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[ -1.1170614957809448, 0.7343314290046692, -2.24949312210083, 2.041551351547241, -0.4435434639453888, -0.6678203344345093, -2.337334156036377, -0.3685264587402344, -1.1926331520080566, 0.2121247798204422, 0.14619328081607819, 0.8369285464286804, 0.5515086054801941, -0.08933991938829422, 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
[ 1.9546903371810913, 0.5196839570999146, 0.08654581755399704, -0.2833084762096405, -0.5357705950737, 1.3558337688446045, 1.7649511098861694, -1.27411949634552, 1.8219964504241943, -0.5708382725715637, 2.1434073448181152, -0.5294461250305176, 0.44513997435569763, -1.1063402891159058, -0.29...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7481077909469604, -0.8124083876609802, 1.2092047929763794, -0.5088860988616943, 2.218676805496216, -0.4432126581668854, 0.9019837975502014, 0.37490206956863403, 1.4121345281600952, -0.2310376912355423, 0.16442939639091492, -0.24712596833705902, 0.2660858631134033, -1.4716399908065796, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2779301404953003, 0.5457537770271301, 1.9595730304718018, 0.05790965259075165, -0.7947520613670349, 1.5705164670944214, 0.12821467220783234, -0.6427910923957825, 0.42042046785354614, -0.7943502068519592, 1.3258187770843506, 1.0391051769256592, 1.2814898490905762, 0.008695586584508419, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2770476341247559, 0.8124978542327881, -1.8324004411697388, -1.0950273275375366, -0.6191375851631165, 0.012739774771034718, 1.7659353017807007, -0.5157477259635925, -0.4437970817089081, -0.974773108959198, 0.3692440986633301, 0.5726442933082581, -1.1735655069351196, -1.404061198234558, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8183735609054565, -0.5782747268676758, -1.9948766231536865, -1.4558545351028442, 0.47277557849884033, 0.07746829092502594, 0.8860382437705994, -0.6677786707878113, 1.4040892124176025, -0.6846113204956055, -2.2684781551361084, -0.27088308334350586, 0.7693943381309509, -0.8674556016921997...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.8446836471557617, -1.1907591819763184, -0.18546101450920105, -0.48587536811828613, 0.5833643674850464, -0.5374173521995544, 1.046134352684021, 0.8072945475578308, -0.18048587441444397, 0.7742801904678345, -0.33473411202430725, -0.40539413690567017, -1.2037018537521362, -1.655936717987060...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.965058445930481, -0.5023229718208313, -1.4704476594924927, -0.6579539179801941, 0.04862288758158684, 0.6999884247779846, -0.45713329315185547, -1.3275350332260132, -0.18167680501937866, 0.19507059454917908, 1.2246272563934326, -0.6708071827888489, -0.9051395654678345, 0.5609239935874939,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.41789138317108154, -0.5168805718421936, 0.8642991781234741, 1.1924235820770264, -1.087198257446289, 0.5759661793708801, 0.6250426769256592, -1.3294224739074707, -0.20799557864665985, -1.641143798828125, 1.527368187904358, 0.12498597055673599, 1.1360812187194824, 0.8215516805648804, -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
[ 1.6337312459945679, 1.0417767763137817, 0.030167648568749428, 0.08290766924619675, 2.2240395545959473, -0.4824436604976654, 1.3148185014724731, -2.238722562789917, -0.2773478925228119, 2.1350414752960205, 1.6480624675750732, -0.18904314935207367, -1.0749317407608032, 1.155207633972168, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5085633993148804, 1.0855611562728882, 0.07318086177110672, 0.7003677487373352, 1.0884836912155151, 0.16663998365402222, 0.8937529921531677, -0.5262486338615417, 0.6224539875984192, -2.5589542388916016, 0.37447604537010193, 0.31024113297462463, -0.5007383823394775, 0.8032839894294739, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.8634566068649292, -1.5960023403167725, -0.4025222361087799, -0.3997820019721985, 1.0087920427322388, 0.19376003742218018, -0.124581478536129, -0.8242261409759521, -1.098349690437317, -0.6683118939399719, 0.8033627271652222, -1.2311190366744995, -1.1820650100708008, -0.9106307625770569, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7147907614707947, 0.5125548839569092, -1.179642915725708, -0.7141371965408325, -0.29625654220581055, 1.6383695602416992, -1.1401727199554443, 0.33860650658607483, 1.3691543340682983, 0.16915516555309296, -1.5837547779083252, -0.521427571773529, -0.2524147927761078, 0.6264294981956482, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.082592248916626, -0.554652750492096, -0.06188950687646866, -2.099998950958252, -0.551785409450531, -2.143860340118408, 0.28400474786758423, 0.3016171455383301, 1.3697001934051514, -0.5811685919761658, -0.5347269773483276, -0.35743507742881775, 0.16605129837989807, 0.021524477750062943, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4535492956638336, -0.10150375217199326, 0.4151260256767273, -1.2452367544174194, 0.1881730705499649, -1.0023307800292969, 0.7410600185394287, -0.6606912612915039, -1.320804476737976, 0.4472379684448242, 0.45174893736839294, 0.846376895904541, 1.4344996213912964, 0.05076458677649498, -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
[ 0.12527111172676086, -0.14539436995983124, 1.0357141494750977, -2.6244006156921387, -0.044584423303604126, -0.8336984515190125, -0.7295693755149841, 0.08374785631895065, -0.7329111099243164, -0.34265750646591187, -0.9304599165916443, -0.19798055291175842, -1.8046241998672485, 0.26175534725...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.417274534702301, -0.1476012021303177, -0.5482122898101807, 0.5396082997322083, -3.5421600341796875, -0.37706708908081055, -1.5016694068908691, -0.2540350556373596, -1.4613699913024902, 0.3396724462509155, 1.0137457847595215, -0.4401889741420746, 0.06938138604164124, -0.8942632675170898,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8687176704406738, 0.8657281994819641, -0.8153786063194275, -1.1218352317810059, -1.0516437292099, -0.7577676177024841, 1.1404976844787598, -0.5229554772377014, 1.0138533115386963, -0.4494493305683136, -1.4259973764419556, -0.19838742911815643, 2.215723752975464, -0.6980361938476562, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6951925754547119, -0.46614062786102295, 1.7682119607925415, 0.45313358306884766, -1.105404019355774, -2.0566186904907227, -0.05816134810447693, -1.519792914390564, 0.4210992455482483, -0.030456798151135445, -1.1047630310058594, -0.8064638376235962, 0.9811018705368042, 0.9847767353057861,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3213241696357727, -0.5416853427886963, -0.6461864113807678, -0.421682745218277, -1.2378464937210083, -0.7186539173126221, 0.6709319949150085, 0.23366685211658478, 1.264939546585083, -0.031118029728531837, -2.321988821029663, 0.33333924412727356, -0.4603040814399719, 0.13440905511379242, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.02181302383542061, -0.9364961385726929, 0.3687012791633606, -0.03651357814669609, -0.41950610280036926, 0.8947203755378723, 0.18212346732616425, 1.3340648412704468, -1.03750741481781, -0.6107436418533325, -1.2508172988891602, -1.0540047883987427, 0.07784999907016754, -0.2969824969768524...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4601745307445526, 0.3296729028224945, -1.0476922988891602, -1.219545841217041, -0.3102863132953644, -0.5298647880554199, -0.052063893526792526, -1.5332059860229492, -0.28063318133354187, 0.5633111596107483, -1.7396844625473022, -0.3866616487503052, 0.8409081101417542, 1.595803141593933, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.13265345990657806, 2.0680274963378906, -0.09228002279996872, -0.01879459246993065, 0.7244914770126343, 1.2707546949386597, -0.20925860106945038, 1.2987216711044312, 0.7335463166236877, 1.166067361831665, 0.14676277339458466, 0.7266070246696472, -0.19563229382038116, -1.0562348365783691,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11799334734678268, 0.3201327919960022, 0.40778863430023193, 0.36185428500175476, 0.038044609129428864, 0.23772798478603363, -0.17813415825366974, -0.6108397841453552, -1.8978030681610107, 1.099136233329773, 0.31910181045532227, 0.2145492434501648, -1.2203660011291504, -0.143236353993415...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9793582558631897, -1.0759307146072388, -0.044869109988212585, -0.12835551798343658, -0.21915671229362488, -0.4851263761520386, -0.2049713134765625, -0.5820969939231873, -1.4735331535339355, -0.994257390499115, 2.686204671859741, 0.25802239775657654, -1.118356704711914, 0.450695216655731...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2629645764827728, -0.15009593963623047, -0.984143078327179, 0.7560902833938599, -0.40075480937957764, 0.5886350870132446, 0.701505720615387, -0.00042170321103185415, 0.7575156688690186, 0.2843087315559387, -0.6651468873023987, -1.1886327266693115, 1.5185415744781494, -0.4211929738521576,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.23973394930362701, 0.8739304542541504, 0.9936080574989319, 0.5948522686958313, 1.466927409172058, 0.730815589427948, 1.7890980243682861, 0.6973499655723572, 0.3733093738555908, 0.4836650788784027, -0.741247832775116, 0.33531489968299866, 0.3763779103755951, -1.4530235528945923, 0.5074...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8713531494140625, 1.2706011533737183, -0.5422566533088684, -0.2990042567253113, -0.07891707867383957, 0.1402561217546463, 0.3360454738140106, 0.847378134727478, 0.4325534403324127, -1.0556495189666748, 0.07876593619585037, -0.5837246775627136, 1.2788130044937134, 0.8343982100486755, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7776610851287842, 0.17232388257980347, -0.22052890062332153, 1.168235421180725, -1.2198681831359863, 0.32358816266059875, 0.3831404447555542, 0.9669215083122253, -0.9915230870246887, 0.7323014736175537, 0.9345284104347229, 1.485622525215149, 0.24287481606006622, 0.2178480178117752, -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
[ 0.09940631687641144, -0.731532871723175, -1.0223873853683472, 0.3574528396129608, -0.8458895683288574, 0.9330002665519714, -0.13633649051189423, -0.22115717828273773, -0.230057954788208, 1.8552327156066895, 1.3554595708847046, 1.7735421657562256, 0.6545307040214539, -1.0982215404510498, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5175411701202393, 0.709019124507904, 0.3091757297515869, -0.9754086136817932, -0.5418713688850403, 0.0710347592830658, -0.3013356328010559, -0.4080396890640259, 0.2743634283542633, -1.1029642820358276, 0.9953614473342896, 0.4348642826080322, -0.8575869202613831, -2.1785314083099365, 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
[ 0.9664587378501892, -0.2581137716770172, -1.6791898012161255, -0.45918014645576477, 0.09454930573701859, 0.7187975645065308, -0.6107783913612366, 0.014182966202497482, -0.9025475978851318, -0.15794217586517334, -0.909531831741333, 0.6639444828033447, -1.5857046842575073, -0.224178507924079...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3333154320716858, -0.06199319660663605, -2.8615520000457764, 0.26181894540786743, -0.313977986574173, -0.9082183837890625, 0.7871996760368347, -0.353091835975647, 0.2614564001560211, -1.5728613138198853, -0.5361799597740173, -0.8859121203422546, -0.2018646001815796, -0.2889192998409271, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.1736433506011963, -0.908799946308136, 0.687824547290802, -1.0792114734649658, -0.5281882286071777, 0.4975135028362274, -1.1170964241027832, 0.5663999915122986, 0.3054620623588562, 0.09866704046726227, -1.2191975116729736, -0.7130764722824097, -0.5955177545547485, 0.47796788811683655, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7677541375160217, 0.3660311996936798, -0.2797538936138153, 0.37161800265312195, -1.0816872119903564, -0.24955077469348907, 1.1027469635009766, -0.2133176624774933, -1.7113008499145508, 0.5586408972740173, 1.143872857093811, -1.0885088443756104, 2.298250913619995, -0.8215476274490356, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.623157262802124, 1.0499053001403809, 0.32304033637046814, 0.07662255316972733, -0.014167695306241512, 0.13983193039894104, -1.225084900856018, -0.7338043451309204, -0.5391747355461121, 1.8304691314697266, 1.9202476739883423, 0.432995468378067, -0.6216998100280762, -0.985653281211853, 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
[ -0.9159432053565979, 0.23590603470802307, 0.024041490629315376, 0.17036063969135284, 0.07591237127780914, 1.620766043663025, 1.1900373697280884, 0.32352182269096375, -2.1200907230377197, -0.31210920214653015, -0.5606616139411926, 2.8313956260681152, -0.9542427062988281, -0.429567813873291,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8424891233444214, 1.3001102209091187, -0.6549531817436218, 1.0094349384307861, -0.4859277009963989, 0.6864504218101501, 1.1632038354873657, -1.5350396633148193, -0.795917272567749, 0.3344953954219818, 0.1329975575208664, 0.287275105714798, -1.5393704175949097, -0.7149114608764648, 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
[ -0.0021945477928966284, -0.33845895528793335, -1.4257622957229614, 2.1094558238983154, -1.3614933490753174, 0.7203549146652222, -0.8820483684539795, -0.7269095182418823, 1.4974896907806396, -0.472873330116272, 0.6612610816955566, -0.6457955837249756, 0.25622501969337463, 1.5805455446243286...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7165170907974243, -1.3266041278839111, -2.83777117729187, 0.03637898340821266, 0.29480618238449097, -0.2926134467124939, 0.501176118850708, -1.1572811603546143, -0.3737541437149048, 0.33800891041755676, -0.37311941385269165, 0.7172280550003052, -0.4863477647304535, 0.4675683081150055, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.9372222423553467, -0.15290690958499908, -0.2884548604488373, -0.35704436898231506, -0.9236254096031189, 0.439386248588562, 0.9328922629356384, 1.0323712825775146, -1.284727931022644, -0.11078611016273499, -1.2042549848556519, -1.2615059614181519, 0.9320000410079956, -0.16345316171646118...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5254082083702087, -0.12708698213100433, 0.10922609269618988, -0.18961480259895325, -1.003483533859253, -1.6418062448501587, -0.571858823299408, -0.3691568970680237, -1.1507678031921387, -0.8129315972328186, -0.5067275166511536, 0.6327579021453857, -0.45810264348983765, 1.3100494146347046...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.389399915933609, -1.067243218421936, 0.3815056383609772, -1.5597411394119263, 1.2020618915557861, 0.047497667372226715, -0.7125318646430969, -1.4329196214675903, -0.2188664972782135, 0.37003418803215027, 0.35263198614120483, -1.9892507791519165, 0.36030593514442444, -0.8146156668663025,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6698373556137085, 0.7325305938720703, -0.7434892654418945, 0.8248558044433594, 0.8466984629631042, 0.5910501480102539, 0.5037471055984497, 0.0834871307015419, 0.3599148988723755, -0.6643579006195068, -1.5562328100204468, -3.058595657348633, 0.4412834346294403, -0.7545660734176636, -1.7...
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
[ 2.643462896347046, 0.5262901186943054, 0.4343985617160797, 0.8374876379966736, 0.22083231806755066, 0.8750375509262085, 0.3422034978866577, 0.9799891710281372, 0.7570837140083313, 0.9227823615074158, 2.1154651641845703, -1.965165376663208, -0.44755664467811584, -0.7044795751571655, -0.20...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8470166325569153, -0.5314878821372986, -0.3311903476715088, 0.9791556596755981, 0.46343377232551575, 1.0447322130203247, -0.07513828575611115, 1.3115310668945312, -1.8425308465957642, -1.7782857418060303, -0.6007826924324036, -0.504508912563324, 1.6601473093032837, 0.07232058048248291, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7734876871109009, -0.05061766505241394, 0.10362415760755539, 0.6854033470153809, -0.2759209871292114, 2.6598732471466064, 0.7392155528068542, -0.3037053942680359, -1.9251065254211426, 0.5096655488014221, 0.12811285257339478, -0.2580832540988922, 0.4662182629108429, 0.38322678208351135, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.501406192779541, 0.7187933921813965, -1.5945262908935547, -0.5775327086448669, -0.2713601291179657, 1.8484315872192383, -0.5223510265350342, -0.614243745803833, 0.9379210472106934, -0.4413551092147827, 1.0657142400741577, -0.18069152534008026, -2.358193874359131, -1.7317901849746704, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3376174569129944, 0.8224154114723206, 1.2768843173980713, -0.3905441164970398, -0.8414176106452942, -1.2578264474868774, 0.081296406686306, -0.6263598799705505, -0.37436968088150024, 0.47302380204200745, 0.3644774258136749, 0.9987958669662476, -0.1313767433166504, -0.9990201592445374, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3698705732822418, -0.12717537581920624, 1.2989554405212402, -1.302085041999817, -1.1215041875839233, 1.6014316082000732, -1.1938483715057373, 1.4899145364761353, 1.0689153671264648, 1.3732554912567139, 0.41124972701072693, -1.333308458328247, 0.43636640906333923, 0.33749890327453613, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4349398612976074, -0.40385040640830994, -1.4362952709197998, 0.1385200023651123, 1.5252257585525513, -0.06486140936613083, -0.7341601848602295, -0.8217596411705017, -1.7776880264282227, -0.14258882403373718, 1.4769983291625977, -0.4030415713787079, 0.26879075169563293, -0.81930208206176...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1376158744096756, -0.9522269368171692, -0.3256457448005676, 0.33039528131484985, 0.6150345206260681, 0.043896764516830444, -1.5139966011047363, -1.4473921060562134, -0.33876833319664, 1.317521333694458, -0.14141367375850677, 0.5730215907096863, 0.07838399708271027, 0.4498116075992584, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2598285675048828, -0.7254331707954407, -0.7418972849845886, 0.8119253516197205, -1.1055644750595093, -0.5144200921058655, 0.9945409893989563, -0.8500007390975952, -1.2223730087280273, -0.35471653938293457, -0.46641990542411804, -0.43892931938171387, 0.5770168304443359, -0.33183512091636...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.12414111196994781, -2.0135879516601562, 1.4855905771255493, 1.223150610923767, 1.061525821685791, 2.0001165866851807, 2.4214882850646973, -1.7238067388534546, -0.41012123227119446, -0.5107737183570862, 0.1071355864405632, -0.27126941084861755, -0.21751491725444794, 0.17507818341255188, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5531203746795654, 0.9625473618507385, -2.037057876586914, -0.9578003883361816, -0.1718873828649521, -0.3919876515865326, -1.2322736978530884, -0.09940694272518158, -0.7788736820220947, 0.8042146563529968, -0.017459558323025703, 0.47973012924194336, 0.08014827966690063, -1.38326811790466...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1437550783157349, -1.2433338165283203, -0.9653548002243042, 0.20368121564388275, -0.9809977412223816, -1.3312313556671143, 0.31467780470848083, -0.407926470041275, -1.1471396684646606, -2.018449068069458, -0.2955761253833771, -0.10392455011606216, -0.24369744956493378, -1.711157083511352...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7324284911155701, -0.10086856037378311, 0.6424447298049927, -0.10094738006591797, 1.4881230592727661, 0.22098001837730408, 1.678018569946289, 0.11531027406454086, 0.6995950937271118, 0.5857112407684326, -0.3227525055408478, 0.055062007158994675, -0.7608644366264343, -0.4567905366420746,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4991552829742432, -1.0781806707382202, 0.9954396486282349, 1.5164599418640137, 1.644631266593933, 0.048435427248477936, -0.16769060492515564, 0.06477225571870804, 1.432715892791748, 0.011171802878379822, -0.9120517373085022, -0.7971644997596741, -0.9081480503082275, -0.851999819278717, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.5634257793426514, 0.3176998496055603, -1.1483136415481567, -1.0291187763214111, -1.2825692892074585, 0.08765874803066254, 1.6152583360671997, -0.47627878189086914, -0.6874837875366211, 1.4118109941482544, 1.3555413484573364, 1.5845956802368164, -0.2751842141151428, 1.0331814289093018, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.2768795490264893, 0.07896117120981216, 0.8330333828926086, 0.5494014024734497, 0.5215168595314026, 0.011170263402163982, -0.21535724401474, 0.4770987033843994, -0.026380054652690887, 0.1723877340555191, -0.2858293950557709, 0.3617223799228668, -1.5918879508972168, -1.0252892971038818, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0806673765182495, 0.3039577305316925, 0.24729344248771667, -0.6832904815673828, -0.051556214690208435, 1.2733311653137207, -0.4220980703830719, 0.7868802547454834, -0.15271535515785217, -1.3113059997558594, 0.2618882656097412, 0.4441119134426117, -0.939348578453064, 0.3057110905647278, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5094054341316223, -0.40407711267471313, 0.7764205932617188, 0.37564969062805176, 0.9209023118019104, -0.21513141691684723, -0.4759792685508728, -1.2350424528121948, 0.1320621520280838, -0.32772624492645264, 1.0534135103225708, 0.7272933125495911, -1.2274411916732788, -0.5450926423072815...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3014231324195862, -0.4997786581516266, -0.6063626408576965, -0.18328404426574707, 2.2039246559143066, -0.08414079993963242, 1.5298939943313599, 1.8186588287353516, -0.014719648286700249, -0.2193942815065384, -0.52467280626297, -1.9636039733886719, 1.1250981092453003, -1.3834384679794312...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7859757542610168, -1.2481820583343506, 1.6853163242340088, 0.18224617838859558, -0.9747613072395325, -0.17300128936767578, -0.1426662802696228, -1.301885724067688, 0.1565483659505844, -0.3986521065235138, 1.8696566820144653, 1.7361114025115967, 1.5504918098449707, -0.32816991209983826, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.6084355115890503, 1.9436728954315186, -0.40657392144203186, 0.4846518635749817, -1.5691096782684326, 1.8572229146957397, 1.639771819114685, -0.66961270570755, -0.4523467421531677, -0.7043070793151855, -0.052351344376802444, -1.077100157737732, 0.6545693278312683, 0.5705580115318298, 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
[ -0.3908226490020752, 1.1445744037628174, 0.5672751665115356, -0.6669022440910339, 1.0842227935791016, 1.2029868364334106, -1.5428043603897095, 0.6924972534179688, 0.5347826480865479, -0.24317680299282074, -0.25662022829055786, 1.418811321258545, -2.702756643295288, 1.144705057144165, 0.5...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.05210911110043526, 1.3566395044326782, -1.237151861190796, -0.5317186713218689, 0.8125235438346863, 0.6178194284439087, -0.12387249618768692, 0.3322763741016388, -1.3139663934707642, 0.8422834277153015, -0.7135319113731384, 1.1824345588684082, -0.7930096983909607, 1.5173028707504272, 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
[ -0.42873963713645935, -0.6126598119735718, 1.4309672117233276, 0.15321192145347595, -0.017662255093455315, -0.4759254455566406, -1.2132558822631836, 0.11527147889137268, 1.2975834608078003, -0.0588131882250309, 0.21153829991817474, -0.39378026127815247, -0.8253800272941589, -0.943655669689...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0687416791915894, 1.689212679862976, -0.015695592388510704, -0.446118026971817, -0.12695328891277313, 0.215455561876297, 1.2104684114456177, -0.09052252024412155, -1.8176604509353638, -3.220431089401245, 0.7048433423042297, -0.7941597104072571, 1.1514112949371338, 1.7181386947631836, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7503880262374878, -1.66156005859375, 0.43223485350608826, -0.525773823261261, 0.49616366624832153, 0.04227842390537262, -0.07325505465269089, 0.3024483323097229, -1.094300627708435, -1.093855619430542, 0.10287617892026901, -1.0193372964859009, 0.04329487681388855, 0.17749962210655212, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14159055054187775, -0.7924433350563049, -0.15266567468643188, -0.5574915409088135, 1.1715784072875977, 0.6590108871459961, -0.33826518058776855, -0.24172206223011017, -0.9542223215103149, 1.6539521217346191, 0.16135023534297943, -0.026935873553156853, 0.913135290145874, -0.7136484384536...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.35013753175735474, -0.8494485020637512, 0.9572432041168213, -0.3184095621109009, -1.1947335004806519, -0.6480016708374023, 0.16376568377017975, 0.26485997438430786, -0.42134299874305725, -0.3500644564628601, -0.9115438461303711, 0.7746798992156982, -1.9985096454620361, 2.082139492034912...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.637209415435791, 0.893316388130188, 0.1121407151222229, -0.6951011419296265, -0.28219711780548096, 0.36877506971359253, -0.36576762795448303, 0.3639889359474182, 0.7065910696983337, 2.4119515419006348, 0.06454543024301529, 0.12315238267183304, -0.8770975470542908, 0.5940470099449158, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.5384066104888916, 0.2515023350715637, 0.13579271733760834, -0.30688875913619995, -3.291478395462036, 1.0951578617095947, -0.640181303024292, 1.3257498741149902, 0.7348784804344177, 1.104678988456726, 0.395016610622406, -2.3052210807800293, -0.17078612744808197, 0.05867757275700569, -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
[ -1.946002721786499, -0.46465903520584106, -0.732063889503479, 1.7745623588562012, 1.1193403005599976, 1.9699981212615967, -1.1817107200622559, 2.007634401321411, -1.1041725873947144, -1.0034091472625732, -1.8408674001693726, -0.47544947266578674, -0.03518184646964073, 2.076127052307129, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1280931532382965, -0.6170938611030579, -0.4368278682231903, -0.2986494302749634, -0.29778745770454407, 0.03652612864971161, 0.3171462118625641, -1.4861791133880615, -1.4569662809371948, -2.208000898361206, -0.49498075246810913, 0.27463215589523315, 0.5659657716751099, -0.464839279651641...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.15381935238838196, 0.6861398220062256, 0.6166985630989075, 0.03199706971645355, 0.827000617980957, 1.6852681636810303, -0.3108929693698883, -0.6425707340240479, 0.9095555543899536, 0.12471987307071686, 0.5437833666801453, -2.4190189838409424, 0.021878594532608986, -0.37653571367263794, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3454573154449463, 1.002177119255066, 0.29950666427612305, 0.8759994506835938, 0.9472725987434387, 0.12232100963592529, 0.7764015197753906, 0.8997820615768433, -0.19318468868732452, 0.4158763289451599, -2.007514476776123, 1.5358126163482666, -1.6088745594024658, -0.40900495648384094, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.03979203850030899, -0.8482600450515747, 0.5968046188354492, -0.381950706243515, -1.0460448265075684, -0.5086728930473328, -0.8301382064819336, 0.09609559178352356, -0.6615250110626221, 1.4027239084243774, 1.6735867261886597, 0.4953547418117523, -0.3827942907810211, -1.9557889699935913, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5924679040908813, 0.25849059224128723, 0.8329814076423645, -1.8307428359985352, -0.21755675971508026, -0.4396696388721466, -0.23153765499591827, 1.1616201400756836, -1.1671619415283203, -1.2935065031051636, -0.2280520647764206, -0.12374424189329147, -0.8278864026069641, 1.641300916671753...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5925087928771973, -1.0350421667099, 0.48982250690460205, 0.6063277125358582, -0.5699636936187744, -0.5829886198043823, -0.19891569018363953, 0.5411530137062073, 0.2870340645313263, -0.1557924896478653, -0.17446936666965485, 0.11234673112630844, -0.18819066882133484, 1.4886279106140137, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3924778699874878, 0.728145956993103, 1.6616740226745605, -1.2506685256958008, 0.7468225359916687, 1.0960184335708618, -0.14588943123817444, 0.2873763144016266, 1.2695984840393066, 0.04481346532702446, 1.7110230922698975, 0.017247270792722702, -0.11631891131401062, 0.2297675758600235, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.708213448524475, -0.40950441360473633, 1.174184799194336, 0.29478320479393005, 2.3767290115356445, 0.08725009113550186, -0.3785742223262787, -0.9189612865447998, -0.3136940598487854, 0.5380088686943054, 0.5783969163894653, -0.14440131187438965, 1.6984933614730835, 0.02863841876387596, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.07020943611860275, -0.12015906721353531, -3.0966904163360596, 0.30563098192214966, 0.4829431176185608, -2.317551851272583, -1.3871403932571411, -0.8540557622909546, 0.3242335915565491, -0.4528768062591553, 1.3228148221969604, 0.7300603985786438, 0.5408890247344971, 0.9444745779037476, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6518675088882446, 0.3868449926376343, 0.8741330504417419, -0.8288618922233582, -0.7352562546730042, -0.4207325875759125, 0.9385637640953064, 0.46266189217567444, -1.4373592138290405, -0.32156676054000854, 1.115878701210022, 0.2458973228931427, 0.5263879895210266, -0.288918137550354, -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
[ 1.3130152225494385, 0.46260273456573486, 0.7421202659606934, -0.3362005054950714, 0.7453892827033997, -1.2882542610168457, 0.3821043372154236, 0.03519447147846222, -2.047849416732788, 0.3067314624786377, 1.076124906539917, 0.4680424630641937, 0.8852775692939758, 1.1439100503921509, 0.754...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6695234775543213, -1.370749831199646, -1.3689013719558716, -1.0254720449447632, -1.1468502283096313, -1.2388715744018555, 0.3826010227203369, 0.2579852044582367, 0.44917336106300354, 0.8983655571937561, -1.3302881717681885, 0.6417527794837952, 1.4857611656188965, -0.8244341015815735, 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
[ 1.45884108543396, -1.3819314241409302, -0.6174545288085938, 1.6028459072113037, 1.298069715499878, 0.8608134984970093, -0.6142390966415405, 2.1783533096313477, -1.189384937286377, 0.2987854778766632, -0.6479336023330688, -0.5678242444992065, -0.5062007904052734, 1.3138175010681152, -0.09...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4887768626213074, 0.22372795641422272, -0.4885035455226898, 0.9120910167694092, -0.6509202122688293, 0.39695465564727783, 1.3049906492233276, 1.5005708932876587, 0.8587064146995544, -0.5056118965148926, 0.15943589806556702, 1.7197086811065674, 0.4935641884803772, 0.04285701736807823, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4358041286468506, 0.43767809867858887, -0.24644257128238678, 0.541031002998352, -0.7101301550865173, 0.08977565914392471, 0.6149092316627502, 0.16512943804264069, 0.762460470199585, 0.17435364425182343, 1.6120728254318237, 0.19688580930233002, 1.334894061088562, 1.1324182748794556, -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
[ 0.836723804473877, 2.0477325916290283, -0.06779160350561142, -1.0869547128677368, 0.00857936218380928, -1.279710292816162, 0.03781439736485481, -1.1666512489318848, 0.714116096496582, -0.4514366090297699, -1.628844141960144, 1.9419031143188477, 0.043276287615299225, -1.6300125122070312, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.022383213043213, 0.06700130552053452, 0.905228316783905, -1.945495367050171, 0.7205159068107605, 2.152941942214966, -0.4358431398868561, 0.46580570936203003, -0.21574391424655914, 0.6644554138183594, -0.4280588924884796, 0.4731158912181854, 1.5699374675750732, 0.2391885668039322, -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
[ 0.12914042174816132, -1.405570149421692, 0.24201692640781403, 0.04561140388250351, -0.30774712562561035, -0.6957491040229797, -0.3178562819957733, -0.8490750789642334, -0.672206461429596, 1.597456932067871, -0.3608638048171997, -1.3044703006744385, 0.008619842119514942, -2.0445594787597656...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8146265745162964, -0.945845365524292, -0.5808344483375549, 0.04220808297395706, 0.5289674401283264, -0.2930022180080414, -2.9236574172973633, -1.7316577434539795, 0.7941043972969055, -1.5050532817840576, -1.837857723236084, 0.07436113804578781, 1.1029880046844482, 0.8575588464736938, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0426305532455444, 0.8220010995864868, -2.2820417881011963, -0.36192750930786133, -0.7900005578994751, -0.004036594182252884, -0.5435296893119812, -0.4440177381038666, -0.24477627873420715, -0.9036473035812378, -1.8189717531204224, 0.9308949112892151, 0.4393039643764496, -0.12235277146100...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5121280550956726, -0.322028785943985, 0.03416312113404274, 0.36867591738700867, -0.26490718126296997, -0.06237471476197243, -1.3463290929794312, -2.8480241298675537, 0.8906806111335754, 0.020703492686152458, -0.3162629008293152, -0.7819249033927917, 0.8762320280075073, 1.034051418304443...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5112913846969604, -0.9512143135070801, -0.32229137420654297, -0.4550524652004242, -0.5653242468833923, 0.6554426550865173, -0.5824402570724487, 1.8782813549041748, 0.49957776069641113, -0.6041398048400879, -1.3098366260528564, -0.11845003068447113, -0.011568406596779823, -0.3063084185123...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.36095207929611206, -1.2990620136260986, -0.1607775092124939, 0.15177778899669647, 0.45491108298301697, -0.06441173702478409, -0.7268988490104675, -1.5320569276809692, 0.9215615391731262, 0.43450063467025757, -0.9391860961914062, -0.7911734580993652, -1.1389763355255127, -0.98469960689544...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6742129325866699, -1.2093905210494995, 0.3045590817928314, 0.7656963467597961, 0.3482665717601776, -1.219298005104065, 0.5351395010948181, 0.005241913255304098, 1.1679332256317139, 0.3707852065563202, -1.0631039142608643, -0.11645308136940002, -0.4197291433811188, -0.551160454750061, 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
[ -0.4181516468524933, -0.7284675240516663, -0.5578882694244385, 1.1309731006622314, 1.1252485513687134, 0.5954238176345825, -0.1780969798564911, 0.43121257424354553, -0.025523805990815163, -0.38048461079597473, 0.16277366876602173, -0.753996729850769, 1.2461271286010742, 0.8087021112442017,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis