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int64
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[ 0.3701893985271454, -0.042905669659376144, -0.8788713812828064, -1.5193612575531006, -0.3135095238685608, 1.4563332796096802, -0.20868535339832306, -1.5321890115737915, 0.7849621176719666, 2.2003681659698486, -1.0834808349609375, 1.2798064947128296, -0.41876712441444397, -0.862936854362487...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.431331753730774, 0.9854337573051453, 0.9646264910697937, -0.03346386179327965, 0.23561857640743256, 0.341047465801239, 2.728724718093872, 0.8049361109733582, 0.3720718026161194, -1.546413779258728, 0.691169261932373, -1.2614822387695312, 1.3374420404434204, 1.7832891941070557, -0.8026...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.35709646344184875, -0.6987072229385376, 0.32425597310066223, 0.6186580061912537, -0.10585018992424011, -1.0222408771514893, 0.38545191287994385, 0.5403025150299072, -0.8279647827148438, -0.7770341634750366, -1.1973735094070435, 0.545353353023529, -1.1148186922073364, 1.4840432405471802,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8271166682243347, -0.7102048993110657, 0.6024993062019348, 1.1250020265579224, -0.621792197227478, 0.740330696105957, 0.6579940915107727, 0.6022060513496399, -0.14490969479084015, 0.5932904481887817, 1.103635311126709, -0.4061233401298523, 0.17978535592556, 0.6175358295440674, 1.114400...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.977197289466858, -0.9666987657546997, -0.6528963446617126, 2.0306928157806396, 0.8924977779388428, -0.6656224727630615, 0.2660403847694397, 0.17957358062267303, -0.008893204852938652, -0.13969026505947113, 0.09502170234918594, 0.4915420114994049, 0.396422415971756, -0.4234144389629364, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.376485586166382, -0.13275858759880066, 0.6369063854217529, 0.37416785955429077, 0.16183294355869293, 0.4985196590423584, 2.240966796875, 0.1430797427892685, -2.073287010192871, 0.9154044985771179, 0.21411040425300598, 0.7449209094047546, -0.7134475111961365, 1.5088398456573486, 2.0921...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.034722574055194855, -0.6831551790237427, 1.6029791831970215, -0.7075437307357788, -0.7663857340812683, -0.2296917885541916, -1.1214425563812256, 0.3511967360973358, -1.9034425020217896, -1.714964509010315, 0.9303203225135803, 0.27919551730155945, 1.7150830030441284, 0.24552574753761292,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11650482565164566, 1.5835508108139038, 0.5385227203369141, 2.013925552368164, -0.8688028454780579, 1.3620661497116089, 0.7988828420639038, 0.10355415940284729, -0.5908714532852173, -0.06523533910512924, -0.7645454406738281, 1.4937775135040283, 0.07768873125314713, -0.997247576713562, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.759563684463501, -0.4237547516822815, -1.5581141710281372, 0.40130048990249634, -1.2914196252822876, -0.07623640447854996, 1.6336992979049683, 0.46377214789390564, -0.18942831456661224, -2.3535170555114746, 1.447710633277893, 0.7971965670585632, -0.3890380263328552, -0.1505378782749176, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.19247111678123474, -0.1503826230764389, -1.8221067190170288, -0.7035616636276245, 0.5571733117103577, -0.2547351121902466, 0.6536911725997925, 0.30433082580566406, -0.11086280643939972, -0.5279194712638855, 0.6984390616416931, -0.982452929019928, -1.0976742506027222, -0.09449416399002075...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0607634037733078, 2.06085467338562, 1.2227808237075806, 0.471198707818985, -1.7743146419525146, -0.024620380252599716, 0.47015610337257385, -1.2975596189498901, -0.20030951499938965, 1.3568778038024902, 0.10410897433757782, 0.47720786929130554, 1.525160312652588, -0.9157724976539612, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3412548303604126, 0.38384443521499634, -0.18495185673236847, 0.6456920504570007, -0.14631813764572144, 0.30076155066490173, 0.06074389070272446, 1.9216065406799316, -0.2431969791650772, 1.38015615940094, 0.13083890080451965, -0.6373726725578308, 0.7630254626274109, -0.1117037832736969, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.41626667976379395, -1.7337185144424438, 0.3906223475933075, 0.6467632055282593, 0.10801448673009872, 0.31840264797210693, -1.4288249015808105, -2.492903232574463, -1.2596259117126465, 0.7889339327812195, -0.42265185713768005, -0.9301432371139526, -0.5023168921470642, 0.03204382583498955...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5969911813735962, -0.49272438883781433, 1.269322156906128, 0.43543654680252075, 0.8813186287879944, -0.4236864447593689, 0.058593571186065674, 0.19501839578151703, 0.7518283724784851, 0.45226263999938965, 0.5914708375930786, 0.9436438083648682, -0.6084247827529907, -0.19655568897724152, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8192655444145203, -1.3374781608581543, 0.21275459229946136, 1.610761284828186, -0.9802318215370178, -1.331746220588684, -0.22061194479465485, 2.9960720539093018, 1.7639894485473633, -1.0689022541046143, -0.1946514993906021, -0.1400330513715744, -1.604040503501892, -0.4930361211299896, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.3168084621429443, -1.8437749147415161, -0.06601446866989136, -0.9544344544410706, -1.0110726356506348, 1.1295385360717773, -0.9433004260063171, -2.190997362136841, 0.5916114449501038, -0.42424818873405457, 0.5663569569587708, -0.18947479128837585, -0.04166843369603157, 0.8953874707221985...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4802354574203491, -0.02712973952293396, 0.6899951696395874, -1.7921316623687744, -1.1720976829528809, -0.8117117285728455, 0.70598304271698, -1.5261949300765991, -0.9247357845306396, -0.8875598311424255, 1.985129714012146, -1.232224464416504, 0.9929828643798828, 0.809941291809082, 1.21...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.9285012483596802, 0.47202736139297485, 0.40963414311408997, -0.05032273009419441, 0.8582676649093628, -0.531785786151886, -1.2668675184249878, -0.05232793465256691, -0.10849388688802719, -1.3600794076919556, 0.5621818900108337, -0.7718044519424438, -0.056306593120098114, 1.33251893520355...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9143151044845581, 1.698712706565857, 0.5587034821510315, 0.7208594679832458, 0.7466363310813904, -0.1506160944700241, 0.3390422463417053, 0.6269236207008362, 0.27969425916671753, -2.313842296600342, -0.8095046281814575, -0.08412256836891174, 0.3322717845439911, -0.4651448726654053, 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
[ -0.35031309723854065, 2.5214171409606934, 0.7878676056861877, -0.22768762707710266, -0.16538548469543457, -0.8468631505966187, -0.24895642697811127, -0.037688493728637695, -1.1528764963150024, -0.6143169403076172, -0.8374202847480774, 1.6648606061935425, -1.2481075525283813, -0.37260714173...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.731298565864563, -0.14669302105903625, -0.7523891925811768, 0.3843456208705902, -0.6828648447990417, 1.1942559480667114, 0.5493531227111816, 1.3516459465026855, 0.2547704577445984, -1.9321439266204834, 1.3896111249923706, 1.325198769569397, 0.32374870777130127, -0.5826976895332336, 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
[ 0.14897063374519348, -1.1951099634170532, -1.4838848114013672, -0.6512922644615173, -0.5784820318222046, 0.3899391293525696, -1.1935926675796509, -1.5575847625732422, -1.9526811838150024, -0.6209308505058289, -1.1061291694641113, 1.3941032886505127, -0.5953876972198486, -1.871744990348816,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.29225361347198486, -1.1684130430221558, 1.838910698890686, -2.511099100112915, -1.575682282447815, -0.19706280529499054, 1.651552677154541, 0.8247779607772827, -0.8070662021636963, 1.6540333032608032, -0.3135684132575989, -0.7204806804656982, -0.8206708431243896, 0.3600999116897583, 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
[ 1.1366095542907715, -0.06319008022546768, 1.9963723421096802, -0.9282009601593018, -0.667572557926178, -0.2026229053735733, -0.03467477113008499, -1.9361542463302612, -1.0151567459106445, 0.8073557615280151, -1.1973479986190796, -1.0749239921569824, 0.8622902035713196, 0.19821366667747498,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.6407688856124878, -0.2941802442073822, 1.0158734321594238, 0.34267446398735046, 0.27368590235710144, -0.21248814463615417, 1.154557466506958, 0.20094598829746246, -0.14333198964595795, 0.15509280562400818, 0.020435677841305733, 0.963172972202301, -0.05498466640710831, -0.061848890036344...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9246415495872498, -0.5297247767448425, -0.0655212327837944, -0.2914651334285736, 1.3265775442123413, -0.5407431721687317, -0.4585306644439697, 0.7419973611831665, 0.3308705687522888, 0.4881565570831299, 0.45992815494537354, 0.13470372557640076, 2.529435634613037, 0.8617295026779175, 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
[ -0.6740825772285461, -0.38066163659095764, -1.8818713426589966, 0.5336312651634216, -0.6713889837265015, -1.1584030389785767, -1.0034490823745728, -0.42991751432418823, 0.9988236427307129, -0.8483142852783203, 0.3113985061645508, 0.40913715958595276, 0.34480196237564087, 0.1078192740678787...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3380754292011261, -1.0987547636032104, 0.1185755580663681, -1.1460299491882324, -1.9871299266815186, -0.7603372931480408, -0.03303850442171097, -1.9921526908874512, 0.19119973480701447, -0.5706170797348022, -2.367286205291748, 0.22965718805789948, -0.4388798177242279, -1.563820242881775,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6521493196487427, 0.6786860227584839, 2.045619010925293, -1.4961860179901123, -0.48278412222862244, -0.09066037088632584, -0.13390471041202545, 0.20830419659614563, -0.27542445063591003, 1.0706000328063965, 0.03720662370324135, -0.3770692050457001, 0.7554298639297485, -1.6412383317947388...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.1875925064086914, -0.19957052171230316, -0.34901347756385803, 0.7854187488555908, -0.6923815011978149, 0.6158822774887085, 0.7732425332069397, 0.4449189305305481, -0.10127908736467361, -1.0857877731323242, -2.2500221729278564, 1.0359965562820435, 1.6808719635009766, -0.2295115739107132,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4223962426185608, 1.1919423341751099, 0.4478847086429596, 0.025668570771813393, 0.8091731667518616, 0.6840890049934387, 0.6623325943946838, -0.30308812856674194, 0.20776741206645966, 0.7028704285621643, 1.0133521556854248, 0.3525238633155823, -1.7853573560714722, 1.2415250539779663, 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
[ -0.5630426406860352, 0.833162784576416, -0.7474412322044373, 0.5106410384178162, 1.0849446058273315, -0.13809125125408173, 1.3002948760986328, -1.12120521068573, 0.141324982047081, -1.2906051874160767, -0.8397142887115479, -1.373908519744873, 0.3735944926738739, 0.2558591365814209, -0.58...
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
[ -0.22129511833190918, 1.8013522624969482, 1.0876706838607788, -0.8930061459541321, 0.6095372438430786, 0.6930853128433228, 0.9339979887008667, -0.006896296050399542, 1.147957444190979, 0.6875081062316895, -0.17166979610919952, -0.5046499371528625, 1.5166950225830078, 0.761508584022522, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9075102806091309, 1.0143346786499023, -0.08697985857725143, 2.4644837379455566, 1.5103907585144043, -0.8101906180381775, 0.19211362302303314, 0.9574959874153137, -0.9893225431442261, -0.8284969925880432, -0.7683875560760498, -0.7935598492622375, -1.4499051570892334, 0.493402361869812, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6954262256622314, -0.4285059869289398, 0.013963411562144756, -0.22934813797473907, 0.7328224182128906, -1.2080682516098022, 1.1353856325149536, -0.9256241917610168, -1.6855729818344116, -1.802394986152649, 0.16758207976818085, 0.3985555171966553, -0.3696747124195099, -1.356706976890564, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.17041487991809845, -1.6993722915649414, 0.887885332107544, 0.4146992564201355, 0.8910004496574402, 0.22102640569210052, -0.008324810303747654, 0.41376030445098877, 0.36600160598754883, -1.0089794397354126, 1.4574309587478638, -1.1087868213653564, -1.3666439056396484, 1.8667773008346558, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2928369641304016, 0.9497143626213074, -1.5138051509857178, -2.4056828022003174, 0.017641616985201836, -0.35416939854621887, 0.3299870491027832, -0.166421577334404, -0.613271951675415, -0.12051504105329514, 0.5958696007728577, 0.8649824857711792, -2.276838779449463, 0.4738277196884155, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.29377779364585876, -1.0560492277145386, 0.022596603259444237, -1.2000937461853027, -0.9621044993400574, -0.2761709988117218, 0.38737520575523376, 0.6057813763618469, 0.037960756570100784, -0.20862431824207306, 0.03650019317865372, -0.01493715588003397, -0.15468138456344604, -0.7606567740...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.179074764251709, -0.38646751642227173, -0.49637937545776367, 0.6922544240951538, -0.7819488644599915, 0.416782021522522, -1.8998125791549683, 0.3444432318210602, -0.9787307977676392, 0.5356507897377014, -0.46142977476119995, 0.7548406720161438, -1.6351666450500488, 1.0431915521621704, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1444648504257202, -0.5486374497413635, 0.5481904745101929, 1.203134536743164, -1.2420638799667358, -0.9889547228813171, 1.0785884857177734, -1.84015691280365, 0.514324963092804, -0.6977614760398865, -1.6631367206573486, 0.7343971133232117, -0.3630070388317108, 0.3166958689689636, 0.808...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6760530471801758, 0.30245646834373474, 0.6217868328094482, -0.8995764255523682, 0.12851344048976898, -0.6943655610084534, -0.03176169842481613, -0.04583822935819626, 0.5478990077972412, -0.45806631445884705, -0.13736476004123688, 0.9723573923110962, -0.6660147309303284, 1.04493796825408...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.20725378394126892, 0.5074754357337952, -1.3698259592056274, 0.20121099054813385, -1.4583745002746582, 0.896831214427948, 1.159971833229065, 0.37493816018104553, 0.4320583641529083, -0.5271673202514648, 0.7899395823478699, 0.1903505176305771, -0.23330961167812347, 0.3361603617668152, 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
[ -0.4718860685825348, 0.3412322998046875, 0.7756224274635315, 0.9110236763954163, -0.19444920122623444, -0.3127824068069458, 0.5924790501594543, -0.21093939244747162, -1.3401089906692505, 0.38122764229774475, -0.35096147656440735, -1.078498125076294, -0.5995216965675354, 0.6387190222740173,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6474795937538147, 1.3069406747817993, -0.13429521024227142, 1.425413727760315, -0.09875389188528061, 0.21533693373203278, 0.15672224760055542, -3.0774168968200684, -0.7329084873199463, 0.3919481933116913, -0.5371912121772766, 0.39460763335227966, 2.262112617492676, 0.3963313102722168, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4803893566131592, 1.038849115371704, 0.8083171248435974, -0.930777370929718, 0.017951561138033867, 1.096883773803711, -0.5160075426101685, -0.04100494086742401, 1.0847814083099365, 0.3912431597709656, -1.0563416481018066, 0.06554947048425674, -0.053028881549835205, -0.47122398018836975,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06528201699256897, 0.5991640090942383, 0.5511283874511719, -1.7854576110839844, 0.673992931842804, 0.346344918012619, -0.5083396434783936, 0.06991633027791977, -0.0021018690895289183, 0.8792976140975952, -1.1172083616256714, 0.6180691123008728, -0.3715769052505493, 0.815444827079773, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.043487463146448135, -0.19300784170627594, -0.8355578780174255, -1.0294312238693237, -0.32706424593925476, 0.7909607887268066, -0.9159792065620422, 0.4141470193862915, 0.8661651015281677, 0.9573755264282227, -0.22110921144485474, -1.2637931108474731, 0.6559033989906311, -1.671410679817199...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.122808575630188, -1.0967235565185547, -1.5002588033676147, 0.5334275960922241, 0.15023306012153625, -0.527560293674469, -0.29374027252197266, 1.0724297761917114, 0.8437905311584473, 1.055556297302246, 0.6794355511665344, 1.7993160486221313, 1.094683289527893, 1.5210295915603638, -1.84...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9145420789718628, -0.6698498129844666, 0.6440762281417847, -0.5614327788352966, 2.7016751766204834, -0.4947998523712158, 0.1067061722278595, 1.6280720233917236, 1.7848491668701172, -0.06717464327812195, -0.3999398946762085, -0.60476154088974, -1.0692484378814697, 0.09387226402759552, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3797280490398407, -1.0526732206344604, -0.16451360285282135, -0.4698464274406433, 0.17483237385749817, 1.025341272354126, -0.09467953443527222, 0.29109883308410645, -0.8859289884567261, -1.634107232093811, 0.11269349604845047, 1.1373769044876099, -0.8630657196044922, 0.9101054072380066, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08395952731370926, -1.0380034446716309, 0.6424890160560608, 0.5502889156341553, 1.2982301712036133, -0.10606377571821213, -0.21921582520008087, -0.3111779987812042, -0.7407543659210205, 0.9893943071365356, -0.7681246399879456, 0.5367230772972107, 1.1421622037887573, 1.1620047092437744, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9207891225814819, -0.5369977355003357, -1.5907779932022095, -0.9950678944587708, 0.7091441750526428, 1.0146162509918213, -0.3293076455593109, -3.1775460243225098, -0.9772908687591553, 0.5326991081237793, 0.37301334738731384, 0.28906798362731934, -0.32600483298301697, 0.17096920311450958,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2780297994613647, -0.06630179286003113, -0.9722767472267151, -1.1488265991210938, 0.9823097586631775, 1.2116010189056396, 0.3519155979156494, 0.024851661175489426, 0.06625806540250778, -1.167210340499878, -1.7138911485671997, -1.1946324110031128, 0.5178403258323669, 0.5325604677200317, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4175468683242798, -0.4057988226413727, -1.7404829263687134, 1.302112102508545, -1.0664855241775513, -0.46599912643432617, -1.1256176233291626, 0.8432221412658691, -0.31147390604019165, -1.3469789028167725, -1.4747719764709473, 0.7650405764579773, -0.28262054920196533, 0.36622294783592224...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1286565214395523, 0.2670128047466278, -1.190783143043518, 1.1428427696228027, 0.9759939312934875, -0.7345781326293945, 0.22701580822467804, 0.10907933115959167, -0.7423884272575378, -2.119400978088379, -0.41560548543930054, 0.06762184947729111, 0.03392884507775307, 0.5856260061264038, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.9314873218536377, -0.15194077789783478, 0.07296422868967056, -0.7612951993942261, -0.41804999113082886, 0.1369457095861435, 1.5042777061462402, -0.012256610207259655, 0.3408665955066681, 0.5337463021278381, 0.9521472454071045, -0.6540806889533997, -0.10558712482452393, -0.434097081422805...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2602208852767944, -2.4017772674560547, -0.4326678514480591, -1.6533106565475464, 1.368167519569397, -1.0929374694824219, 0.17697674036026, -0.18036125600337982, 2.4706461429595947, -0.14107964932918549, -2.3913605213165283, 0.7555834054946899, 0.06761131435632706, -1.1462684869766235, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.396620273590088, -0.5888451933860779, 1.108909249305725, 0.6543862223625183, 0.5222378373146057, -0.1425740271806717, 0.4785870313644409, -1.0632390975952148, 0.3702891767024994, -0.05803142115473747, -0.8242116570472717, 1.0517516136169434, -2.133572578430176, 0.0037925182841718197, 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
[ -0.6845772862434387, 0.27959588170051575, 0.4973360002040863, 0.31605762243270874, 0.12045664340257645, -0.8630748987197876, -1.1975469589233398, 0.8175562024116516, -0.7881868481636047, -0.0715336725115776, 0.6705096364021301, -1.4488147497177124, -0.02449583075940609, 0.8624603152275085,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.207812786102295, 1.3530750274658203, -0.03736193850636482, -0.843454122543335, -0.7502171397209167, 0.9060959815979004, -0.6016454696655273, 0.7203152775764465, 0.20612530410289764, -0.3162212669849396, 0.6426213383674622, -0.5054342150688171, -1.3723500967025757, 0.5508119463920593, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.43099015951156616, -2.21158504486084, -0.6917242407798767, -0.6750398874282837, 0.7676252722740173, 0.06202353537082672, 2.137910842895508, -0.020938532426953316, -1.6990938186645508, 0.24176187813282013, -0.6694532036781311, -0.529781699180603, -0.28233471512794495, -0.01330346614122390...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6313438415527344, 0.9784117937088013, -0.7545384168624878, 1.5351285934448242, -1.0633317232131958, 1.2432361841201782, 0.3061179220676422, 1.0531848669052124, 1.1539753675460815, -0.5995657444000244, 1.1705735921859741, -1.3361001014709473, 0.5343134999275208, -0.6463003754615784, 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
[ -0.7036140561103821, -0.24441291391849518, -0.6805381178855896, 0.880456268787384, 0.23216697573661804, 0.7266086935997009, -0.25319385528564453, 0.1620797961950302, -1.1906306743621826, 0.6532072424888611, -1.383325457572937, 0.679841935634613, 0.49080026149749756, 0.3623490035533905, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7933984994888306, 0.13626793026924133, -0.6962284445762634, 2.0799214839935303, 0.5422359704971313, -0.43240445852279663, 1.2101765871047974, -0.24482634663581848, 0.06214151531457901, -0.08629017323255539, 0.5951900482177734, -0.2218954712152481, -0.018182067200541496, 0.793869137763977...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2268215417861938, 0.8138700723648071, -0.5565938353538513, -0.8802820444107056, -0.2937186658382416, -1.115102767944336, 0.6138136386871338, 0.21054938435554504, -0.24341268837451935, -0.8646061420440674, 0.9507656097412109, 0.6689618825912476, -2.020939350128174, 0.37938192486763, -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
[ -1.464328646659851, 0.46919259428977966, -0.2160949558019638, -0.31875964999198914, -0.01735720969736576, 0.30558228492736816, 0.016669338569045067, -0.07898811250925064, 1.96380615234375, -0.6596238613128662, -0.32279932498931885, 0.9150636792182922, -1.2699652910232544, 3.868441343307495...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1474394053220749, -1.4156676530838013, -0.10597794502973557, 1.6460424661636353, 0.15669028460979462, -1.5058226585388184, 1.5141125917434692, 1.2848750352859497, 0.8253655433654785, 0.14518222212791443, 0.6844362616539001, 1.0547242164611816, 0.838757336139679, -0.9946293830871582, 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
[ -0.5969390869140625, -0.003007021499797702, -0.24790780246257782, 0.8721594214439392, 0.5496677756309509, -0.8199943900108337, 2.0125625133514404, 0.47912511229515076, -0.36144691705703735, -1.004489779472351, -0.9364988803863525, -1.1010812520980835, 0.17282265424728394, -0.05927929654717...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3743182420730591, -0.08153930306434631, 0.8447595238685608, 0.8340895771980286, -2.505445718765259, 0.7060526609420776, -0.0967019572854042, -0.3879505693912506, 0.08135942369699478, 0.9615412354469299, -0.08775690943002701, 0.3288155198097229, -1.0580230951309204, 1.1942551136016846, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.47290000319480896, 0.5160408020019531, -0.46042031049728394, -0.7022150754928589, -0.2459625005722046, 0.3411758840084076, 0.6709286570549011, 0.041345443576574326, 1.5685040950775146, 1.3681038618087769, 1.5374032258987427, -0.11588286608457565, 0.5739811658859253, 1.7197136878967285, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.43007954955101013, 0.16956572234630585, -0.4396411180496216, 1.442348599433899, 0.7991842031478882, 2.003225564956665, -0.8253456354141235, -0.6997236013412476, -0.5268921852111816, -0.13855744898319244, 0.5892536640167236, -1.6248011589050293, 0.13212765753269196, -1.2493383884429932, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6703402400016785, -1.7140570878982544, -1.4956636428833008, 0.9320477843284607, 0.10966827720403671, 1.2320377826690674, -1.4913697242736816, -0.14703874289989471, -2.187474012374878, 0.6669888496398926, -0.6262489557266235, -0.4701065719127655, 0.24548473954200745, -1.789045810699463, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2257697582244873, -0.5811855792999268, 0.3338993489742279, -0.4976729452610016, 0.707476019859314, -0.235777348279953, 0.9980714917182922, 0.2645173668861389, -0.7238883376121521, 1.054843544960022, -1.4847673177719116, 0.038183826953172684, 0.9836485981941223, -0.03262471407651901, -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
[ 1.0604541301727295, 1.1710329055786133, -1.0284029245376587, 0.49482250213623047, 1.1225483417510986, 1.328791618347168, -1.9676936864852905, 0.003110359190031886, 0.1655443161725998, -1.154524564743042, -0.5364831686019897, -2.1434128284454346, -0.7180675268173218, -0.06116987764835358, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1745036244392395, -0.4925793707370758, -0.11002380400896072, -0.07603088021278381, 1.1212459802627563, 0.5667298436164856, 1.1755094528198242, -0.06576352566480637, 0.34854352474212646, 0.7704827189445496, -0.16100797057151794, 0.12947134673595428, 1.072243332862854, 0.6168002486228943,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.10850570350885391, 0.15830069780349731, 0.5719783306121826, -0.2115991711616516, -2.108086585998535, -0.72002112865448, 0.4605882167816162, -0.46834996342658997, 0.09310189634561539, -0.32886627316474915, 0.8984013795852661, 1.9945424795150757, 0.6276223659515381, -0.1824539750814438, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7821089029312134, -0.7669435143470764, -1.5156772136688232, -1.552024006843567, -0.20705881714820862, -0.782539963722229, 0.941706120967865, -0.4466221332550049, -0.43383654952049255, -0.08550294488668442, 1.1916680335998535, 0.23192057013511658, 0.08378662914037704, -0.6505162715911865,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.013498067855835, -0.7082177400588989, -0.24076056480407715, -0.5187426805496216, -0.17565156519412994, 0.8751211166381836, -1.0458019971847534, -2.475996732711792, -1.2316527366638184, 1.3082126379013062, 0.23059843480587006, -1.6524608135223389, -0.6899367570877075, 0.10221152007579803...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.29781684279441833, 0.23262657225131989, -1.3899855613708496, 0.6680198311805725, 1.4039032459259033, 0.9884511828422546, -1.3244729042053223, -0.5674448609352112, -1.235972285270691, 0.8397946357727051, 1.2829911708831787, -0.734991729259491, -0.14417584240436554, -0.1840028613805771, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8215188384056091, 0.44251734018325806, -0.5141463875770569, 0.7428250908851624, -1.3190419673919678, -1.1576781272888184, 0.11860600858926773, -0.019867172464728355, -0.16365087032318115, -0.9831150770187378, 0.03577412664890289, -0.08382173627614975, 0.5054143071174622, 1.23932588100433...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8658679127693176, 0.5817919969558716, -0.4097706973552704, 0.7607380151748657, -0.48655253648757935, 0.6084578633308411, 0.27600380778312683, 0.5747985243797302, 1.086613655090332, -0.9852157831192017, 0.5038151144981384, -0.2821434438228607, -1.6714869737625122, 0.11892737448215485, 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
[ -0.17371763288974762, -1.7855867147445679, 1.18513822555542, -0.577771782875061, 0.814341127872467, 1.4930434226989746, 0.17776131629943848, 0.20447935163974762, 1.013267993927002, -0.8550798296928406, 0.20916233956813812, 0.8847433924674988, -0.7555444240570068, 0.13079123198986053, 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
[ 0.987540066242218, -0.10419117659330368, -0.667186975479126, 1.422425389289856, 1.8567261695861816, 0.22956854104995728, 0.3269595503807068, 0.7239504456520081, -1.3857353925704956, -0.796840488910675, -0.7301245331764221, 0.12254776060581207, -0.13139359652996063, 2.3724029064178467, 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
[ -0.6602674722671509, 0.4619938135147095, -0.03900664672255516, -0.02613055892288685, 0.6938387751579285, -0.6898409128189087, -0.5564503073692322, -0.4601993262767792, -0.922583281993866, -0.639924943447113, -0.933397114276886, -1.5912549495697021, 1.0673408508300781, -1.6007344722747803, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8074257969856262, -0.4565037488937378, -1.3954970836639404, -0.7739090919494629, 0.15546034276485443, -0.9649526476860046, -0.8176293969154358, -0.3266892433166504, 0.4921267032623291, 0.4848354756832123, 0.3288639485836029, 1.3431119918823242, -1.1154054403305054, 0.8355420827865601, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.44649097323417664, 1.5525298118591309, -0.8936318755149841, -1.2988922595977783, 0.11547444015741348, -1.3573943376541138, -0.21388979256153107, -1.6225749254226685, 0.240989089012146, 0.15415669977664948, -0.27296337485313416, 1.0270813703536987, 0.43725284934043884, -0.3854459822177887...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.5326762199401855, -1.6409709453582764, 0.7431800365447998, 0.4097650945186615, 0.17046847939491272, -0.2535085082054138, -0.20655709505081177, 1.4296406507492065, -0.8717700839042664, 0.7755091786384583, -0.255237877368927, 0.5820203423500061, 1.4716037511825562, 0.18810434639453888, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6577432751655579, 0.6094425916671753, 0.01486506313085556, 1.290827751159668, 1.3478626012802124, 0.4275801181793213, 0.7773839831352234, -1.0071969032287598, 1.0139050483703613, -1.2811458110809326, 1.0570119619369507, 0.7288553714752197, -0.040693797171115875, 0.361224889755249, 0.78...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.022557020187378, 0.48110052943229675, 1.318183183670044, 0.11188007146120071, 0.6049292683601379, -0.5400985479354858, -1.465221643447876, 1.7767106294631958, -1.857666254043579, -1.1788157224655151, -0.5221492052078247, -0.3053455650806427, 0.3320615589618683, 0.975947916507721, -1.42...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5774990320205688, 0.5158613324165344, -1.0342462062835693, 0.14178745448589325, -0.2435416281223297, 0.4058135151863098, -0.5825243592262268, -1.630901575088501, 0.20027652382850647, 0.037812333554029465, -0.7498055696487427, -0.24855662882328033, -0.5878542065620422, 1.977252721786499, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4218694269657135, 0.07097494602203369, 0.22672410309314728, -0.4628640115261078, -1.6099120378494263, -0.945900022983551, -0.2795025408267975, -0.17488016188144684, 2.3376214504241943, -0.4041912853717804, 0.12987931072711945, -0.24812908470630646, 0.22206366062164307, 1.4058325290679932...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.03731998801231384, 1.2932671308517456, -0.5898748636245728, 1.3262262344360352, -0.37424737215042114, 0.8773370981216431, -0.8012329339981079, 0.6132487654685974, 0.13554979860782623, 0.3553868532180786, -0.5295596122741699, -2.3063883781433105, -0.699755847454071, 0.7694200873374939, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3612862825393677, -1.0236821174621582, -0.2573288679122925, 1.2836576700210571, -0.03576141595840454, 2.092764139175415, -0.3452976644039154, 0.05037772282958031, 0.6794046759605408, -0.7338428497314453, -0.22922459244728088, -0.2749893367290497, -0.07396649569272995, -0.4849576354026794...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.0236921310424805, -0.5735757946968079, -0.6880199313163757, 0.48465415835380554, 0.2648371756076813, 0.7671056985855103, -0.7027206420898438, 0.4809284508228302, 0.2442588061094284, -0.6975688934326172, -0.9869743585586548, -0.1326919049024582, -0.05162610858678818, 0.05481332540512085,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4773438572883606, 0.9930065274238586, -0.13700269162654877, 1.4168238639831543, -0.07501600682735443, -1.5057499408721924, -0.43886834383010864, 0.15903495252132416, -1.7303107976913452, 0.39535173773765564, -1.6672275066375732, -1.379662275314331, 1.1512324810028076, -1.403315544128418...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5414453744888306, -0.20677223801612854, 0.3871634900569916, 0.10626229643821716, -0.380442351102829, 0.7075731754302979, -0.6962364315986633, 1.329634666442871, -0.4119457006454468, -0.33316275477409363, -1.0527762174606323, 0.05692548677325249, -0.18311721086502075, 1.5914225578308105, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9381102919578552, 1.480721116065979, 0.1034264862537384, 0.720527172088623, 1.4485197067260742, -0.3124305009841919, -1.5867060422897339, 1.4124822616577148, 0.6156207323074341, 0.6702576279640198, -1.1006855964660645, -0.9474937319755554, -0.8793279528617859, -1.0984199047088623, 0.98...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.403088241815567, -0.905924916267395, -0.22642451524734497, -1.0578806400299072, 0.37925058603286743, 1.9293229579925537, 0.7516385912895203, 0.8505865931510925, -0.8493377566337585, 0.14669612050056458, 0.3811783492565155, 0.5701351165771484, -0.3414066731929779, 0.1181708350777626, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5679720044136047, 0.07183319330215454, 0.0603409968316555, -0.8986365795135498, -0.6270154118537903, 0.5924984216690063, -0.12341737002134323, -0.25287875533103943, 0.3810189962387085, -1.0184533596038818, -0.2215386927127838, -0.437094509601593, 0.5878874063491821, 0.3998904228210449, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6037274599075317, -0.08477068692445755, 0.2587169110774994, 0.8791853189468384, -0.38133928179740906, 0.6717655062675476, -1.4967645406723022, 0.01911810226738453, 1.6184521913528442, -0.5720604658126831, 3.0469703674316406, -1.6013866662979126, -0.1651788353919983, -0.000414380221627652...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis