embedding
listlengths
768
768
description
stringclasses
1 value
interpolation_method
stringclasses
1 value
source_survey
stringclasses
1 value
target_grid
stringclasses
1 value
specformer_model
stringclasses
1 value
n_wavelength_points
int64
7.5k
7.5k
n_samples
int64
2.32k
2.32k
embedding_dimension
int64
768
768
preprocessing
stringclasses
1 value
created_by
stringclasses
1 value
note
stringclasses
1 value
[ 1.5541048049926758, -1.2401766777038574, -0.47513347864151, -0.6374244093894958, -0.9430938959121704, -0.304309219121933, -0.26820114254951477, 0.6272292137145996, 0.5697323083877563, 1.2061374187469482, 0.5640273690223694, -0.2472839653491974, -0.1875992715358734, -0.5123347043991089, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.056764006614685, 0.4348112940788269, -0.8864870667457581, 0.30406811833381653, -1.3674968481063843, -1.2882835865020752, 1.1259493827819824, -0.11642079055309296, 0.8538215160369873, -0.15420663356781006, 0.5427675247192383, 0.7948772311210632, -0.5809246897697449, 1.1368598937988281, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.45945918560028076, 1.3605395555496216, -0.7176322937011719, -0.05144970864057541, -0.2211185097694397, -0.4685422480106354, -0.787987232208252, 0.9062615036964417, -0.33148688077926636, -0.08030043542385101, 1.1276229619979858, -0.22675414383411407, 1.787755012512207, -0.926916897296905...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5461068749427795, -0.8261202573776245, 0.8599740266799927, -2.2889418601989746, 0.3944277763366699, 0.6209943890571594, -0.6811930537223816, -0.03396715968847275, -0.6278630495071411, -0.35633769631385803, 0.4416992664337158, -0.6020155549049377, 0.11137694120407104, 1.9523048400878906,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.524980902671814, 0.9888313412666321, -1.1441859006881714, 0.7396273016929626, 0.3732490539550781, 2.136624813079834, -0.03531073406338692, -2.4978299140930176, 2.1832191944122314, -1.6613906621932983, -1.0673166513442993, 0.32571884989738464, -0.4222405254840851, 0.32302361726760864, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.15400533378124237, -1.19234037399292, 0.6126500368118286, -1.0980907678604126, -1.2336069345474243, 0.5440232753753662, -1.1053578853607178, -0.0028491930570453405, 2.0146143436431885, 1.8855732679367065, -0.2940613031387329, 1.4425615072250366, -0.6286360621452332, -1.1218132972717285, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.5997819900512695, -0.15048396587371826, -1.6780829429626465, 1.126006007194519, -1.6291050910949707, -1.3045936822891235, -0.47741392254829407, 1.771621584892273, 1.5862977504730225, 0.7003064155578613, 0.21963347494602203, -0.6294177770614624, 0.7460246682167053, -0.041533228009939194, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8641053438186646, 0.1060110479593277, 0.331658273935318, 0.6577683091163635, -0.5561464428901672, 0.20466119050979614, -1.0202350616455078, -1.4640212059020996, 1.2156298160552979, -1.0507543087005615, -0.17925603687763214, 0.194067120552063, 0.34241417050361633, 1.803000569343567, -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
[ -0.11164279282093048, 0.501015305519104, 1.6380157470703125, -0.21584632992744446, 0.4867970049381256, -0.8415564298629761, -0.9458954930305481, -0.1050068810582161, 1.0121794939041138, 0.4339844882488251, 2.6542747020721436, -0.5454168319702148, -0.1824665367603302, 1.9088754653930664, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.24797143042087555, 0.5644656419754028, -1.4874275922775269, 0.7712405323982239, 0.32660573720932007, -0.9891621470451355, -0.41898053884506226, -0.7671780586242676, -0.36303994059562683, -0.1007414162158966, 0.29276666045188904, -0.6660492420196533, 0.9443230628967285, -1.34402740001678...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.9715479612350464, -0.64925217628479, -0.7591347098350525, 0.7244048118591309, -0.2815350294113159, -0.6747960448265076, 0.7417839169502258, 0.1806350201368332, -0.9198635220527649, -0.7393066883087158, -0.6011035442352295, 1.370408535003662, 0.41141432523727417, 2.5727601051330566, 0.8...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3735219240188599, 0.7026703953742981, -0.5332121253013611, 0.3470776677131653, -0.19991245865821838, 0.44724103808403015, -1.055113434791565, 1.2904022932052612, -0.49167174100875854, 0.3695393204689026, -0.8125655651092529, 0.3997113108634949, -0.9453863501548767, 0.13683907687664032, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5698915123939514, -0.5034846663475037, -0.1867770403623581, -0.7128971219062805, -0.41978323459625244, -0.6609708070755005, 1.436749815940857, -0.31464433670043945, -1.1491659879684448, -1.2111146450042725, -0.06468039005994797, 0.8461917042732239, -1.585679292678833, 0.6690049767494202...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.18118329346179962, 1.3256301879882812, -0.9692841172218323, 0.6207953691482544, -0.7171884775161743, 0.2542722523212433, 0.03442110866308212, -1.4748475551605225, -0.03281306475400925, -1.4042214155197144, -0.5470820069313049, -0.17684543132781982, 0.4014343023300171, -0.7099452018737793...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8572494983673096, 0.528868556022644, -0.8453757166862488, 0.11394481360912323, 0.5744822025299072, -1.1326727867126465, 0.9524468183517456, -1.4348206520080566, -0.7739402651786804, -1.8697947263717651, 3.147071123123169, -0.09109529852867126, 2.234340190887451, -0.2895636260509491, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3637144863605499, -1.3163938522338867, -0.5889560580253601, 0.3506982624530792, 0.19947481155395508, -1.632226586341858, -0.6486063003540039, -0.045752041041851044, -0.5562326312065125, 0.1285868138074875, 0.9727122187614441, 1.58417809009552, 0.6391938328742981, -0.32450246810913086, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.032575808465480804, 1.669619083404541, 0.15098661184310913, 0.3883899748325348, 1.5598841905593872, 0.7523126602172852, 0.5860758423805237, 1.052181601524353, 1.1837427616119385, 1.1985187530517578, 0.16205480694770813, -0.46690696477890015, -0.9551597237586975, 0.38112038373947144, 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
[ -0.127834290266037, 1.1772767305374146, 0.0024300517980009317, -0.8600060343742371, 1.7414984703063965, 0.7546523213386536, 0.47355058789253235, 1.3426417112350464, 1.0399761199951172, -1.4917267560958862, -1.2327407598495483, 0.28924474120140076, 0.5296890139579773, 1.0360125303268433, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1216614246368408, 1.0398037433624268, -0.2750416696071625, -0.35634419322013855, -1.7816311120986938, 1.1548751592636108, -1.9485406875610352, 1.959505319595337, -0.10879863798618317, -0.8166613578796387, -0.8742486834526062, 1.186330795288086, 0.7408146262168884, 0.20620590448379517, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8556549549102783, 0.5961458086967468, -0.27366238832473755, 0.598645806312561, 0.2316851019859314, -1.1106107234954834, -0.495109498500824, 2.2351393699645996, -0.9502753019332886, 0.5551695227622986, -0.9877863526344299, -0.9959400296211243, -3.123248338699341, -0.8514116406440735, -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
[ -0.015236016362905502, -1.8661551475524902, -1.486904501914978, 0.09658341109752655, 2.2470104694366455, 0.8504587411880493, -0.9646844267845154, -2.18180775642395, 0.6070342659950256, 0.5717970728874207, 0.32494795322418213, 1.3068875074386597, -0.23400002717971802, 0.1976872831583023, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9390007257461548, 0.9894393682479858, -1.5645602941513062, 0.18133972585201263, -0.0020630054641515017, -0.7480682730674744, -1.5360385179519653, 0.19646136462688446, -2.6297101974487305, 0.34824442863464355, -0.9392920136451721, -0.1587093472480774, 1.508734107017517, -0.91394722461700...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.19989743828773499, 0.04729321971535683, 1.9979852437973022, 0.8252647519111633, 0.5319439172744751, 0.3798716962337494, -0.8442171216011047, -1.049526333808899, -0.803338885307312, 1.2009493112564087, 3.0482044219970703, 0.5494669675827026, 0.7246256470680237, 2.1871204376220703, -0.8...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.40524372458457947, 1.561984896659851, -0.8640772700309753, -0.24577143788337708, 1.4362294673919678, -0.6035335063934326, -0.008431262336671352, -0.12779346108436584, -0.41722196340560913, 0.15438668429851532, 0.8607040047645569, -0.5421346426010132, 0.18116730451583862, 0.05471688508987...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6792516112327576, 0.37348565459251404, 1.3717446327209473, 0.9062355756759644, 0.09411811083555222, -0.41676008701324463, 0.3634136915206909, 0.05577706918120384, -1.1981112957000732, 0.6971547603607178, 1.470885992050171, -0.8948041796684265, 0.8554402589797974, 0.35338133573532104, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.02083553373813629, -0.1190689355134964, -1.2490404844284058, 0.2552166283130646, -0.34285128116607666, -1.5467875003814697, 0.9360431432723999, -0.34978553652763367, 0.5048720240592957, -1.7160861492156982, -0.6100043654441833, 0.3956739008426666, -0.3045582175254822, 0.9998146891593933,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.569756031036377, -0.200111985206604, 0.1156141459941864, -0.8659487962722778, 0.10823427140712738, 0.5019775032997131, -1.5698482990264893, 1.4158360958099365, -0.09704354405403137, 0.2750716507434845, 2.096489429473877, 0.7399554252624512, -0.7794492244720459, -1.3525794744491577, 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
[ 0.562393307685852, 1.3869481086730957, -1.0837637186050415, 0.5642326474189758, -0.16776180267333984, -0.962726891040802, -1.6163920164108276, 0.11993202567100525, 0.5800353288650513, -1.241203784942627, -0.09404829889535904, 1.5585228204727173, 0.15724807977676392, 0.1883600652217865, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9782520532608032, 1.539837121963501, 1.7722102403640747, 1.098056674003601, 1.2286792993545532, 1.1492129564285278, 0.40700602531433105, -1.1354254484176636, 0.22272613644599915, 0.9801328778266907, 0.12653471529483795, 0.8988926410675049, 1.3830616474151611, 2.051459550857544, -0.870...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9917540550231934, 0.7496805191040039, -0.5550841093063354, -1.011225700378418, 0.16676008701324463, 0.24595816433429718, -0.4650197923183441, -3.071108102798462, 1.7517166137695312, 0.8063610792160034, -0.612282931804657, -0.3629719316959381, -0.31412237882614136, -0.8191667795181274, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.35057908296585083, 1.5894535779953003, -0.05045817419886589, -0.17959821224212646, -0.7551544904708862, -0.2716086208820343, 0.9282955527305603, 1.3208510875701904, 0.8929774761199951, 0.804144561290741, -0.42423033714294434, 0.0278854351490736, -0.35937920212745667, -1.3013263940811157,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8799148797988892, -0.09071431308984756, -0.40411868691444397, -0.1252734512090683, -0.3097904920578003, 2.1332364082336426, -0.444485068321228, 1.0825148820877075, 0.2214633971452713, -1.7174041271209717, -0.841752827167511, -0.0669899433851242, 0.39733028411865234, 0.3610955774784088, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.08213471621274948, 0.24251528084278107, 1.3918856382369995, -1.2688897848129272, -0.37389665842056274, -0.4133789539337158, -0.059157103300094604, -0.20680198073387146, -0.6140739917755127, 0.885287880897522, 0.2683945298194885, 0.002403165679425001, 0.985867977142334, -1.837350487709045...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.5498831272125244, 1.2367801666259766, 2.6762218475341797, 0.27337539196014404, 0.5696771144866943, -0.4857388436794281, 0.608980655670166, -1.8307833671569824, -1.0808014869689941, 0.8443377017974854, -0.31318309903144836, -1.5881673097610474, 0.042195454239845276, -0.6320505142211914, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.20466886460781097, -0.1940949261188507, -1.7287811040878296, 1.3724548816680908, 1.2750777006149292, -0.282834529876709, -0.2372312992811203, 2.2399487495422363, -0.012222069315612316, 0.1393647938966751, -1.5237772464752197, -0.8981956839561462, -0.43581363558769226, -0.0668661296367645...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.0458643436431885, -0.20672707259655, 0.5948438048362732, -1.0266505479812622, -0.2583473324775696, -1.6708234548568726, -1.3399523496627808, 1.4298516511917114, -0.3311157524585724, -0.2033824622631073, 0.5471379160881042, 0.13280725479125977, 0.5974166393280029, -1.0293569564819336, 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
[ 0.7841954231262207, 1.185738205909729, 1.204078197479248, -0.7554793953895569, 0.15291285514831543, -0.962264895439148, -1.1822017431259155, -0.9424960613250732, 0.9600843787193298, 0.37539923191070557, 0.7326064109802246, -0.7916529774665833, -0.3262324631214142, -1.6491422653198242, -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
[ -0.30627357959747314, 1.1936596632003784, 1.261956810951233, 1.2995755672454834, 0.5690524578094482, -1.4967905282974243, -0.6167327165603638, -0.5471470355987549, 0.07925140857696533, -0.41914182901382446, -0.42877814173698425, 1.405475378036499, 0.5832671523094177, -0.8571891188621521, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1317486763000488, 0.39212748408317566, -2.2607438564300537, -1.507597804069519, 0.6357873678207397, -1.8912367820739746, -0.6422363519668579, 0.518395185470581, -1.069888710975647, 0.9583717584609985, 0.4369068145751953, 0.29249119758605957, 1.7592066526412964, -2.2746615409851074, 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
[ -0.18481756746768951, -0.1164354607462883, 0.6858711242675781, 0.34001633524894714, -0.7473801374435425, 0.1590813547372818, -1.1427874565124512, -0.14518645405769348, -0.1750037670135498, -0.7309613823890686, 0.807381808757782, 1.1981498003005981, -1.2157864570617676, 0.49795711040496826,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.48573392629623413, -1.4057992696762085, -0.0009291120804846287, -0.2544694244861603, -0.21619711816310883, 0.6751963496208191, 0.08576697111129761, -0.44031429290771484, -1.144644856452942, -1.601171612739563, 0.6953071355819702, -0.12916551530361176, 0.7355188131332397, 0.71970814466476...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.721477746963501, -0.23482708632946014, -1.0343767404556274, 0.37326353788375854, 0.16222719848155975, 0.7275160551071167, 1.7370498180389404, 0.6705394387245178, 0.9438660740852356, 1.9051533937454224, 1.0848960876464844, 0.6697899103164673, -0.8456322550773621, 0.7101092338562012, -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
[ 0.7783581018447876, -0.3040020763874054, -0.16749094426631927, 0.10048408061265945, 0.2970695197582245, 1.105643630027771, -1.9577951431274414, 0.9306187033653259, 2.1802573204040527, 1.270240068435669, -0.2590661644935608, -2.0715959072113037, -1.5065295696258545, 0.835168719291687, -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
[ -0.5040774345397949, -0.6005913615226746, -0.6730961799621582, -0.5316979289054871, 1.073731541633606, 0.23346364498138428, 0.7590693235397339, -1.7152131795883179, -0.48203009366989136, -1.7116948366165161, -0.8057132363319397, 0.19615678489208221, 1.0647401809692383, -1.186949372291565, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4262878894805908, 1.0593419075012207, -1.3536295890808105, 0.37264320254325867, 0.4783082902431488, -0.17686696350574493, -1.2337387800216675, -1.7848658561706543, -1.0086778402328491, 1.7045420408248901, -0.2472856044769287, -0.09280181676149368, 0.969459056854248, -2.1124932765960693, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.33642441034317017, 0.7734017968177795, -1.3717178106307983, -0.4893541932106018, 0.41992929577827454, -0.4309745132923126, 1.5985301733016968, -1.7293084859848022, 0.9339102506637573, 1.120871663093567, 0.2126929759979248, 0.20249272882938385, -0.23646941781044006, 0.8254637122154236, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1267122030258179, -0.9542224407196045, -0.8268668055534363, -0.1450711488723755, -1.0963696241378784, -0.48245882987976074, 1.0709314346313477, 0.6877716183662415, 1.6568753719329834, 0.23931297659873962, 1.0717878341674805, -1.0705013275146484, -2.1894848346710205, -0.055681027472019196...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.19088655710220337, -0.007974127307534218, -0.5733413100242615, -0.1601448804140091, -0.5251355767250061, 0.7619848847389221, -1.6017744541168213, -1.1993300914764404, -1.0835808515548706, 1.632675051689148, -1.0899901390075684, -1.0639142990112305, 0.04709617793560028, -0.79238790273666...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.41295936703681946, -1.3002700805664062, 0.17761334776878357, 0.5450506210327148, -0.4648376703262329, -0.5640179514884949, 0.3360733687877655, 0.3940082788467407, -1.5279266834259033, 0.17409735918045044, 0.433768093585968, -0.24050092697143555, 1.1006921529769897, 0.960022509098053, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6742005944252014, 0.21868015825748444, -0.2759004533290863, -0.5058218836784363, -0.11863361299037933, 1.1474509239196777, -1.4683421850204468, -0.33496910333633423, 0.20711693167686462, 1.5115596055984497, -0.04476522281765938, -0.10939077287912369, 1.8262699842453003, 1.542890191078186...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1084250211715698, 0.7139049172401428, -1.3176605701446533, 0.5522245168685913, -1.0083801746368408, -0.3687949478626251, -1.4602488279342651, -0.6289304494857788, -0.748833179473877, -0.6128466129302979, -1.0318721532821655, 0.0113822678104043, -1.5070302486419678, 0.9463276267051697, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.399898648262024, -1.3713816404342651, 0.199104443192482, -0.8300787210464478, 0.7005279660224915, 0.6563099026679993, -1.6792134046554565, 0.6407524347305298, 0.19537925720214844, -0.7625269889831543, -1.6402946710586548, -1.570949912071228, 1.3564430475234985, -1.5503209829330444, -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
[ 0.5756018161773682, -1.5228646993637085, -0.22479858994483948, 1.4534225463867188, 0.4786105751991272, 1.148076057434082, 0.11935071647167206, 0.29997313022613525, 1.822695255279541, -0.3176952302455902, 0.23826728761196136, 0.5439440011978149, -1.2238930463790894, -2.474315881729126, 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
[ 0.7017195820808411, -1.0550745725631714, 1.2602193355560303, 0.9394670724868774, -1.0740129947662354, -0.23049035668373108, -0.5885817408561707, 0.15418259799480438, -1.1173911094665527, 0.3746306300163269, 1.9914356470108032, 0.1518210470676422, 1.3273742198944092, -1.5457651615142822, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0259166955947876, -0.5531689524650574, 1.0252948999404907, -1.9932441711425781, -1.172868013381958, -0.07705695927143097, -0.40369388461112976, -1.484671950340271, 1.0996253490447998, -1.6940033435821533, 0.5328254699707031, 0.42184048891067505, -0.8592374920845032, 1.6145447492599487, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.25413426756858826, 1.0374245643615723, -1.2827069759368896, -0.6206198930740356, -1.1073410511016846, -1.041237711906433, 0.7626268863677979, -0.4944459795951843, -0.7969114184379578, 1.1040297746658325, -2.181373357772827, -0.8839336633682251, 1.2569044828414917, -0.05549157038331032, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.034353453665971756, -1.760437250137329, -2.0610156059265137, -0.17197299003601074, -0.4290657043457031, -0.07068438827991486, 0.7577934265136719, 0.3440757393836975, 0.2694489359855652, 0.03997674211859703, 1.0243333578109741, -0.37814801931381226, 0.0270012766122818, 1.888079047203064,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3523886203765869, -0.4648926258087158, -0.6595007181167603, -0.24918535351753235, 0.4030402898788452, -0.15031367540359497, -1.0944103002548218, 2.4557321071624756, -0.3787256181240082, 0.919749915599823, 2.2585413455963135, 0.31682607531547546, -0.41556432843208313, 0.4804406464099884,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.02005128003656864, 0.05974448099732399, -0.3077912926673889, -1.44061279296875, -0.6348114609718323, 1.4705923795700073, 1.5669395923614502, -0.7223957180976868, 0.6245071291923523, -0.2650034725666046, 0.28429868817329407, -0.4715345799922943, 0.3831329643726349, 0.22321859002113342, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8097900748252869, 0.17100684344768524, -0.8851682543754578, 0.0851653441786766, 0.49207448959350586, 0.3079860806465149, 1.771447777748108, -1.0390368700027466, -0.4138180613517761, 0.6301003694534302, -0.381371408700943, -0.02911057136952877, 1.5842617750167847, -0.21374346315860748, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9509002566337585, -1.2737804651260376, -1.4551289081573486, 0.8335338830947876, -2.6089558601379395, -0.4798011779785156, -0.8983410000801086, -0.07062669098377228, 1.2714905738830566, 0.6360744833946228, -0.709544837474823, 0.2286832332611084, -0.2747449576854706, 1.3556100130081177, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.838407576084137, -1.3371251821517944, 0.9777020812034607, -0.5555899143218994, 0.3787755072116852, -1.7203326225280762, -1.0197389125823975, -1.0620403289794922, -0.9314126968383789, -0.9864887595176697, -0.721835196018219, -0.1914420872926712, 0.7668334245681763, -0.8866866827011108, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7137233018875122, 1.418465495109558, -2.5927841663360596, 1.0148593187332153, 0.7969969511032104, 0.29678574204444885, 0.5820287466049194, 2.3153278827667236, 0.8897714614868164, 0.6115719676017761, 0.6006729006767273, 0.7389315366744995, 0.459842711687088, 0.46075472235679626, -2.882...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5716921091079712, -0.5520772337913513, -1.908949851989746, -1.0800877809524536, -0.10952068865299225, -1.1035141944885254, 0.46337246894836426, -0.21737384796142578, 1.5607638359069824, -0.6562340259552002, 0.6448673605918884, 1.1022799015045166, 0.130411759018898, 1.3160916566848755, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.516114354133606, 0.14037387073040009, -0.6816425323486328, 0.1264893263578415, 1.1977565288543701, -1.675453543663025, 0.7633854150772095, -2.3009772300720215, 1.1610369682312012, -1.8681451082229614, 0.21203424036502838, 0.0965132787823677, 1.4440964460372925, -0.06931346654891968, -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
[ 2.198348045349121, 0.2217397689819336, 2.5187735557556152, 0.9313824772834778, -0.4818015992641449, 0.7025105953216553, -0.21269181370735168, 1.1426677703857422, -0.1203627958893776, -0.18827973306179047, 1.4232912063598633, 1.6010023355484009, -1.1454471349716187, -0.3178016245365143, 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
[ 0.663891613483429, 2.316288709640503, -0.07953326404094696, -2.432882308959961, -0.08521491289138794, -0.5897858142852783, -1.8324226140975952, 0.8384788036346436, 1.932934284210205, -0.8559836149215698, -0.3024789094924927, -0.6570485830307007, 0.18753580749034882, -1.2043163776397705, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2026938199996948, -0.5040858387947083, -0.7885530591011047, -1.2628512382507324, -0.6381738185882568, -0.3000839650630951, -0.5389652252197266, -0.917141854763031, -0.14861024916172028, -1.1478314399719238, 0.4410548508167267, 0.5554931163787842, 0.2810463607311249, -0.4072078466415405, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.44073325395584106, -1.1435989141464233, -0.21537326276302338, -0.5822951197624207, 0.24533547461032867, -0.1330523043870926, 0.19142486155033112, 0.2510034441947937, 1.2407394647598267, -0.2867000997066498, 0.38326963782310486, 0.6916643977165222, 0.5528314709663391, 0.08045011013746262,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1104148626327515, -0.5068715214729309, -0.5996071696281433, -0.6039934754371643, 0.5211927890777588, 0.3598056435585022, -0.3126180171966553, -1.7490466833114624, 2.3777236938476562, -0.4456135928630829, -1.7587816715240479, -0.35700953006744385, 0.7943387627601624, 0.1644090861082077, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0525927543640137, 0.06946583092212677, -1.396567940711975, 1.495746374130249, -0.3073946535587311, 0.5012261271476746, -0.18709780275821686, 0.5072667598724365, -0.6868534684181213, 0.5773510336875916, -0.9941789507865906, 0.8137006163597107, 1.396282434463501, 0.6876106858253479, -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
[ -1.6449615955352783, -0.09950881451368332, 1.5603934526443481, 0.6396760940551758, 1.8908601999282837, 1.0602811574935913, -0.9815992116928101, -0.6524085402488708, 0.6951670050621033, -0.48148199915885925, 2.188462972640991, -0.33089199662208557, 0.04259760305285454, 1.3356863260269165, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.45610061287879944, -0.7560511231422424, 1.5938607454299927, 2.6257545948028564, -0.6721854209899902, 0.054630767554044724, 0.5680497288703918, 0.6373268365859985, -0.3407818377017975, -0.4670354127883911, 0.6362586617469788, -1.0455669164657593, 0.8794416189193726, 0.622960090637207, 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
[ 0.6148478984832764, -0.7897687554359436, 1.286617636680603, 1.2299025058746338, 0.11613304167985916, -0.7213635444641113, 0.6847480535507202, -0.2877756655216217, 0.23166118562221527, 0.8450806140899658, 0.07658496499061584, 1.0644360780715942, 0.040552008897066116, 1.0742217302322388, 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
[ 0.3705243468284607, 0.37121298909187317, -0.49810683727264404, -0.8755603432655334, -0.5456459522247314, 1.088873267173767, 0.0759679302573204, 0.6998788118362427, 0.39424070715904236, 0.30317169427871704, 0.08738347142934799, 1.328277826309204, 1.4126570224761963, -0.678439199924469, 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
[ -0.24670031666755676, 0.34869131445884705, -0.6803894639015198, -0.5727750062942505, 0.9076239466667175, 0.610367476940155, -0.2067389339208603, -0.2350393533706665, -0.2453860342502594, -0.44823139905929565, 0.5244113802909851, -0.941902756690979, 1.4995086193084717, -0.3847273290157318, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6598503589630127, -0.6214385628700256, -1.1495953798294067, 0.3892281651496887, 0.12270915508270264, -0.6108484864234924, -1.5000112056732178, 2.0045595169067383, -0.851860523223877, -0.49887776374816895, 0.31368374824523926, -0.5232693552970886, 0.019161269068717957, 0.8759539127349854,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06441345810890198, -1.2050981521606445, 0.3704804480075836, -0.34145358204841614, -0.415574312210083, 1.4094138145446777, -0.12053544074296951, 0.23725329339504242, 0.15814177691936493, -2.1609089374542236, -2.5993447303771973, -1.5151828527450562, -0.35012581944465637, -1.0249924659729...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7760943174362183, -0.1987859010696411, 1.1505261659622192, 0.08700384944677353, 0.08027296513319016, 0.23918141424655914, 0.8538538813591003, 0.0914824828505516, -0.16310831904411316, 1.1521955728530884, -0.26564934849739075, -0.4593629240989685, -0.04149176925420761, -1.084808826446533...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7520155906677246, 0.8142421841621399, -0.7054014801979065, -0.8926934003829956, 1.9910168647766113, 0.6335431933403015, 1.3942055702209473, 0.6438435316085815, 0.975499153137207, 0.35632115602493286, -1.8269120454788208, -1.102826476097107, -1.374633550643921, -0.4988146424293518, -0.2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.7711148262023926, 0.614460825920105, -0.5399259924888611, 2.0582847595214844, 0.4331277906894684, 1.9602750539779663, -1.3409086465835571, 1.054850697517395, -0.13849252462387085, 0.3618016242980957, 0.08684901148080826, 0.4378955066204071, 0.4354856312274933, -0.07922202348709106, -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
[ -0.8422589898109436, -0.1588466465473175, -0.7115017175674438, -0.24128124117851257, -0.2403079867362976, 0.7921605706214905, -1.0664814710617065, -0.6005699038505554, -0.8305962085723877, 0.5280422568321228, 1.663810133934021, 0.2644975185394287, 0.5406126976013184, -0.46561405062675476, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2805485725402832, -0.0773705542087555, 0.37857428193092346, 1.1059082746505737, 0.8879566788673401, 1.3359521627426147, 0.1421532928943634, 0.02829483523964882, 0.013998141512274742, -0.04857350140810013, -0.7003306746482849, -0.6024509072303772, 1.558982491493225, -1.3042097091674805, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08145291358232498, -0.689113199710846, -1.2985395193099976, 0.7006914615631104, 0.421302855014801, -1.529152274131775, -1.077553629875183, -0.5386837124824524, -0.9960373044013977, -0.44417276978492737, -0.9704715609550476, 0.5088357925415039, 0.3576853573322296, 0.18765699863433838, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9984824061393738, -1.0482048988342285, 0.8429579734802246, 0.687708854675293, -0.7471432685852051, -1.1366740465164185, 0.9593600034713745, -0.12895986437797546, 1.4947681427001953, 0.13348986208438873, 0.17474418878555298, -0.18520502746105194, -1.5073390007019043, 0.009614817798137665...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3252353370189667, -0.5527788400650024, -1.6016652584075928, 0.7930189371109009, -1.758059024810791, -2.9709551334381104, -1.2161957025527954, 1.5284801721572876, -1.0418516397476196, 1.6641258001327515, -1.1098915338516235, 1.8604329824447632, 2.027738094329834, 1.0199148654937744, -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
[ 0.7318402528762817, -0.9371002912521362, -1.0838968753814697, 0.15376271307468414, 0.5770756006240845, 0.13921332359313965, 0.28953370451927185, -0.7319374680519104, -0.3320072591304779, -1.3410507440567017, 1.358020305633545, 1.064148187637329, 0.4852752387523651, 0.4197174608707428, -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
[ 0.8235193490982056, 0.5349545478820801, 1.3966799974441528, 0.913263738155365, -0.6793011426925659, 1.2232390642166138, 0.4574607312679291, 0.09796358644962311, 0.8221622705459595, 1.0257407426834106, 1.0748035907745361, 0.7094113826751709, 0.12293088436126709, 1.1628750562667847, 1.4873...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6077619791030884, -0.4748710095882416, 1.5517158508300781, 0.484823614358902, 2.2308530807495117, -0.5636721849441528, -1.0422401428222656, 2.517272710800171, 0.3850686848163605, -0.9688278436660767, -0.9462711811065674, -1.5460442304611206, -0.03458713740110397, 0.42286303639411926, 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
[ -1.4370157718658447, 2.124133348464966, 0.1369665414094925, -1.001709222793579, -1.296548843383789, -0.9728899598121643, -0.9932857751846313, -1.3114336729049683, -1.6597834825515747, 1.8627285957336426, 0.16350378096103668, 0.0922359749674797, 0.4057902693748474, 1.6232800483703613, -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
[ 0.6164413690567017, -0.4291239380836487, 0.4943981170654297, -1.3422268629074097, 0.8735621571540833, 0.7242706418037415, 1.3441084623336792, 0.8218812942504883, 1.393174409866333, -0.5044021606445312, 2.6677768230438232, -0.10398371517658234, 2.1108591556549072, 0.025003748014569283, 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
[ 0.3776915967464447, 2.8472325801849365, -0.7075566649436951, -0.6507103443145752, 1.0113675594329834, 0.810703694820404, -2.0889861583709717, -1.5803821086883545, 2.351318836212158, -1.182874321937561, -0.33236920833587646, -0.7131032347679138, -0.896620512008667, 0.15041004121303558, 0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.388990640640259, -0.9746968746185303, 0.5651562809944153, -1.6966404914855957, 1.8835217952728271, -0.18178683519363403, 0.45607125759124756, 0.8571317195892334, 0.05151772126555443, 0.05121764540672302, 1.1294729709625244, -0.33781737089157104, -0.6646304130554199, -0.6837875843048096,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.663345217704773, 1.0613430738449097, -0.06603102385997772, -0.4568249583244324, -0.4659188687801361, 0.1984780877828598, -0.3345024883747101, 1.9484436511993408, 0.4415702819824219, 1.2436083555221558, 1.5967059135437012, -0.18203647434711456, 0.37237071990966797, 1.0330818891525269, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8456107378005981, 1.3803969621658325, 1.4600331783294678, 0.9162390828132629, -1.5245651006698608, -0.03058573044836521, -0.41373786330223083, 1.1861127614974976, 0.6306714415550232, -0.15497463941574097, 1.8112030029296875, -0.3920617401599884, -0.16098059713840485, -1.351370930671692,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.657749593257904, -2.393859624862671, -0.016776107251644135, 0.80629962682724, 0.813541054725647, -0.012891750782728195, -2.0074291229248047, -0.45068368315696716, -1.027353048324585, 0.13334833085536957, 1.8742921352386475, 0.9460424780845642, 0.757871687412262, -1.3271387815475464, -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
[ 1.0291008949279785, 2.230895757675171, -0.02100875973701477, 1.2050034999847412, -0.16454553604125977, 1.0870425701141357, 1.50046968460083, 0.052865996956825256, 1.4889148473739624, 1.9004826545715332, -1.7825120687484741, -0.8408268094062805, 0.6525902152061462, 1.6293448209762573, -0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.494259834289551, 1.3549222946166992, 0.45034319162368774, 1.843418836593628, -0.13616777956485748, 0.3367927670478821, 2.562288522720337, -1.2574454545974731, 0.4676594138145447, -0.1730307787656784, -0.6366872787475586, 0.15273763239383698, -1.5762008428573608, 0.21832767128944397, 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
[ -0.7702840566635132, 0.10169906914234161, -0.2154603898525238, 1.0683611631393433, 0.5783421397209167, 0.5730990767478943, 1.491421103477478, 1.1941982507705688, -0.07854185998439789, -0.17692746222019196, -0.26125532388687134, 1.4098738431930542, 1.0808440446853638, -0.9296419620513916, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6112545132637024, -1.1688593626022339, -0.7337287664413452, 0.24003824591636658, 0.0025328879710286856, -0.8667363524436951, 1.2058106660842896, -0.40430575609207153, 1.5716146230697632, -0.09811009466648102, 0.5982472896575928, 1.5252509117126465, -0.9353432655334473, 1.309244275093078...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis