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[ 0.025781482458114624, 0.2113495022058487, -1.1085706949234009, -1.1006486415863037, 0.1596769392490387, 2.4805166721343994, 0.2363179475069046, -0.21973466873168945, 0.19764243066310883, 1.2317616939544678, 0.4402301013469696, 1.3708776235580444, -0.19747017323970795, -1.207977533340454, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2437151670455933, 1.6031584739685059, -0.08381327241659164, -0.47033050656318665, -1.1582098007202148, 0.6553151607513428, 0.19220344722270966, 1.4162179231643677, 0.3366905748844147, -1.5690598487854004, -1.121407151222229, -1.8757655620574951, -0.5041033625602722, 0.4095098376274109, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5278083682060242, 0.4501667618751526, 0.40948837995529175, -0.4899275302886963, -0.04000009968876839, -0.39143967628479004, 1.6616750955581665, 1.385604739189148, 1.875861406326294, -0.5278418064117432, 0.3229767382144928, 1.8250592947006226, 0.9830389022827148, 1.9176297187805176, -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
[ 0.24596218764781952, -0.3611140549182892, -0.9345361590385437, 1.222069263458252, 1.184617042541504, -0.18119509518146515, -0.6499727964401245, -0.7194787859916687, -0.7628297805786133, -1.6732041835784912, 2.2380905151367188, -1.4564932584762573, -0.349713534116745, -0.9492379426956177, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2710699737071991, 0.3293376564979553, 0.348836213350296, -0.011089565232396126, -1.3127968311309814, 0.46480879187583923, 0.048241958022117615, 0.6878851056098938, -0.25327515602111816, -1.012837290763855, -1.0287508964538574, 0.7722330689430237, -0.533643901348114, 0.5924780368804932, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2656991481781006, 0.4576191306114197, 0.43821558356285095, -0.8495960235595703, -0.5154838562011719, -0.7483235597610474, -0.040986571460962296, 0.9216217398643494, 0.051190026104450226, 0.7402192950248718, 1.019660234451294, 0.16749846935272217, -0.09435181319713593, 0.48730409145355225...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.31367719173431396, -0.4845702648162842, -0.31106168031692505, 0.9274972081184387, 1.2803828716278076, 0.6433358788490295, 0.9964343309402466, -1.1817584037780762, 0.28854185342788696, 1.574920415878296, 0.9706979990005493, 2.3637313842773438, -0.6783437728881836, -0.5472553968429565, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.29258355498313904, 1.5887529850006104, 2.360243082046509, 0.153837189078331, 0.7048928737640381, 0.026209533214569092, 0.7867947816848755, -0.5028961300849915, 0.08398102223873138, 1.1327321529388428, -1.3966946601867676, -0.13836002349853516, 1.4052938222885132, -0.9234464168548584, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4090603590011597, 0.5433180928230286, 0.4792482554912567, -1.711525321006775, -0.7392648458480835, 0.4246256351470947, 0.5668897032737732, 0.7420399785041809, 0.6202487945556641, 0.06428121775388718, 0.6365476846694946, 0.2984760105609894, 0.8403876423835754, 0.6217402815818787, -1.284...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.0007640882395207882, -0.9812397360801697, 0.8853862285614014, 0.5422555804252625, 0.38918039202690125, 0.3359823226928711, -1.2765085697174072, 0.9989299774169922, 0.433474600315094, -1.4466123580932617, 0.15083757042884827, -0.27677619457244873, -1.3534724712371826, 0.975098192691803, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5917903780937195, 1.0314528942108154, 1.2964831590652466, -0.9352493286132812, 0.2621268332004547, -0.8319844603538513, -0.10570460557937622, -1.2793155908584595, -1.638333797454834, -0.7937778234481812, 0.09727919846773148, 2.9525885581970215, -2.0336549282073975, 0.2885873317718506, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.6951611042022705, -0.21981801092624664, -0.3753584623336792, 1.2698506116867065, 0.5194621682167053, 0.7579041123390198, 0.3859681785106659, -0.06457635015249252, -0.6089714765548706, -0.3025306165218353, -0.8474107980728149, -0.4514417350292206, -0.22363358736038208, 0.6191353797912598...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7828487157821655, 0.9920796155929565, -0.6330956816673279, 0.3322581946849823, -0.7848043441772461, 0.9312371015548706, 0.01711500994861126, 0.6962705254554749, -0.030985027551651, 0.6260054707527161, -0.17434647679328918, 1.3445167541503906, -0.23172257840633392, -1.5568549633026123, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.34477698802948, 0.4563289284706116, -0.43878373503685, -1.3744776248931885, 1.6672683954238892, -2.1889278888702393, 1.378973126411438, -1.616352915763855, -1.0919959545135498, 0.5992781519889832, -1.6432571411132812, -1.3387984037399292, 0.209836944937706, 0.6341753602027893, -1.0340...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5673172473907471, -0.1369723379611969, -0.3111042082309723, -0.604203462600708, 0.7514029145240784, -1.2217110395431519, 0.5185909867286682, -0.7307552695274353, 0.21465860307216644, -0.6612521409988403, 2.2326858043670654, 0.8924509882926941, 1.4451953172683716, 0.2364979386329651, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4412756562232971, -0.2993934154510498, 0.6924641728401184, -0.8889091610908508, 0.3170444965362549, 0.08287689089775085, 2.1397626399993896, 0.3677027225494385, -0.7149245738983154, 1.483588457107544, -0.8902620673179626, -0.12329114228487015, -3.3834917545318604, -0.32004308700561523, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5653602480888367, 0.19020389020442963, 0.26305508613586426, 0.8538534045219421, 1.0645983219146729, 1.097905158996582, 0.8252125978469849, -0.4692862331867218, 0.08250654488801956, 1.2009221315383911, -0.5066155791282654, 0.45119455456733704, 0.06736906617879868, -0.006708825938403606, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1175602525472641, 0.15527977049350739, -0.928317666053772, -0.5041391253471375, 0.7830645442008972, 0.5082829594612122, -0.6573051810264587, 0.47127214074134827, 0.10379349440336227, -0.40812423825263977, -0.18261057138442993, -1.5185353755950928, -0.38200753927230835, -0.310697615146636...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4855334758758545, -0.9394823908805847, -0.15819378197193146, 1.729133129119873, -1.5098497867584229, -1.41970694065094, -0.16093531250953674, -0.4202299416065216, -0.9849148392677307, 0.6320075988769531, -0.0684816837310791, 1.351341724395752, -0.7721431255340576, 1.5459773540496826, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.838576078414917, 0.7366350293159485, -2.0388033390045166, -0.4622400104999542, 0.22033274173736572, -0.7868021726608276, -1.9900709390640259, -1.0351033210754395, -0.8198042511940002, -0.3565860092639923, -0.904558539390564, -1.2056770324707031, -0.049423400312662125, 0.15762823820114136...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6039974689483643, 0.2437523901462555, 0.7260035872459412, -1.3444617986679077, 1.3963204622268677, -0.050068918615579605, 0.8954231142997742, -0.2701510787010193, 0.9284566044807434, 1.9139350652694702, 1.9536983966827393, 0.10435332357883453, 0.9384778738021851, -0.2396755814552307, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3929131031036377, -0.06744962930679321, -1.2656614780426025, 0.25780725479125977, 0.7024993896484375, 0.560198962688446, -1.1264857053756714, 0.6073855757713318, -0.4545481503009796, 1.2669683694839478, 0.9622495770454407, 0.1664884090423584, 0.08351851254701614, -0.9259675145149231, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3437657952308655, -0.46722742915153503, 0.5932101607322693, 0.3083421289920807, -0.3787277638912201, 1.1414576768875122, -0.24338310956954956, -0.13753093779087067, -0.7960779666900635, -0.7069959044456482, 0.9907049536705017, -0.0714188739657402, 0.4052823781967163, -1.0581687688827515,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.601110816001892, 0.5639604330062866, -1.3443493843078613, -1.9211561679840088, 0.8584579825401306, -0.553763210773468, -0.7970890402793884, -1.4466032981872559, 1.2673004865646362, 0.9631735682487488, 0.7943352460861206, -0.3689376413822174, -0.19984610378742218, -0.41670146584510803, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2678276300430298, -1.1639736890792847, -1.3211302757263184, 0.5393993854522705, 0.35293614864349365, -0.8699333667755127, -0.9657549262046814, 2.97940731048584, -0.9420934319496155, 0.5700126886367798, -0.04650750756263733, 0.830348014831543, 0.19102120399475098, -0.6258561015129089, 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
[ -0.6488164067268372, 0.8511170744895935, 0.985438346862793, -1.2240052223205566, 0.2709449529647827, -0.8438898921012878, -2.4466333389282227, 0.40222081542015076, -0.05283905565738678, 0.3801622688770294, -0.1735178828239441, -1.1837480068206787, -0.7131609916687012, -0.4954204857349396, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.555686593055725, -0.6155266761779785, 1.0976622104644775, -0.31538739800453186, 0.7633828520774841, 1.633278489112854, 0.6736441254615784, 0.5515937805175781, -0.4398278295993805, 1.597684621810913, 0.23498179018497467, 1.1588668823242188, 1.0574945211410522, 0.7937537431716919, -1.57...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0553354024887085, -1.1372981071472168, 0.789280891418457, -0.7496143579483032, -0.02223174087703228, -0.03554518520832062, 0.9958832263946533, -0.019424861297011375, 0.4913550317287445, 0.8851214051246643, -1.2943947315216064, -1.1939867734909058, -0.21814608573913574, -0.039165720343589...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1726362705230713, -1.6909089088439941, 0.03685607761144638, -1.0725313425064087, -0.05570429936051369, 0.5150072574615479, -0.25552481412887573, -0.7566713094711304, -0.1117987260222435, -0.6300498247146606, -1.383929967880249, 0.9304935932159424, 0.4652719497680664, 0.01680218242108822...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5821368098258972, -0.6109553575515747, -1.1439138650894165, -0.9882528781890869, 0.4646011292934418, 0.41165798902511597, 0.23966707289218903, -0.4330754578113556, 0.9866797924041748, 0.526404619216919, -0.12689346075057983, 1.733048915863037, 0.5041567087173462, 1.2428849935531616, -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
[ -1.2390172481536865, 0.08739522099494934, 0.7193288803100586, 0.4410887360572815, 0.6467331051826477, -0.5757341980934143, 1.035017490386963, -0.7744789719581604, -0.35081541538238525, 0.06523307412862778, -0.39740949869155884, -1.0816746950149536, -0.14013975858688354, -0.7784393429756165...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5546901822090149, -1.0089012384414673, 0.2602616250514984, -0.6122129559516907, -0.20692171156406403, 0.49622300267219543, -0.9218201041221619, 0.6153519153594971, 0.5866235494613647, -1.1102091073989868, -1.3238192796707153, 0.8907896876335144, 0.5127270221710205, 0.6136221289634705, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4437123537063599, 0.264427125453949, -1.154477834701538, 1.4507842063903809, 0.7457479238510132, 2.2398064136505127, 1.6086366176605225, -1.110855221748352, -0.3698897957801819, -1.2713977098464966, -0.17743156850337982, -2.262685537338257, 0.7652252912521362, -0.41603556275367737, 0.0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11460606008768082, -1.0829120874404907, -0.7953380942344666, 1.613326072692871, 0.6106970310211182, 1.4168559312820435, -0.4482410252094269, 1.7957781553268433, -1.9505387544631958, -0.874847948551178, 2.4827163219451904, -0.8400329947471619, -0.21999602019786835, 0.14696811139583588, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1399116814136505, -0.9957156777381897, -0.1792929321527481, 0.13776695728302002, -1.0061469078063965, -1.172179937362671, -0.9667472243309021, 1.1916272640228271, 0.12792661786079407, 3.0729286670684814, 0.652606189250946, -0.13406074047088623, 0.1529616415500641, 0.6595357060432434, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7660752534866333, -0.31356626749038696, 0.7656778693199158, 0.03742384910583496, -0.029365822672843933, 0.5922509431838989, 0.03389894962310791, -0.15652203559875488, -1.542086124420166, 0.8748382925987244, -0.5825406312942505, 0.7737652063369751, 0.6923360824584961, 0.9537376761436462, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1318362951278687, -1.2319897413253784, 0.5251835584640503, 0.7764211297035217, 1.7173759937286377, 0.02994908019900322, 0.46121829748153687, -0.8568274974822998, 0.07658787071704865, 0.36408093571662903, 1.3192038536071777, -0.9878685474395752, 0.6545896530151367, 0.9068560004234314, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2905876636505127, -0.2270638793706894, 1.4014053344726562, -2.049118995666504, 1.4037569761276245, 0.1638961136341095, -1.313376545906067, -1.634063959121704, -0.9845619201660156, -0.17292197048664093, 0.2408147007226944, 0.516057550907135, -0.6913192868232727, -0.6933903694152832, 1.1...
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
[ 0.3314976990222931, 0.447004497051239, -0.2649362087249756, 0.7485434412956238, -0.42754021286964417, 0.7215876579284668, -1.0209654569625854, 0.15711326897144318, -2.337372064590454, 0.5053508281707764, 1.1182702779769897, -1.7512829303741455, -0.5012529492378235, 0.14123328030109406, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.31892552971839905, -0.538544774055481, -0.49372735619544983, -0.5742810368537903, 1.909515380859375, -0.804495632648468, 0.1645084023475647, 1.4308093786239624, -2.2040998935699463, 1.6228936910629272, -0.05556100234389305, -1.0395029783248901, 0.9003348350524902, -0.3731021285057068, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5512800812721252, 0.9466590285301208, 1.5798684358596802, 0.5121368765830994, 1.4411700963974, -0.16929008066654205, 0.7508556842803955, -1.843552827835083, 0.6265019774436951, -1.305898666381836, 1.1691206693649292, -0.04549959674477577, -0.628611147403717, 0.7614143490791321, 0.8347...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3968719244003296, -0.36797016859054565, 0.2750699520111084, -0.7347788214683533, -0.7653844356536865, -1.2309436798095703, -0.08920345455408096, 0.8446950912475586, -0.73213791847229, -1.5134639739990234, -1.1117804050445557, -0.5642746686935425, -0.4948895573616028, 0.3154492676258087, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4077058732509613, 1.0293020009994507, -0.13336089253425598, 0.9471697211265564, -0.08732569962739944, 0.7904453277587891, 0.8570603728294373, -0.5653483271598816, -0.5875205993652344, -1.5803048610687256, 0.2853720784187317, -0.2636159658432007, 0.012078585103154182, 0.453083336353302, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.04351365193724632, 0.04054746776819229, -0.22058942914009094, -1.0962162017822266, 0.013468677178025246, -0.569190502166748, -0.974036693572998, 0.09162203967571259, -0.13802801072597504, -0.5942396521568298, -0.32799825072288513, 0.8004372715950012, -0.3235553503036499, 0.4009619653224...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2105082273483276, 0.37871959805488586, 1.8419212102890015, 0.4974956810474396, -0.018305020406842232, 0.3732164800167084, -1.0908535718917847, 0.32637694478034973, 0.21032750606536865, -0.41111811995506287, -1.560922622680664, 0.43588367104530334, 0.20660144090652466, -0.0200832448899745...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7657739520072937, 0.9024813175201416, 2.2596776485443115, -0.01071160938590765, 0.15556856989860535, -0.011991549283266068, -0.2343929409980774, 0.29533398151397705, 0.3157755136489868, -0.34195443987846375, -0.1369975209236145, -0.33604100346565247, -0.9179136753082275, -0.783711254596...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.11754637211561203, 0.2321215271949768, 1.2655088901519775, 0.6036944389343262, -0.4391179084777832, -0.30522486567497253, 0.6147443652153015, -0.8579141497612, -1.9805641174316406, 0.25174403190612793, -0.6531215906143188, -0.4140675365924835, -1.4287827014923096, -0.13989531993865967, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11942514777183533, 1.1359927654266357, 0.5744264125823975, -0.010032705962657928, 1.0351874828338623, 0.37067362666130066, -0.6847325563430786, 0.4613865315914154, -0.39882248640060425, 0.5649348497390747, 0.37536123394966125, 0.6602829694747925, -0.2131556272506714, -0.3884497284889221...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6533419489860535, 1.8253796100616455, -0.7556535005569458, 0.19982677698135376, 0.3777640759944916, -0.5899653434753418, -0.09177619963884354, 0.834041178226471, 0.6161748170852661, 1.7881642580032349, 0.47912144660949707, 0.10275029391050339, 1.1461451053619385, -0.4081425368785858, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.0913952887058258, 1.3968967199325562, -1.0563297271728516, 3.0974020957946777, -0.8732613921165466, 0.900952935218811, 1.0955853462219238, 0.5333383083343506, 0.8385761976242065, 0.29940640926361084, -0.5213495492935181, -0.6652504801750183, -0.18319819867610931, 0.2244950830936432, -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
[ -0.009191613644361496, 0.8194020986557007, 0.33149561285972595, -1.5184516906738281, 0.7838448286056519, 0.3302447497844696, 0.4009191393852234, -0.21006682515144348, -0.5916469693183899, -0.5358381271362305, 0.6711175441741943, 0.45683178305625916, -0.8337074518203735, -1.3415755033493042...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.0389883518218994, -0.28159216046333313, 0.47088927030563354, 0.20568488538265228, -0.6249355673789978, 0.44696155190467834, 1.3834654092788696, 1.7902458906173706, 1.0485107898712158, 0.609573483467102, 0.4707478880882263, 0.8796603083610535, -2.0940239429473877, -0.09097447246313095, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4604560136795044, -0.4452963173389435, 0.2754445970058441, -0.6318837404251099, -0.7619667053222656, 0.770571768283844, 0.6324548125267029, 0.6278493404388428, 0.04533546417951584, -0.22857606410980225, 1.5385010242462158, -1.091559886932373, 0.6076832413673401, -2.6469106674194336, -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
[ -0.9450305104255676, -2.111389636993408, -0.935185432434082, -0.07055189460515976, 0.5944027304649353, 0.6350557804107666, 2.482597827911377, 0.8926498293876648, 0.15188415348529816, -1.1635502576828003, -0.3441774845123291, 0.2861652374267578, -0.21636752784252167, 0.4786723256111145, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3706626892089844, -2.2691731452941895, 0.5938020944595337, -1.234009027481079, 0.37297648191452026, 1.8255202770233154, 0.32219386100769043, -1.6344923973083496, 1.4366250038146973, 0.8286115527153015, 0.11359201371669769, -1.0264606475830078, -0.8735652565956116, 0.2822640538215637, 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
[ 0.4840747117996216, 1.1561661958694458, -0.6608401536941528, -0.6307516694068909, -0.43626052141189575, 1.2131599187850952, -0.726297914981842, -0.6750921607017517, -0.5725507140159607, 0.29863956570625305, -0.8024091720581055, -0.7499844431877136, -0.739898145198822, 0.27842146158218384, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0714322105050087, -1.1948180198669434, 1.3360401391983032, -0.06555334478616714, -0.06586316972970963, 1.1231813430786133, 0.41283220052719116, 0.3792148530483246, 1.6865065097808838, -0.16185419261455536, -0.3536350131034851, -1.1349929571151733, -0.685313880443573, -0.6946343779563904...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8871347308158875, 0.46242937445640564, 0.23904329538345337, 1.667056679725647, -0.7625126838684082, -0.1899062544107437, -0.2673494517803192, 0.09214182198047638, 0.8767184019088745, 0.27069830894470215, -0.4869823753833771, 0.8296797871589661, -0.1689469963312149, -0.5196720957756042, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2571218013763428, 0.8186187148094177, -0.06267736852169037, 0.44934383034706116, 1.2003874778747559, 0.27061131596565247, -0.5061889886856079, -0.733944833278656, 0.31960952281951904, 0.4033788740634918, 0.7853693962097168, 0.6101121306419373, -0.3774489164352417, -1.0627672672271729, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5975886583328247, 0.6961919665336609, 0.830316424369812, 1.7131508588790894, -1.165329933166504, -0.03051838092505932, 0.45814916491508484, 1.5078374147415161, -0.06012490764260292, -0.014692403376102448, 0.061397574841976166, -0.3386636972427368, -1.5374521017074585, -1.0369045734405518...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.39372891187667847, -1.8526042699813843, 0.0557442381978035, 1.6676933765411377, 1.4633593559265137, 1.610899567604065, 2.3802099227905273, -0.7222205400466919, 0.5857435464859009, 0.8349255323410034, 0.008054164238274097, 0.7905402183532715, 0.6008626222610474, 0.08954112976789474, 1.4...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6514185667037964, 0.5288064479827881, 0.3229225277900696, -0.7758948802947998, 0.0692414939403534, -1.333417296409607, 1.1341006755828857, -0.8524689674377441, 0.4655739665031433, 0.09551793336868286, 1.5825635194778442, -0.4745362401008606, -1.2963045835494995, -0.6539287567138672, 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
[ -0.16240184009075165, 0.6323252320289612, 1.3575884103775024, 0.428031325340271, 0.34168481826782227, 0.8615837097167969, 0.010031777434051037, 2.6243488788604736, -0.12277427315711975, 0.8890950083732605, 0.7033312916755676, -0.8210612535476685, 1.0690929889678955, 0.33368319272994995, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6071518659591675, -0.7301534414291382, -0.7277805209159851, -1.3243303298950195, 1.7738882303237915, -2.356653928756714, 0.8814702033996582, -1.7215440273284912, 0.6573446393013, 1.1364161968231201, 1.1365104913711548, -0.14343097805976868, -0.9522860646247864, -0.3241569399833679, 2.1...
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
[ 0.15765909850597382, 0.49512946605682373, 1.4118785858154297, -1.0535584688186646, -0.36778533458709717, -0.508452832698822, -0.623240053653717, 0.7373205423355103, -0.36411604285240173, -1.3832284212112427, 1.1077401638031006, 0.5741927623748779, 0.5846198797225952, 0.35832273960113525, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.609859824180603, 0.8922488689422607, 0.8533867597579956, 0.8142414093017578, 1.1952745914459229, 0.22708526253700256, -0.14073054492473602, -0.613411545753479, -0.266716331243515, -0.2502017617225647, -1.0823858976364136, -0.23829162120819092, 2.0754168033599854, 0.3540288507938385, -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
[ 0.4543168544769287, 0.4060317575931549, 0.46510204672813416, 2.116370439529419, 0.7979658246040344, 0.5901073217391968, 0.14011527597904205, -0.35537639260292053, 0.9028328061103821, 1.7189117670059204, -0.22876761853694916, -0.09025438129901886, 1.0260299444198608, -1.4941692352294922, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.03822769969701767, 1.1080262660980225, -1.1879740953445435, 0.014497724361717701, 0.4452497661113739, -0.19173145294189453, -0.8906547427177429, -1.0876668691635132, 0.37730374932289124, 0.19163675606250763, 0.3897037208080292, 0.8690212368965149, -0.5205647945404053, 0.4414373636245727...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.385158658027649, 1.1342860460281372, 2.4366188049316406, -1.2439578771591187, 2.129199504852295, -0.7069381475448608, -0.6222245097160339, 0.5597735643386841, -1.8225178718566895, -0.9678118228912354, -0.45047640800476074, -0.7998005151748657, -0.9609951972961426, -0.02910672314465046, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.964424729347229, -0.1477748453617096, -0.4515726864337921, -0.006495906040072441, 0.3068719506263733, -0.022698882967233658, -0.1804867684841156, -0.1790657639503479, -1.9018067121505737, -0.13914640247821808, 0.9821443557739258, 0.8282316327095032, 0.7008431553840637, 0.362615257501602...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2506400346755981, 1.6676534414291382, 0.7667552828788757, 0.8135709166526794, 1.611355185508728, -0.5386570692062378, 0.11801841109991074, 0.18456824123859406, 1.352986454963684, 0.10983463376760483, 0.6131986379623413, 0.3364211320877075, -0.9727831482887268, 0.2407267689704895, -0.6...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.16368670761585236, -0.7148832678794861, -0.25113430619239807, 1.8272356986999512, -0.0720142051577568, 0.3187340199947357, 1.458331823348999, -0.16417774558067322, -0.4951879382133484, 0.14025162160396576, 1.2550115585327148, 0.5427150726318359, 0.38851362466812134, 0.4992716610431671, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.05772425979375839, 0.5998674035072327, 0.004720322787761688, 0.4398776590824127, 1.0629457235336304, -0.1264066994190216, -0.5763570070266724, -0.49624478816986084, -0.2162608504295349, -0.05950960889458656, -0.7205091714859009, -1.3737378120422363, -0.11278015375137329, 1.9637203216552...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.056183099746704, 0.943299412727356, 0.219110369682312, 0.8644675612449646, 0.1539110243320465, -1.1275373697280884, -0.6627610921859741, 0.5173486471176147, -1.8829431533813477, 0.34137168526649475, -1.0547682046890259, 0.7951799631118774, -0.3022792339324951, -0.6488916277885437, -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
[ -1.0247480869293213, -0.11429372429847717, -1.0262614488601685, -0.9418259263038635, -0.21951539814472198, 0.014718159101903439, 0.45360642671585083, -0.36610326170921326, -0.26847243309020996, -1.6835317611694336, 0.8183785676956177, 2.287862539291382, -0.7045499086380005, -1.050480604171...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2811945676803589, 1.19050133228302, 0.10016106814146042, -0.6315503120422363, 0.39937227964401245, -1.6127732992172241, -0.6840872764587402, 0.20901639759540558, 0.33058759570121765, -0.8868608474731445, 0.9701122641563416, -0.08440655469894409, -1.4735174179077148, 1.3984023332595825, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.4747118949890137, 0.23814177513122559, 1.0168794393539429, -0.614556610584259, 0.7637279629707336, -1.2245497703552246, -0.28903597593307495, -1.039510726928711, 0.53268963098526, 1.1347541809082031, 1.6963694095611572, -1.1798717975616455, -0.37548723816871643, 0.08657975494861603, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.0664290338754654, 1.4494662284851074, 1.5904791355133057, -0.5286892652511597, 0.9133113622665405, -0.5996418595314026, -1.6732208728790283, -0.6855142116546631, -0.08589698374271393, 1.9358471632003784, 0.6941463947296143, -0.336866557598114, -0.8245962262153625, -0.17253878712654114, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8611588478088379, -0.15534833073616028, -0.8748503923416138, -1.6953717470169067, 0.9215224385261536, 1.4548249244689941, 0.01819237507879734, 1.2046948671340942, 1.1287744045257568, 0.7554076910018921, 0.08498871326446533, -0.12653562426567078, -0.7622772455215454, -0.990608811378479, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2407150268554688, -1.4548089504241943, 0.37620070576667786, 0.04576164856553078, 0.6723544597625732, 0.2008836716413498, -0.06458107382059097, -0.9250281453132629, 0.3834074139595032, -1.6479508876800537, 1.173342227935791, 0.20090803503990173, -1.1120611429214478, -1.1665393114089966, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.12194137275218964, -0.6221859455108643, -0.8512687683105469, -0.4810284674167633, -0.4068981111049652, 1.5734364986419678, 0.43526771664619446, -0.5256372690200806, 0.4790460169315338, 0.8965904712677002, -0.2741764485836029, 0.5633006691932678, -0.39745962619781494, 0.021609045565128326...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8005725145339966, -0.4442749321460724, 0.2168205976486206, -0.12450616806745529, -1.7850377559661865, -0.8597060441970825, 0.012414502911269665, -0.49935030937194824, 0.2736895978450775, -2.4051647186279297, 0.4189029633998871, -0.3825138211250305, -2.0559186935424805, 1.090202093124389...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9136868119239807, 0.12370704114437103, -0.6634986996650696, -0.8933403491973877, 0.37746331095695496, 0.488193154335022, -0.055643144994974136, 1.692449927330017, 0.3230501413345337, 0.4461078941822052, 1.2566430568695068, 0.7372412085533142, 0.21043100953102112, -2.489934206008911, 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
[ -1.2283744812011719, 2.014003276824951, 0.5309664607048035, -1.350632905960083, 2.309694766998291, -0.7162457704544067, 2.2940828800201416, 0.8860579133033752, 0.49479225277900696, 1.42462158203125, 0.14076487720012665, -0.8253989219665527, -0.5716184973716736, 0.2689845860004425, -1.223...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6885532736778259, 1.5865132808685303, 2.3793208599090576, -0.06046555936336517, -1.576485514640808, 0.7779096961021423, -1.0350379943847656, 0.11285073310136795, -0.340939998626709, -0.2824600338935852, -0.36659613251686096, 1.0951091051101685, -0.4061434864997864, -1.0884078741073608, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1375216245651245, -1.7163054943084717, 0.09645991027355194, 1.3799186944961548, -0.5770714282989502, -0.9141615629196167, 0.2725553512573242, 1.1274478435516357, -0.552973747253418, -0.21997448801994324, 0.08492062240839005, 1.2532812356948853, 1.2258564233779907, 1.1726033687591553, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7934907674789429, 1.201519250869751, 0.15575988590717316, -1.3007197380065918, 0.30060938000679016, 0.6475176811218262, -0.7918538451194763, -0.20187269151210785, 0.17930012941360474, -1.5493696928024292, 0.2582721710205078, 1.7410492897033691, -1.4746495485305786, -0.04178549349308014,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.46504780650138855, 1.2241969108581543, 0.5660626888275146, 0.15220040082931519, 1.8741421699523926, 1.3177486658096313, 1.0677865743637085, 1.015999674797058, -0.330180823802948, 0.49583032727241516, 0.9267109632492065, 0.4437008202075958, -1.1785792112350464, -0.5288152098655701, -1.0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.32878589630126953, -0.3912193477153778, 1.4951034784317017, 0.25450077652931213, 0.032884903252124786, 1.794665813446045, -0.06544927507638931, -0.06699386239051819, -0.004029486794024706, -0.8645247220993042, -1.4175915718078613, 1.7965281009674072, 0.5153940320014954, -0.2994036376476...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4198031425476074, -0.44974544644355774, -0.4742783308029175, -0.8041167259216309, -0.4832307696342468, -0.8536141514778137, 0.04462669417262077, 1.0548572540283203, 1.6938999891281128, -1.6252719163894653, 1.9527721405029297, 0.27521198987960815, 0.2831146717071533, -1.8310422897338867, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5745206475257874, 0.897594153881073, -0.3022021949291229, -0.2905942499637604, 0.7061022520065308, 1.172889232635498, -0.045492276549339294, -0.1950831115245819, 0.29824939370155334, -0.2725469470024109, 0.7253326773643494, 1.5697121620178223, -0.5428839921951294, 1.2115185260772705, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.004574163816869259, 1.670053482055664, -1.4454416036605835, 1.1647796630859375, -0.032291244715452194, 0.5782991647720337, -0.6966768503189087, -0.9143483638763428, -0.2904973328113556, -1.1459729671478271, -0.14351385831832886, -1.905324101448059, 0.056672103703022, -0.558332622051239,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.12918303906917572, -0.6477432250976562, -0.1218971386551857, 0.7390620708465576, 0.3469560742378235, 1.1074738502502441, 1.2939144372940063, -0.21787047386169434, 0.6489056348800659, -1.520199179649353, -0.2397661954164505, 0.6699214577674866, -1.5238707065582275, 0.2927958071231842, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.12984009087085724, 0.045002248138189316, 1.4141488075256348, 0.13305041193962097, 0.3061540126800537, 1.2972081899642944, -0.6896716952323914, 0.9998133778572083, 1.3577477931976318, -1.0576083660125732, 0.0023143922444432974, -1.3101040124893188, 0.5916938781738281, -0.3204646706581116...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4127726554870605, 0.08435700833797455, -0.5264143347740173, 0.3955806791782379, 0.5119802951812744, -1.421475887298584, 0.48114505410194397, 0.9682980179786682, 0.9703249335289001, 0.1258111596107483, -1.6441538333892822, -0.0005477056256495416, -0.25355806946754456, -0.332913339138031,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.004469843581318855, -0.9054198265075684, -1.6465247869491577, 0.5851761102676392, 0.08312447369098663, 0.03449790179729462, 1.083730936050415, 2.396820068359375, -1.5367010831832886, -0.08403484523296356, -0.8183897137641907, 1.5701029300689697, 1.4078223705291748, 1.611577033996582, 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
[ -0.810310423374176, 1.1929818391799927, -0.4491138160228729, 1.4250494241714478, -0.037478771060705185, 0.5369101166725159, -0.5653975009918213, -0.11468664556741714, -0.5104057192802429, 0.6403616070747375, 0.09837964177131653, -1.444609522819519, -1.7187469005584717, -0.5803475379943848,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6657063364982605, -2.168428659439087, -1.2174750566482544, -0.513209879398346, 0.08792870491743088, 0.8081086277961731, 0.08048389852046967, -0.6810031533241272, -1.1932052373886108, 0.7755167484283447, 0.9735132455825806, -0.5053104758262634, -0.40444955229759216, -0.532888650894165, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.217793807387352, -1.6871005296707153, -1.4005261659622192, -0.034189384430646896, -1.5244824886322021, -0.08916177600622177, -0.03801601380109787, 1.021230936050415, -0.9912781119346619, -1.8252798318862915, 0.7908536791801453, -1.7914857864379883, -1.78678560256958, 0.5412626266479492,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5924988985061646, 0.2927387058734894, 0.05317780748009682, -0.8783104419708252, -0.3530825674533844, -1.2733834981918335, -1.3374865055084229, -0.6671432852745056, 0.5902928709983826, -0.025008512660861015, -0.8979517817497253, 0.09735021740198135, -0.5754560232162476, 1.487118244171142...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis