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[ 0.22408728301525116, 1.4131485223770142, -0.5855742692947388, -0.2876712679862976, 0.4420778751373291, -1.4374866485595703, 0.4987083971500397, 0.8052674531936646, 0.5964720845222473, 0.7264878749847412, -1.939178228378296, -0.2205364853143692, -0.4244087040424347, -1.9523570537567139, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2193865180015564, -0.7698603868484497, -0.23096001148223877, 1.5244196653366089, 0.31079182028770447, -0.8777027130126953, 1.223312258720398, -0.24922338128089905, -0.9585333466529846, -1.8801114559173584, 1.006089210510254, 0.9693112373352051, -0.20876488089561462, 0.6708539724349976, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6574209928512573, -1.070705771446228, 0.6065416932106018, 0.966852605342865, -0.47096142172813416, -0.36218541860580444, 1.0268467664718628, -2.693227767944336, 0.08417385816574097, 1.3220268487930298, -1.1735246181488037, -0.3976954221725464, -1.5160750150680542, -1.0007303953170776, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.10694946348667145, 0.8138114213943481, 1.288257122039795, 1.6270220279693604, -0.3796078562736511, -1.234588623046875, 0.22885635495185852, 0.03284765034914017, -0.01592968963086605, -0.07538695633411407, -1.089882493019104, -0.5438995361328125, -0.3871701657772064, -1.256481409072876, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.002695211675018072, -3.5259575843811035, 1.547651767730713, 0.21010607481002808, 0.7578242421150208, -0.48582467436790466, -0.2246560901403427, 0.5761507749557495, -0.8070056438446045, 1.7004350423812866, 0.9449142217636108, 0.25714653730392456, 0.4361399710178375, -0.30316606163978577,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.07774543017148972, 0.25689342617988586, 0.6023809909820557, -1.3294025659561157, -1.0484462976455688, -1.5833066701889038, 0.9724203944206238, -1.974251627922058, -1.5287507772445679, 0.19688557088375092, 0.22281505167484283, -0.2892228662967682, 0.34503552317619324, 1.1902194023132324,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1256091594696045, 0.20038585364818573, -1.639098048210144, -0.37083700299263, 1.8649367094039917, 0.8767407536506653, -1.0347718000411987, -2.362283229827881, 1.5195260047912598, 0.6101489067077637, 0.37801069021224976, -0.9773074984550476, 1.1255971193313599, -0.07521955668926239, -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
[ -1.7725461721420288, -0.538131594657898, -1.5791994333267212, -0.5765916109085083, -0.5527867674827576, 1.7038084268569946, -0.6133870482444763, 0.2683902084827423, -1.545755386352539, 0.4640183448791504, -0.7703004479408264, 0.8758798241615295, -1.1992610692977905, -1.4472193717956543, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2457268238067627, -1.126861572265625, -0.07429435849189758, -0.4688516855239868, -0.0013772519305348396, 0.0759064331650734, -0.7065483331680298, -0.13989026844501495, -1.3347798585891724, 0.22129589319229126, -0.6157875061035156, 0.19232118129730225, 1.1096738576889038, 0.4467854499816...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.22652284801006317, 0.275121808052063, -0.6065030694007874, 0.8160498738288879, -1.23891019821167, -1.2646901607513428, 1.30246102809906, 0.16892220079898834, 1.3385382890701294, -0.14830611646175385, -1.1797206401824951, -0.7088282108306885, 1.1371647119522095, -0.47197720408439636, 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
[ -0.8978536128997803, 0.35560059547424316, 0.8723737597465515, -0.7101848721504211, 2.3842337131500244, 0.6383067965507507, 1.305019736289978, -1.7842340469360352, -0.924942135810852, -0.05316547304391861, -1.4913063049316406, 0.2499770075082779, 0.7600886821746826, -0.425906777381897, 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
[ 0.7558665871620178, -0.9861953258514404, 2.2999274730682373, 0.35957735776901245, 1.2049095630645752, -0.3188922107219696, -0.7916419506072998, 0.3269117474555969, -2.3703043460845947, -1.2552287578582764, 1.1428674459457397, -3.9599695205688477, -0.954846978187561, -0.06862536817789078, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1611776500940323, 0.3467489182949066, -0.1612812578678131, 1.7709394693374634, 0.29235708713531494, 0.05746223032474518, 0.34139537811279297, -0.26264193654060364, -0.1567518264055252, -1.2506331205368042, -0.4715656042098999, -0.08392219245433807, -1.3647263050079346, -0.38895443081855...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.11335747689008713, -1.4347681999206543, 1.0482380390167236, -0.26300421357154846, -0.379611074924469, -0.25254178047180176, 0.20877161622047424, -0.5520700216293335, 1.793431282043457, -1.2075575590133667, 0.48056918382644653, 1.0330464839935303, -1.8570730686187744, 1.940492033958435, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.020883450284600258, 0.9726274609565735, 0.24036870896816254, 0.5903259515762329, -0.5100093483924866, 1.1475589275360107, -0.10008063167333603, 0.9189825654029846, 2.5583174228668213, 0.16960299015045166, 0.5000572204589844, 1.4591888189315796, -0.16029803454875946, 0.8345296382904053, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.7459895610809326, 0.16146521270275116, -1.5824480056762695, 2.5667431354522705, -2.0816848278045654, 0.7069845795631409, -0.28047218918800354, -0.8591288328170776, 0.1504560112953186, -0.9873065948486328, -0.08647488802671432, 1.612156629562378, -0.06799282878637314, 0.5219552516937256, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7805615663528442, -1.6422592401504517, 0.09356097877025604, -0.9480705857276917, -1.1250652074813843, -0.13969698548316956, -0.9138608574867249, -0.8484475016593933, 0.6986350417137146, -0.35389024019241333, -0.7785155177116394, -1.5682066679000854, -0.16809546947479248, -1.5788202285766...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06890570372343063, -0.5342463254928589, -0.48855289816856384, 1.4647494554519653, 0.29497161507606506, 0.7575177550315857, 0.02674017660319805, 0.5204530358314514, -1.557300329208374, -1.4789361953735352, -0.6344971656799316, 0.1418822854757309, -2.081084728240967, -0.44363778829574585,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9097418189048767, -2.4608206748962402, 0.35744455456733704, 1.3763941526412964, 0.20022965967655182, 1.151553988456726, 2.3680360317230225, 0.845527708530426, 0.021361922845244408, -0.7619142532348633, 0.7320743799209595, 0.014169720932841301, -1.210620403289795, -1.129822850227356, 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
[ -0.12069572508335114, 0.47441449761390686, -0.7796942591667175, 0.9350327849388123, -0.13122953474521637, 1.1708325147628784, 1.5829871892929077, -2.0563809871673584, -0.28282999992370605, 1.8427525758743286, -0.819042444229126, 0.4724924862384796, -1.7956254482269287, -0.44126883149147034...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.3608038425445557, -0.19246011972427368, 0.177977055311203, -0.993344783782959, -2.1491265296936035, 0.17152048647403717, -0.8507078886032104, 0.5133265852928162, -1.2579556703567505, 1.4975064992904663, -0.17286886274814606, -0.02323397435247898, 1.0335395336151123, 0.4162653684616089, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3895950317382812, 2.015045166015625, 0.29048487544059753, -0.8959055542945862, -0.28605714440345764, 2.9357120990753174, -1.0751526355743408, -0.3777391016483307, 1.8013520240783691, 0.4341919422149658, -0.8055288195610046, 0.3858284652233124, -1.837957501411438, 1.3998160362243652, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7379895448684692, -0.07067927718162537, -0.026894815266132355, 0.6723895072937012, 0.667926549911499, -1.3044947385787964, -0.08011758327484131, 2.057424783706665, -0.315092533826828, 0.5924600958824158, 1.2124627828598022, -0.5347829461097717, 1.0430312156677246, -0.7146806716918945, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3984262943267822, -0.33390870690345764, -1.756697416305542, -0.8278558850288391, 1.6516211032867432, -1.42488694190979, 0.6602873206138611, 1.1740556955337524, -1.2163913249969482, -0.5807062387466431, 2.2095203399658203, 1.4931920766830444, 1.5471248626708984, -2.247560977935791, -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
[ 0.43600738048553467, 0.9044991135597229, -1.0373153686523438, -0.6403712630271912, -0.49632182717323303, 1.4052480459213257, -0.5732318162918091, -1.146804928779602, -0.26824867725372314, -1.4203271865844727, -0.09880068898200989, 1.2671128511428833, -0.55266273021698, -0.2699602246284485,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5093514919281006, 0.9410778284072876, 1.042289137840271, -0.3061928153038025, 0.23143938183784485, -0.9041543006896973, 0.7332338690757751, -0.4056248068809509, -0.34289422631263733, -0.6436464190483093, 1.252999186515808, -0.5134639143943787, -0.40778419375419617, 0.6681325435638428, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.03559654951095581, 0.39299508929252625, 0.8654062747955322, 0.6532515287399292, -0.05421614646911621, -1.2713731527328491, 0.8377658724784851, -1.6329665184020996, 0.00006998866592766717, -0.9702964425086975, 0.8433735966682434, -0.27100905776023865, -0.008376485668122768, 0.015270241536...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14615678787231445, 0.22677813470363617, 0.041455306112766266, 0.7277228832244873, 0.40648579597473145, 0.00019444969075266272, 2.0436387062072754, 1.171655535697937, -1.1593148708343506, 0.5211234092712402, -1.5220214128494263, -1.1865671873092651, 0.7941739559173584, -0.586727797985076...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.49548909068107605, -2.028864860534668, 0.7505934834480286, -0.4288133680820465, -0.5075685381889343, -1.8413573503494263, 1.3935623168945312, -0.8471273183822632, -1.420301914215088, -0.7765905857086182, 0.8195205330848694, 0.559411883354187, -1.428707480430603, 0.44074028730392456, 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
[ 0.33927401900291443, -1.1409173011779785, 2.2153663635253906, -0.030537551268935204, 0.7956778407096863, -0.22886179387569427, -0.4644070267677307, -2.124067783355713, -1.3442590236663818, -1.1399495601654053, 0.3736332952976227, -0.18162374198436737, 0.3932192623615265, 0.8608486652374268...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.724411964416504, 1.1081842184066772, 1.32401442527771, 0.7165290117263794, -1.1599010229110718, -0.28373998403549194, 0.41478651762008667, -1.1000643968582153, 0.002989513799548149, 1.3238070011138916, -1.493746042251587, 0.6480820775032043, -0.6493716239929199, -1.1879464387893677, 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
[ 0.9671154022216797, 0.5608753561973572, -0.49987566471099854, -0.15124934911727905, 0.039559174329042435, -0.4734952747821808, -0.6148779988288879, -0.05687103420495987, 0.6397244334220886, 0.8583405017852783, -0.788087010383606, 0.6489338278770447, 0.19679321348667145, 1.5806769132614136,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1828632801771164, 0.24765346944332123, 0.9712737798690796, -0.5655781030654907, 0.3780699372291565, -1.7119038105010986, 0.7735370397567749, 0.3792238235473633, -0.3091876208782196, -0.7432425618171692, -1.5451412200927734, -0.08699886500835419, -0.025245238095521927, -1.644303679466247...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.42609959840774536, -1.0555083751678467, -0.0012053826358169317, -1.8370567560195923, 0.04132181778550148, -0.08777549117803574, 0.9120703339576721, -0.30724552273750305, 0.45175907015800476, 0.7148858904838562, 0.011869625188410282, -0.9228869080543518, 2.605381965637207, -0.365219831466...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2325962483882904, 1.1943753957748413, -0.5034737586975098, 1.7692478895187378, 0.16292813420295715, -1.0255870819091797, 0.5627231597900391, -0.18180455267429352, 1.6991788148880005, 1.2916735410690308, -0.9336115121841431, -0.19828936457633972, 0.12194480746984482, 0.09877041727304459,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.799188256263733, 0.27589845657348633, -2.4512100219726562, -0.2739982604980469, -1.2498962879180908, -2.0429928302764893, -0.6325766444206238, -0.7866803407669067, 1.8646963834762573, 1.653024435043335, -0.10353981703519821, 0.9353375434875488, 1.2225884199142456, -1.4490940570831299, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.08318023383617401, 0.5471913814544678, -0.032522451132535934, -0.3467492461204529, 0.7651451826095581, -1.5192185640335083, -1.5096564292907715, 0.3095218539237976, -2.4064934253692627, 0.2949678301811218, -1.1335214376449585, -1.2490726709365845, -1.8821848630905151, -0.1944529712200164...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4033127725124359, -0.40093865990638733, 1.6499156951904297, -1.1499565839767456, -0.8215658068656921, 0.7895683646202087, -1.3330225944519043, 0.44534704089164734, -0.1794920414686203, -0.30940139293670654, -0.605522871017456, 0.16302473843097687, 0.6061502695083618, -1.12179434299469, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6513075232505798, 0.35809430480003357, -1.1930902004241943, -0.6891620755195618, 1.520092248916626, -0.9337064027786255, 0.7672237753868103, -0.9208095669746399, 1.3274500370025635, 1.3290565013885498, 2.208860397338867, 0.5156957507133484, -0.40461021661758423, 0.8554602265357971, 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
[ -1.027629017829895, -1.3710289001464844, -0.6398594379425049, 0.4975583851337433, -1.544668436050415, -0.3683491349220276, 1.3597067594528198, -0.8119138479232788, -0.8864297270774841, 0.6511046886444092, 2.229465961456299, -2.2675068378448486, -0.7901771068572998, -0.11227542161941528, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2377905249595642, -1.165785551071167, -1.792900562286377, -0.08264952898025513, -0.8479145169258118, -0.9919575452804565, 0.43652552366256714, 0.9533112645149231, 0.19524386525154114, 0.35907214879989624, 0.46967190504074097, 0.6217017769813538, -0.4734935760498047, -0.7661967277526855,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9668768644332886, -1.2722793817520142, -0.16310924291610718, 0.1651737242937088, 0.02579544484615326, -0.15183953940868378, 1.310639500617981, -1.0718371868133545, 0.7945582866668701, 1.6014195680618286, -0.3317911624908447, 0.4041810929775238, 0.2783258855342865, 0.9841893911361694, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2169384956359863, -1.3438435792922974, -0.0829409509897232, 1.7945446968078613, 0.6022989749908447, -0.6331706643104553, -0.035696204751729965, -0.5915610194206238, 2.0255661010742188, 0.6686779260635376, 1.1034849882125854, 1.968088150024414, 0.14667239785194397, -0.9747905731201172, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.13048213720321655, 0.10406871140003204, -1.7877806425094604, 1.5203760862350464, -2.674193859100342, 0.4959560036659241, -0.22911801934242249, 0.11685140430927277, -0.08007103204727173, -1.302903413772583, 2.5985453128814697, -1.1351996660232544, -0.6557299494743347, 0.09502385556697845...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3089861571788788, -1.2556217908859253, -0.4607429504394531, -0.403852254152298, 1.1130503416061401, 0.2333265095949173, -0.019167069345712662, 0.5244446396827698, 0.7497623562812805, 1.8848226070404053, -1.210567831993103, -0.6800367832183838, 2.8119583129882812, 1.2788050174713135, 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
[ -0.9001563191413879, -0.12010274082422256, -0.4754018485546112, 0.3917640745639801, 0.7133246064186096, -1.3010752201080322, -0.15343238413333893, 1.005484700202942, -0.5790903568267822, -0.10791584849357605, -0.454061359167099, 0.6320757269859314, -0.9227152466773987, 1.2775659561157227, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.24612513184547424, 0.33565765619277954, 0.5853268504142761, -0.8859074115753174, 0.840066134929657, 2.4057347774505615, -1.4510294198989868, -1.509334683418274, -1.669110894203186, 0.600924551486969, 1.0553888082504272, 0.09756240248680115, 0.673478364944458, -0.5149780511856079, 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
[ 0.19656996428966522, -0.09922856092453003, 0.07284712046384811, 0.02587084285914898, 0.5103583931922913, 0.9444110989570618, -1.1251490116119385, 1.1658259630203247, -0.48129552602767944, -0.949336051940918, -0.8878313899040222, -0.580076277256012, 1.403183102607727, -0.4394536018371582, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.477771282196045, 1.250688076019287, 1.0662908554077148, -0.36515551805496216, -0.4724868834018707, 1.7397586107254028, -0.8220862746238708, 0.8678773045539856, -0.41329947113990784, -0.2101375013589859, 0.11932767182588577, 1.184069275856018, -1.4379901885986328, -1.6907553672790527, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.322601318359375, 0.8321262001991272, 0.2053513526916504, -0.13570056855678558, 0.2475876659154892, -0.05889727920293808, 0.08150715380907059, 0.7154003977775574, 1.2694686651229858, -0.7989649772644043, 0.9182478189468384, -1.2458842992782593, -0.5058981776237488, 0.3563539981842041, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.189910888671875, -2.0903756618499756, 1.8448920249938965, -0.3473357856273651, -0.6685462594032288, 1.7378555536270142, 1.3025641441345215, 0.2576043903827667, 1.4924895763397217, 0.0017032953910529613, 0.1671079695224762, 0.21339885890483856, -0.746745765209198, 1.4769320487976074, -2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1469823122024536, 0.8105334043502808, 0.05322784557938576, -0.43929919600486755, 0.5063382387161255, -0.4530162811279297, 0.8759220242500305, -0.7299288511276245, 0.6269047260284424, -0.22968754172325134, -0.765894889831543, 0.5037611126899719, -0.4492066204547882, 1.3424087762832642, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4717521369457245, -0.06298467516899109, 0.8110451102256775, 1.6347192525863647, 0.4063394069671631, 1.0577524900436401, -1.4272596836090088, -0.7133853435516357, 0.35286206007003784, 1.6071717739105225, -0.14829368889331818, -0.6004526615142822, -2.387962579727173, 0.6920838356018066, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5091736316680908, -0.17749188840389252, -0.9336522221565247, -0.8016847968101501, -1.0115277767181396, -0.9960277080535889, 1.2900607585906982, -0.3854902684688568, -1.724990963935852, -0.2859959006309509, -0.014814245514571667, 1.1569989919662476, -0.031161000952124596, 1.18960750102996...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8084620833396912, 1.3238862752914429, 0.408139705657959, 0.9722374081611633, -0.6452876329421997, -1.5867034196853638, 0.6373240351676941, 1.2859019041061401, -0.7188594937324524, 0.5374031662940979, 1.4841278791427612, 1.7015429735183716, -0.7162335515022278, 0.19507180154323578, 0.7...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9587340354919434, -0.4117027223110199, -0.9555884599685669, 0.3325139284133911, 0.3146611750125885, -0.0075560868717730045, -0.613666296005249, 0.3010497987270355, -1.0580946207046509, 0.3670312166213989, 1.9643876552581787, -0.9239837527275085, -0.3657630980014801, 0.5622224807739258, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6861578822135925, -0.7419361472129822, 0.6999300122261047, 1.7577123641967773, -0.9107177257537842, 1.4765238761901855, 1.576137900352478, -0.6737424731254578, -0.324577659368515, 0.44786983728408813, 1.0468910932540894, -0.17471764981746674, 0.6596730947494507, 0.9940553903579712, -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
[ 0.9823267459869385, 1.2729648351669312, -0.5407260656356812, 1.1866722106933594, 0.7202402353286743, -1.4626649618148804, -0.4946335256099701, -0.04239672049880028, 1.1176613569259644, -0.3465818464756012, -0.9417008757591248, -0.5521523356437683, -1.1991764307022095, 0.8527421951293945, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6925622820854187, -0.43405091762542725, 0.4051704704761505, 0.1703190952539444, -1.5487877130508423, -0.6577385067939758, 0.3529186546802521, -1.2871832847595215, 0.39843493700027466, 0.6172266006469727, -0.9736015200614929, -2.809817314147949, 0.07134250551462173, -1.3753845691680908, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5496224164962769, 0.3452412188053131, -0.3961244523525238, -0.4976775646209717, -0.0032944604754447937, -0.27484193444252014, -0.061217863112688065, -1.121537446975708, 0.03270668908953667, -0.5610628128051758, -0.4774600863456726, 0.012991775758564472, 0.9601318836212158, 1.798060417175...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4008539319038391, -0.5949474573135376, 1.143008828163147, -0.18962985277175903, 1.6737841367721558, 0.4215359091758728, -1.1980406045913696, -2.0773396492004395, -0.13697585463523865, -0.0760144367814064, -1.552146077156067, 0.26980358362197876, -0.10816139727830887, 0.913641095161438, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9244987964630127, -0.9663861989974976, -2.1794493198394775, 0.4087692201137543, 0.0369308739900589, -0.32597091794013977, 0.8295255899429321, 0.6953657269477844, -1.9334546327590942, 0.4203895032405853, 0.7452729344367981, 0.0914701521396637, -0.8931167721748352, 0.35888418555259705, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7486413717269897, -1.4099369049072266, 0.052941568195819855, -1.1520161628723145, -1.5822529792785645, -0.7230530381202698, 0.6190166473388672, -0.5651562809944153, -0.7510206699371338, -0.7336381673812866, -1.4678319692611694, -0.9042842984199524, -0.09693260490894318, -1.0231242179870...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.350772500038147, 1.0263850688934326, 0.4315001964569092, 0.234640434384346, -0.5443963408470154, 0.9555864334106445, 0.31144681572914124, -1.0623456239700317, -0.6914344429969788, 0.10810428857803345, -0.7691818475723267, 0.9070281386375427, 0.25696998834609985, -0.241560697555542, -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
[ -1.0595821142196655, 0.35068562626838684, 0.04165806993842125, 1.3071460723876953, 0.326102614402771, -0.2574903964996338, 0.6616287231445312, -0.343718945980072, -0.3246215581893921, -0.19429807364940643, -0.6082738637924194, 0.18887652456760406, -1.3029698133468628, -0.6783158183097839, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0920073986053467, -0.9659571051597595, 0.1575864851474762, -0.3680135905742645, 1.494921326637268, -0.29867538809776306, 1.5117870569229126, 1.4419403076171875, 0.15487219393253326, -0.6128855347633362, -0.40235117077827454, 1.0676980018615723, 0.745084822177887, 0.8828328847885132, 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
[ -0.06307437270879745, -1.4509754180908203, -1.2549595832824707, 0.14745786786079407, 2.309553384780884, 0.028754822909832, 0.8814523816108704, -0.1564388871192932, -0.7087547183036804, -1.285305380821228, -1.4495913982391357, -0.028236430138349533, 1.5996276140213013, -0.06519696116447449,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2313094288110733, 1.4474350214004517, 0.819075345993042, -0.0019743863958865404, -1.527756929397583, 1.309247612953186, 1.6892958879470825, -0.5174146890640259, -0.30665019154548645, -0.5618485808372498, 1.1861242055892944, -0.5001303553581238, 0.4597648084163666, 1.2558040618896484, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7686237096786499, -0.48249128460884094, 0.09799830615520477, -0.045697856694459915, 0.6054394841194153, -0.730815052986145, -0.6315168142318726, -0.9510049819946289, 1.5422261953353882, 0.3388890027999878, 0.19657644629478455, -0.03182131424546242, -2.1173131465911865, 0.1226638481020927...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.22475874423980713, 0.37565165758132935, 0.5718902349472046, 0.1614779829978943, -1.105203628540039, -0.845670223236084, 1.1043009757995605, 1.0269720554351807, -1.2406468391418457, 1.374922752380371, -1.7743964195251465, 0.0013261177809908986, 0.640105128288269, -0.8372623920440674, -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
[ 1.055372714996338, 1.2398583889007568, 1.0586813688278198, -0.6365875601768494, 0.2652023732662201, -0.312383770942688, 0.04801149293780327, 1.1406868696212769, 1.1462531089782715, -0.7008543014526367, 0.389361709356308, 0.3507300019264221, 1.013761281967163, 0.5332968831062317, -0.89012...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1547820270061493, -1.2206101417541504, 0.017718682065606117, -0.2141738086938858, 0.6261684894561768, -0.09387561678886414, -1.71427321434021, -0.35420146584510803, -0.27785274386405945, -1.0016999244689941, -1.9393364191055298, 0.4789765179157257, 1.0963172912597656, 0.1564522534608841...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6701761484146118, 0.5050923824310303, -0.9094367623329163, -2.3217437267303467, -1.315297245979309, -2.3425002098083496, 0.6339414119720459, -0.951337993144989, 1.6133110523223877, -0.3721235692501068, 1.6170493364334106, 0.9631574153900146, -1.4615460634231567, 0.6726133227348328, -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
[ 0.5647485256195068, 0.024209311231970787, -0.4696950316429138, 0.9016595482826233, 0.9922014474868774, -1.0364066362380981, -0.17209945619106293, 1.747922658920288, -2.35508131980896, -0.8239474296569824, 0.6802039742469788, -0.30203139781951904, 0.49258026480674744, 3.0490522384643555, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.42688196897506714, 0.4939109981060028, 0.6593273878097534, 0.6709356307983398, 0.1289432942867279, -1.1279735565185547, -0.9882035255432129, 0.02935408242046833, -0.7764135003089905, -0.09923422336578369, -0.9096769094467163, 1.4722188711166382, -2.4934518337249756, -0.23732717335224152...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4626377522945404, 0.5872753262519836, -0.8553932905197144, 0.17834363877773285, 1.6529629230499268, 0.011182150803506374, -0.6706277132034302, -0.004381093196570873, -0.5983292460441589, -0.64874666929245, 1.7374632358551025, -0.993177056312561, 1.1821479797363281, 0.6630614995956421, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.9934254884719849, -0.23827171325683594, 0.40357622504234314, 0.24351252615451813, -1.3507449626922607, 0.19317568838596344, 0.0754849910736084, 0.7594265341758728, -0.18932585418224335, 0.6245645880699158, 0.08532768487930298, 0.5544718503952026, -2.1172754764556885, 0.19342561066150665,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1634518802165985, 2.545879602432251, 0.787984311580658, 0.39628854393959045, 0.8331522345542908, 0.3370789885520935, 0.5574527978897095, -0.20415447652339935, -0.5322917699813843, -0.4280893802642822, 0.6784476041793823, -0.993434488773346, 0.7522305846214294, 0.9775747656822205, 0.204...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9076334238052368, 1.2150825262069702, 0.6404113173484802, 0.25671687722206116, 0.3643423616886139, 1.0590605735778809, -0.35465049743652344, -0.5939216613769531, -0.6421551704406738, -0.4858904778957367, -0.5914835929870605, -2.081587076187134, 0.20086678862571716, 0.5274114608764648, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9489671587944031, 1.1229040622711182, -0.08799121528863907, 0.7308979034423828, -0.034153129905462265, -1.3103549480438232, 0.16237424314022064, 1.1319262981414795, 0.6835688352584839, 1.4654922485351562, -0.2279050052165985, -0.4603739082813263, -0.43886297941207886, 0.8191875219345093,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7327971458435059, 1.2688575983047485, 1.447668194770813, -0.9117233753204346, -0.937140166759491, 0.4339664876461029, -0.14471949636936188, -2.5008597373962402, 1.8341953754425049, 0.1473274528980255, -0.7177730798721313, -2.4576785564422607, 2.082284688949585, -0.11072401702404022, 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
[ 0.9945119023323059, -0.21256163716316223, 1.2724156379699707, -1.530671238899231, 1.351069450378418, -0.8778921365737915, -0.046324700117111206, -0.10997308045625687, 1.0810644626617432, -0.4188142716884613, 0.7879443168640137, -0.16806411743164062, 0.22543714940547943, -1.5974438190460205...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0948176309466362, -0.667757511138916, -1.629500389099121, -2.0215017795562744, -1.7447563409805298, 0.800757110118866, -0.42182761430740356, 0.779717206954956, 1.222066879272461, 0.49939852952957153, 1.755351185798645, -1.3270134925842285, 1.3343747854232788, -1.8609672784805298, -1.9...
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
[ 0.014783225022256374, -0.7640112638473511, -0.013957163318991661, -0.14536328613758087, 0.01445053331553936, -0.10045793652534485, -0.7911494374275208, 0.08486819267272949, -1.034592628479004, 0.566478967666626, 0.6748034954071045, 0.4042588174343109, -0.17195461690425873, 0.00138859311118...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.19640813767910004, 0.520566999912262, -0.9754443764686584, 2.249622106552124, 0.301130086183548, -0.1109621673822403, 0.4581971764564514, -0.1809404343366623, -0.657585620880127, 0.4730958044528961, -0.13457775115966797, -0.41614341735839844, 1.6067184209823608, -2.124021291732788, 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
[ 0.9432105422019958, -0.0012770653702318668, 0.6859722137451172, -0.9212587475776672, 0.14746123552322388, 0.6525269746780396, 0.8115965127944946, 0.7247211337089539, -0.475504994392395, 0.2886332869529724, 0.48871538043022156, -0.555443525314331, 1.619167685508728, -1.2776886224746704, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5077286958694458, -1.031673550605774, -0.21447668969631195, -0.06428374350070953, -0.7939992547035217, 1.2571080923080444, 0.8101565837860107, -1.2235451936721802, -0.5105492472648621, 0.6115955710411072, -1.4055029153823853, -1.2775932550430298, -0.7750383019447327, 1.4154244661331177,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0537515878677368, 0.9890189170837402, 0.046863965690135956, -0.3523766100406647, -1.5474787950515747, 0.0022295722737908363, -0.07512791454792023, -0.7756991982460022, -0.18385903537273407, -0.9547130465507507, 1.1472762823104858, -1.0014700889587402, 1.158962607383728, 1.16896331310272...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7521883249282837, -1.3429648876190186, -0.37349289655685425, 2.9659066200256348, -1.0621724128723145, -0.8014814853668213, 0.42507150769233704, 0.4413799047470093, -0.3264768123626709, 0.21711987257003784, -0.21231691539287567, 0.20506203174591064, 0.20120982825756073, 2.115758895874023...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.17059624195098877, 0.3252670168876648, 0.8255354166030884, -0.860105574131012, -1.4951790571212769, 0.5040481090545654, 0.4739522635936737, -1.1925653219223022, 2.423600435256958, 0.9219522476196289, 1.3059180974960327, 0.20483875274658203, -0.7329444885253906, -0.4751279950141907, -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
[ 0.5983752608299255, 0.765179455280304, 1.0681426525115967, 1.3190667629241943, -1.0364035367965698, -0.08308926969766617, -1.0168145895004272, 0.8201953768730164, 0.9197651147842407, -0.05543944984674454, 0.9208902716636658, 0.8302366733551025, 0.31108593940734863, 1.1241284608840942, -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
[ 0.5360596179962158, 0.7056689858436584, -0.18328702449798584, -1.6163274049758911, -1.8662874698638916, -0.7921648621559143, 0.8658039569854736, 0.07018513977527618, 0.23684442043304443, 0.965968668460846, -0.04724963381886482, 0.11863137781620026, -0.8663766384124756, -0.46732330322265625...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2587757110595703, 0.6704639792442322, -0.7599102258682251, -0.03938120976090431, 1.995188593864441, 0.1531609147787094, 0.934871256351471, -1.448428750038147, 1.0742825269699097, 0.2039397805929184, 0.1326320767402649, 0.11800570785999298, 0.35795021057128906, 0.5971906781196594, 1.903...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2951432168483734, 0.8106883764266968, -0.5576518774032593, -3.3316290378570557, -0.24201366305351257, -0.750694215297699, 0.16858230531215668, 0.6570459604263306, -0.2131376713514328, 0.42971986532211304, -1.0491138696670532, -0.10502460598945618, 1.5749988555908203, 0.5242320895195007,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.43240979313850403, -1.5230917930603027, -1.10093355178833, 0.08224114030599594, -0.40432801842689514, 0.015089109539985657, 0.40099644660949707, 0.2016034573316574, 1.1200581789016724, 0.012463971972465515, 0.5130475759506226, 1.498311161994934, 0.5267954468727112, 0.9370194673538208, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.0152714252471924, 0.2814010977745056, 1.6186163425445557, -1.734296202659607, -2.273103952407837, 0.8828177452087402, 1.6471333503723145, -0.32788318395614624, -0.8381948471069336, 0.7635146379470825, -0.2683272659778595, -0.2995109558105469, 1.3508604764938354, -0.3040579557418823, 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
[ -0.8964094519615173, 0.005829267669469118, 0.7315533757209778, 0.2470952719449997, 0.6515910625457764, 0.8688274025917053, -0.10949768126010895, -0.46162179112434387, 1.0482699871063232, 1.0239616632461548, -0.8058075904846191, 0.8897922039031982, 1.5217431783676147, -0.13826103508472443, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.255910634994507, -0.3002726137638092, -0.584823489189148, -0.5670700073242188, -1.2268712520599365, -0.20149919390678406, -1.0913805961608887, -0.13409286737442017, 1.1165295839309692, -1.2999101877212524, 1.020462989807129, 0.12441480904817581, -0.7722487449645996, 1.7082818746566772, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.047336939722299576, -0.24920880794525146, 0.8503950834274292, 1.5402064323425293, 1.3463726043701172, 1.562483549118042, 0.7947679162025452, -0.05041512846946716, -1.2449333667755127, -0.05768422782421112, -0.7816952466964722, 0.518330454826355, -1.1026772260665894, -3.410728693008423, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.33017632365226746, -1.4375698566436768, 0.8512101173400879, -0.5660657286643982, 2.025721788406372, -0.4939533472061157, 0.2320929765701294, -0.9534189105033875, -0.28629589080810547, -1.2431433200836182, -1.8976728916168213, -0.30385303497314453, -0.132478266954422, 1.5639152526855469,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis