612259, 0.3871851861476898, -0.20254014432430267, 0.3015177547931671, 0.3093390166759491, -0.491972953081131, -2.323610782623291, -1.3871979713439941, -0.028961293399333954, -0.4334859848022461, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.56110018491745, 0.46166568994522095, -0.22368468344211578, -0.5417429208755493, -0.20084936916828156, -0.21123678982257843, -0.3161816895008087, 0.7272462248802185, -1.287943720817566, -0.878593385219574, -1.4505945444107056, 0.5552488565444946, -1.7041934728622437, 0.2687404453754425, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4169605076313019, 0.6184123754501343, -0.05241145193576813, 1.1577141284942627, 0.6308731436729431, 0.06349765509366989, 0.9438771605491638, -0.7166185975074768, 0.5851473212242126, -0.2124156653881073, -0.4799205958843231, 0.5370493531227112, -0.7591790556907654, -1.1136428117752075, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.189697027206421, -0.0003861844015773386, -0.3154791295528412, 0.017156921327114105, 0.2600817084312439, 0.17795605957508087, 0.0794856995344162, -1.9580692052841187, -0.054921992123126984, -0.6479228138923645, -0.23338082432746887, -0.15691784024238586, 0.6576115489006042, 0.43198689818...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7220553159713745, 0.012793529778718948, 0.3149360418319702, -0.7009260654449463, 0.5998512506484985, 0.1670987755060196, -0.46936219930648804, 0.7228855490684509, 1.0044556856155396, 1.0799673795700073, -0.07152082026004791, -1.0111287832260132, 0.25631266832351685, -0.7897284626960754,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.10105026513338089, 1.9065842628479004, 0.21449749171733856, -1.3909170627593994, 0.29367807507514954, -1.5279991626739502, -0.8107732534408569, -1.4248361587524414, 0.40834876894950867, -0.42335495352745056, -0.39170095324516296, 1.4508411884307861, -0.8683478832244873, 1.831640005111694...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.379841148853302, -0.5549424290657043, -0.7291316390037537, 0.6617262959480286, 0.2364966869354248, 0.948919415473938, 1.0299880504608154, 1.7691820859909058, -0.044597920030355453, 0.8641748428344727, 2.2516708374023438, -1.0547446012496948, -1.036097764968872, 0.8836418390274048, -1.0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.14556969702243805, 1.2355490922927856, -0.6107587814331055, 1.1069034337997437, -1.9783117771148682, -0.21601396799087524, 0.25187382102012634, 0.9526422023773193, -1.3652007579803467, -0.6586217880249023, -2.186877965927124, 2.2306907176971436, 0.1658439189195633, 0.8053759932518005, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.002038398291915655, -0.23304301500320435, -0.5309125185012817, -0.2337648868560791, -0.8746779561042786, -0.8482003808021545, -0.8056957125663757, 0.05654934048652649, 1.1512643098831177, -0.9260787963867188, 2.451464891433716, -0.8294774889945984, -1.6401907205581665, -0.467376083135604...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40794113278388977, -0.4804946780204773, -1.8390874862670898, 0.37822797894477844, 0.3020578622817993, -0.5836025476455688, -0.15798118710517883, 1.4175186157226562, -1.1171481609344482, 0.32944783568382263, -0.4806016683578491, -0.04554470628499985, 0.6902397871017456, -0.54308128356933...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.23455852270126343, -0.9543187618255615, 1.4572845697402954, -0.0918884202837944, -0.9165120124816895, 0.5430113077163696, -0.37739327549934387, 0.7142186164855957, -0.7484676837921143, -0.6487134099006653, 1.232409954071045, -1.2939704656600952, -1.1066339015960693, -1.5247371196746826,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.740378201007843, -2.286836862564087, 1.226629376411438, 1.9903180599212646, -1.1098092794418335, -0.4566630423069, 1.715712070465088, -0.5761199593544006, 0.6235030889511108, 0.30255916714668274, 0.07810226827859879, 0.552311360836029, -0.9146152138710022, 0.6648703813552856, -1.455311...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.0476820208132267, -0.524376392364502, 1.8769937753677368, -0.35569798946380615, -0.35143208503723145, -0.7467741370201111, 1.4115233421325684, 1.5565818548202515, 1.6463875770568848, -0.45000386238098145, -0.46323448419570923, 1.7101377248764038, -1.1921393871307373, 0.6050676703453064, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.28854256868362427, 0.41352808475494385, -0.9136400818824768, -0.6891067624092102, -1.2557450532913208, -1.6785277128219604, -1.8468905687332153, 0.1591401994228363, -1.1073644161224365, -0.8020133972167969, 1.8412621021270752, -0.34988269209861755, 1.5500293970108032, 1.0462156534194946,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7703450322151184, 1.6120916604995728, -1.1443830728530884, 0.6278272271156311, -1.2697467803955078, 0.27794724702835083, 0.4746839106082916, -0.11010008305311203, 0.47087961435317993, -0.21309466660022736, -0.16137905418872833, 0.2643227279186249, -0.4731043577194214, 0.8093656897544861...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.052485253661870956, -1.5908221006393433, -1.2188750505447388, -2.1189870834350586, 0.5004478693008423, -0.13572755455970764, 0.7798152565956116, 1.2594819068908691, -0.8170439600944519, 1.595109224319458, 1.592641830444336, -0.10523001849651337, -0.3769981563091278, 1.204846739768982, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9841394424438477, 0.027410870417952538, 0.9592985510826111, 0.8090811371803284, 0.028381656855344772, 0.016465507447719574, -1.3722156286239624, -0.3121095895767212, -0.8316936492919922, 0.8318900465965271, 1.602791428565979, -0.7025484442710876, 0.528497040271759, 0.7206878662109375, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.772625207901001, 0.36135685443878174, 0.7006349563598633, 0.9393283724784851, -0.9143866300582886, 1.208500862121582, 1.5000481605529785, -0.31180259585380554, -0.8741070032119751, 0.7322956919670105, 1.5617430210113525, 0.40506815910339355, 0.6919606328010559, 0.8434866070747375, 1.11...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1696840524673462, -0.8728777766227722, -0.698067843914032, 0.8391111493110657, -1.2104580402374268, -0.27974945306777954, -0.3214212656021118, 0.8895865678787231, -0.1464211642742157, -0.1478271782398224, 0.7311093211174011, 0.5573385953903198, 0.8600294589996338, 1.317911982536316, 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
[ -0.404958575963974, 0.5871179699897766, -1.2551462650299072, -1.063122272491455, -1.040008306503296, 0.9216373562812805, -0.3545873463153839, -0.5493699908256531, 0.7241640090942383, -1.975131869316101, 0.870247483253479, -1.7073174715042114, -0.8360170722007751, 1.2750744819641113, -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
[ 0.4816276431083679, -0.08017861843109131, 0.18402086198329926, 0.1575421839952469, 0.5240366458892822, 0.45712217688560486, 1.5346248149871826, 0.12388857454061508, -1.8240203857421875, -0.07200302183628082, -0.5930504202842712, 0.8584796786308289, 0.5631142258644104, 1.256731629371643, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.44634708762168884, -1.2821087837219238, -0.592223584651947, 0.1668155938386917, -1.1059677600860596, -0.38979241251945496, -0.3291507661342621, 0.7015795111656189, -0.9271225333213806, 0.535523533821106, 0.16839608550071716, 0.15274131298065186, -0.23824790120124817, -1.2151585817337036,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8409865498542786, 0.046478088945150375, 0.15065793693065643, -0.29453331232070923, -0.06473740935325623, -0.9457476735115051, 0.22262535989284515, -0.301209419965744, -0.25159913301467896, 0.7648647427558899, 0.37044885754585266, 0.5869514346122742, -0.931994616985321, -0.642300128936767...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3870121240615845, 0.06227007508277893, 1.5178894996643066, 0.15865303575992584, -1.3053359985351562, -0.6448835134506226, -1.362343430519104, -0.16399715840816498, 0.9376773834228516, 0.7788650989532471, -1.371285319328308, 0.1861056238412857, -0.7015298008918762, -0.7408509254455566, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.6949989795684814, -0.6591601371765137, -0.1703689843416214, 0.3154643774032593, 2.2744944095611572, 1.1620502471923828, 0.7992501258850098, 0.5710188150405884, 0.41256314516067505, 1.3711389303207397, -1.468461036682129, -1.10560941696167, -0.7079746127128601, -0.04029132425785065, 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
[ -0.40622782707214355, 0.0008904208661988378, -0.4297850430011749, -0.5756459832191467, 0.2549298107624054, 0.13626082241535187, -0.9012899994850159, 0.6407211422920227, 0.5787144303321838, 1.3056929111480713, 0.7106356620788574, -0.9733054041862488, -0.8255248069763184, 0.9305450916290283,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.299734890460968, 1.7745487689971924, 0.8401401042938232, 0.02646668069064617, -0.058667201548814774, -0.14039598405361176, 1.0007364749908447, 0.16615864634513855, 0.0830208957195282, 0.7228949666023254, -0.27640801668167114, -0.6002457737922668, 0.16623905301094055, -0.2417992651462555...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.33530473709106445, -1.1560192108154297, 1.9173662662506104, -0.5239772796630859, -0.4497408866882324, 0.6698576807975769, -1.1927329301834106, -1.272599220275879, 1.1420881748199463, -0.7833327054977417, 0.7314918041229248, 0.7854610681533813, -0.12858286499977112, 1.4069914817810059, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0027552617248147726, -0.15134300291538239, -0.265216201543808, 0.8970028162002563, -0.7658212184906006, -1.0790377855300903, 0.10243727266788483, 0.38067713379859924, 0.014988052658736706, -0.6626354455947876, 1.836830973625183, -0.3081055283546448, 0.7042081952095032, -0.88886117935180...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5691906213760376, -0.13584229350090027, -0.2425268590450287, -0.08848785609006882, -0.562940776348114, 0.4286642074584961, -0.7783962488174438, -0.7541454434394836, -1.8243417739868164, 1.0789620876312256, 0.458895206451416, -0.5179153084754944, -0.666351318359375, 0.29390570521354675, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.31067344546318054, -0.8316705226898193, -2.0156285762786865, 0.09114395827054977, -1.0258597135543823, 1.919372320175171, 0.3303057849407196, 1.1088403463363647, -0.27191588282585144, -0.4108983278274536, 0.11841874569654465, 0.12483404576778412, -0.3227931261062622, 0.8841564059257507,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.005075106862932444, -0.18849854171276093, -0.7595091462135315, -0.1274123638868332, 0.11907940357923508, -0.001153549994342029, -0.8141080737113953, 0.8217302560806274, 1.8234384059906006, 0.8028578758239746, 1.67242431640625, 0.6661830544471741, 0.19620110094547272, -0.25443410873413086...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.083725929260254, -1.619813084602356, -1.5151323080062866, 0.3022468388080597, -0.9581727385520935, 0.02344643883407116, -1.180045485496521, -1.534652590751648, 0.6061615943908691, 0.7262694239616394, 0.4007466435432434, 1.0238096714019775, -0.2606831192970276, 0.4756898581981659, 0.856...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.18739554286003113, -0.997285783290863, 0.586970865726471, -1.8554195165634155, -0.4168396592140198, 1.0230953693389893, -0.7505526542663574, 0.9802336096763611, 1.273194432258606, 0.5908766984939575, -0.38976848125457764, 0.26581841707229614, -1.583358645439148, -0.46991482377052307, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.24904143810272217, -3.4881393909454346, 0.6634994745254517, 0.36508283019065857, -0.23145195841789246, -1.157842993736267, -0.05469822883605957, 1.0284836292266846, -0.4489791691303253, 0.5706040263175964, -1.5363705158233643, 0.17959029972553253, 1.960047960281372, -0.7721184492111206,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7510931491851807, -1.6834279298782349, -0.4633975028991699, 0.5843938589096069, -0.6793593764305115, 0.20822325348854065, 0.13424843549728394, 0.6129726767539978, -0.604076623916626, 0.5498713850975037, 0.8970891833305359, -0.6002650260925293, -0.14683207869529724, -0.1549917310476303, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6450615525245667, -0.030587144196033478, -0.6768344640731812, 0.14099043607711792, 0.6663689017295837, -1.3201175928115845, -0.9142639636993408, 0.7316404581069946, 0.10090795159339905, 0.2262350171804428, -0.028704462572932243, -0.09797374159097672, -0.31735673546791077, 0.324374377727...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis