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[ -0.2665993273258209, -1.0682185888290405, 0.04323825240135193, -1.0182791948318481, 0.10708440095186234, 0.7578868269920349, 1.0555038452148438, 0.2487880140542984, 0.46828892827033997, 2.38962459564209, 1.0922167301177979, 0.2944042682647705, 0.43672335147857666, -0.9607702493667603, -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
[ 0.28799310326576233, 0.4166737198829651, 0.7192521691322327, -0.29270637035369873, -1.2025622129440308, -0.20800186693668365, -0.12960276007652283, 0.5411668419837952, 0.9359191060066223, 1.0604290962219238, -0.8666163086891174, -1.7436786890029907, 0.3795523941516876, -0.6430210471153259,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.937335968017578, 0.347506046295166, -1.1602236032485962, -1.4156218767166138, -2.1992111206054688, -1.683023452758789, -0.6705746650695801, -1.8474444150924683, 0.3859684467315674, 0.6224421262741089, 1.1362577676773071, -1.448677659034729, -0.3139022886753082, 0.2487563043832779, 0.3...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8756227493286133, 1.1608308553695679, 0.2534216344356537, 0.6566197276115417, -1.8809558153152466, -0.3910250961780548, 0.883427083492279, -1.2402935028076172, 0.8157028555870056, 0.37064477801322937, 0.42618173360824585, -0.3358669877052307, 0.655604898929596, 1.2121707201004028, 1.10...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9876171350479126, -0.0230725035071373, 0.8560214638710022, 1.809659719467163, -0.08493088185787201, 0.16860289871692657, -1.8404960632324219, -0.8463042378425598, 0.12659913301467896, 0.8478764891624451, -1.0439013242721558, 0.9155123233795166, -0.9695613980293274, 1.2514262199401855, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7314353585243225, -0.36543160676956177, 0.1217259094119072, -0.3366934657096863, -0.3112221658229828, 0.775566577911377, -0.12221407890319824, -0.6753154993057251, 0.38619089126586914, -0.6643075942993164, -0.7958406805992126, 0.02974861115217209, -0.6163504123687744, -1.1126031875610352...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1391282081604004, 0.5336114168167114, -0.5197260975837708, 0.8453422784805298, 0.3132820427417755, 0.024142248556017876, -0.9211744666099548, 2.5871503353118896, -0.007197014521807432, 0.2642824649810791, -1.2747033834457397, 1.0577808618545532, 0.8244317770004272, -1.8327840566635132, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5968900918960571, -0.8291810750961304, -0.3366667926311493, -1.5019735097885132, 0.24079731106758118, -0.1312071979045868, 0.5998266339302063, -0.12324614077806473, 0.5961220860481262, -0.30469438433647156, 1.4944164752960205, 1.2826969623565674, -0.7903540730476379, -1.4313979148864746...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3477194607257843, -0.381792277097702, 1.3543516397476196, -1.4751001596450806, 0.5888427495956421, -0.17849591374397278, 0.15713579952716827, -0.5202668905258179, -0.07683049142360687, 0.9628725051879883, -0.5106976628303528, -1.4323464632034302, -1.3663349151611328, 0.791606068611145, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6950768232345581, 2.3120198249816895, -0.9398432970046997, -1.2798806428909302, -0.6430163979530334, 0.7117748856544495, -0.6493663191795349, -0.21074381470680237, -0.6957956552505493, -0.24782538414001465, -0.10386752337217331, 1.8148541450500488, -0.48038262128829956, 1.11066997051239...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2133675515651703, 0.6871562600135803, -1.344272255897522, 0.27520763874053955, -0.9227719306945801, -0.5236722826957703, 1.1634165048599243, -0.5051417946815491, -0.854487419128418, -0.9399204850196838, -0.5200589895248413, 1.4637119770050049, 0.19762155413627625, -0.6622069478034973, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.10199484974145889, -0.6355671286582947, -1.5414286851882935, 0.4975122809410095, -0.175794318318367, -0.9034857153892517, 0.8570650219917297, 1.0313632488250732, 0.9125856757164001, 0.15347208082675934, -0.689673125743866, -1.1266180276870728, 0.4107770025730133, -0.9789021611213684, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5689305067062378, -0.3372737765312195, -0.11370130628347397, 0.980481743812561, 0.05761688947677612, 0.3264717161655426, -1.3564858436584473, -1.1849278211593628, -0.04025045782327652, -0.4399166405200958, -1.1078853607177734, -0.680170476436615, 0.3082861006259918, 0.9163810610771179, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.10900520533323288, 0.8173030018806458, -0.1362740844488144, 0.9016934037208557, -0.9756190180778503, -1.0594526529312134, 0.00743402075022459, -0.13535603880882263, -0.9046920537948608, -0.7624816298484802, 1.1511660814285278, -0.09748584777116776, -0.022340184077620506, 0.6571673750877...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3723931312561035, -1.0954604148864746, -0.9521175622940063, -0.921444833278656, 0.09062833338975906, 1.1502923965454102, -1.332080602645874, -1.8487484455108643, -0.5224968194961548, -0.5529694557189941, -0.8160067796707153, -0.3114927411079407, -0.6065225005149841, -0.6728211045265198,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.12339064478874207, -0.8105427026748657, -0.4546113908290863, -0.8440737128257751, -0.2236769199371338, 1.3332875967025757, 0.3454321324825287, 1.0746527910232544, 0.9314872622489929, -0.04084014520049095, 0.40141183137893677, -1.1377809047698975, 1.048717737197876, -1.0777137279510498, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4987712502479553, 0.8115720152854919, 0.625076413154602, 0.053230274468660355, -0.6349759101867676, -0.8224888443946838, -0.593852162361145, 0.7932462692260742, -0.29070740938186646, 0.7870150804519653, -0.46080198884010315, -0.05649866536259651, 1.4631164073944092, -2.0517711639404297, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5680073499679565, -0.7541417479515076, -0.9375004172325134, 0.0875176340341568, -0.23782910406589508, 0.4744735360145569, 0.8032568693161011, -0.14713063836097717, -1.3186695575714111, 1.2115737199783325, -0.30832934379577637, 0.94332355260849, -0.975537896156311, -0.5786628127098083, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.287934273481369, -0.7490856647491455, 1.072087049484253, -0.3369864225387573, 1.2164009809494019, 0.2856033444404602, 0.4605444669723511, 0.46556398272514343, -0.7558569312095642, 0.280677855014801, -0.32895427942276, 0.14514127373695374, 0.4598468840122223, 1.1280022859573364, -0.8863...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1421475112438202, 0.13847273588180542, 0.31519657373428345, 0.5616499185562134, 0.45967069268226624, -0.06521928310394287, -1.641440987586975, 0.3045963644981384, -1.5764576196670532, 0.3318248391151428, 0.7201451063156128, -2.189079999923706, 0.6458932161331177, 1.2992401123046875, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2326405793428421, -3.145339012145996, 1.4905327558517456, 0.13628636300563812, -0.05481516569852829, -1.3756870031356812, -0.7510973811149597, 0.22917857766151428, 0.4255852699279785, -0.14938147366046906, -0.21659332513809204, 0.28772303462028503, -0.6220342516899109, 0.4835487902164459...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.293602705001831, -1.3621529340744019, 1.0997388362884521, 0.8692943453788757, -0.680123507976532, -0.4235548675060272, 0.4172652065753937, 1.832851529121399, -0.07328543812036514, 0.20248892903327942, -0.4453924596309662, -0.19644741714000702, 0.37020376324653625, 0.6797968745231628, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7596936225891113, -1.4646825790405273, -1.281619668006897, -2.544440269470215, 0.8138151168823242, 0.8971511125564575, -1.8077912330627441, -0.5320513844490051, -0.1809593290090561, 1.0358058214187622, -0.8291147351264954, 1.7975105047225952, -1.5777238607406616, -1.6577866077423096, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0688115656375885, 0.18964770436286926, 0.20405317842960358, 0.22271054983139038, 2.034203290939331, 1.1132351160049438, 0.7216063141822815, 0.03698454424738884, -0.04702576994895935, 0.8864299058914185, 0.06438568979501724, -0.0077544935047626495, 0.718059241771698, -0.25669634342193604...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9849750399589539, 0.23745496571063995, 1.4438244104385376, 1.1032202243804932, 0.10917169600725174, 2.488471269607544, -0.5459054112434387, -1.3472908735275269, 1.078971266746521, -0.5082839727401733, 1.3854146003723145, 0.6896798014640808, 0.07427363842725754, 0.6110970973968506, -0.1...
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
[ -1.8718830347061157, -0.1367732286453247, 0.4915083348751068, 0.5294297337532043, -0.48527616262435913, -1.4565494060516357, -2.352602243423462, 2.5594351291656494, 1.4824870824813843, 0.7900418043136597, -1.4796119928359985, -1.1891765594482422, -0.7788019180297852, 1.2098411321640015, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6989590525627136, 1.3152506351470947, 0.9174684286117554, -1.0036559104919434, -0.8010464906692505, 0.7322791814804077, -0.39707186818122864, -1.9741557836532593, 0.42585062980651855, -0.27811625599861145, 0.35837990045547485, 0.0707242339849472, -2.0899791717529297, -1.2461594343185425,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.06986581534147263, -1.3660143613815308, -0.20937657356262207, 0.8088654279708862, 0.39217206835746765, 1.4752819538116455, -1.2306878566741943, 0.44349077343940735, 1.1427526473999023, -0.9023436903953552, 0.7285372018814087, -2.8331596851348877, -0.95911705493927, 0.8669183254241943, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8221492767333984, -1.6411452293395996, -0.8312485218048096, 1.0545241832733154, -0.3648257851600647, -1.201561689376831, -0.792302668094635, 1.4186663627624512, -0.20952782034873962, -0.38838478922843933, 0.2056916058063507, 0.6916223764419556, 0.17171332240104675, 0.4512760043144226, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1122410297393799, -2.3420372009277344, 0.18197789788246155, 0.3434862196445465, 0.006472280248999596, 1.74086332321167, -0.7012419700622559, -1.8016809225082397, -0.8677612543106079, 0.4904942810535431, 1.8716576099395752, -0.0680413693189621, 0.38760343194007874, -1.5207288265228271, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8834491968154907, -0.30246827006340027, -0.6372707486152649, 2.427924871444702, -0.6706880331039429, 0.1974857598543167, -0.7936932444572449, 0.6032655239105225, 1.1459146738052368, -0.24289830029010773, -0.6113566160202026, 1.1415740251541138, -0.8557736277580261, -1.0521433353424072, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9123029708862305, -0.27177414298057556, -0.7796617746353149, 0.6646468043327332, 1.7066041231155396, -0.19437691569328308, 0.023767244070768356, 0.03265448659658432, 2.4058263301849365, 0.32488855719566345, -0.9351804256439209, -0.8964575529098511, -0.14149580895900726, 0.669105589389801...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8585426807403564, 0.20546704530715942, -0.035787664353847504, -0.7080594897270203, 0.7864616513252258, 0.23418639600276947, -0.7175580859184265, -0.8044285774230957, 0.2759055495262146, 0.38656899333000183, -0.802509069442749, -1.5325552225112915, 0.8999195098876953, -0.4801371991634369...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5813203454017639, -0.20581351220607758, 0.18577519059181213, -0.11284862458705902, 0.33367738127708435, -0.7232486605644226, -1.9222159385681152, -1.2721787691116333, -0.7541105151176453, 0.34389352798461914, 0.3921831548213959, 1.3230434656143188, 0.21505247056484222, -0.068042419850826...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.246665596961975, 0.7076238989830017, 0.8471542000770569, 0.8960503935813904, 0.6340527534484863, -0.2717367708683014, -0.5260841250419617, -0.30849966406822205, 0.2736513018608093, -0.18147972226142883, 0.35946622490882874, 0.19302977621555328, -0.1316121369600296, 0.1666150540113449, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.16893818974494934, 0.8298920392990112, -0.3488651216030121, -0.12892675399780273, 0.6559488773345947, 0.013421846553683281, 0.06353509426116943, 0.12614722549915314, -0.2506619393825531, -1.3383080959320068, -0.5663226842880249, -1.918348789215088, -0.09105204790830612, 0.244096949696540...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7809182405471802, -0.36111369729042053, 0.5147026777267456, 0.46688422560691833, -0.25507619976997375, 0.5858631730079651, 0.1322414129972458, -0.5405399203300476, -0.31643229722976685, 0.1853182166814804, 0.2576383650302887, 0.12994888424873352, 0.5548912882804871, 1.1018660068511963, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.32605504989624023, 1.8288713693618774, 0.2515116333961487, -0.8855781555175781, 1.6012537479400635, -1.5415282249450684, -1.1192052364349365, 0.29896560311317444, -0.9303468465805054, 0.3441956043243408, -1.0003247261047363, 0.3697242736816406, -0.754239022731781, 0.40150752663612366, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.099987506866455, 0.9321452975273132, -0.34592488408088684, 0.09876199811697006, -0.43718311190605164, 1.0361658334732056, 0.26464104652404785, -1.5018600225448608, 0.7547248601913452, -0.28897178173065186, 1.4734820127487183, -0.14674347639083862, -0.6104458570480347, 0.5421109199523926,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.26228609681129456, 1.4914966821670532, 0.12449576705694199, 0.7154030799865723, 0.12975561618804932, -0.6348667740821838, 0.3023763597011566, -0.3107874393463135, -1.908455491065979, -0.8288726806640625, 0.21987217664718628, 1.6465847492218018, 0.6702511310577393, 1.6372398138046265, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2327862977981567, 0.9931700825691223, 0.9049631357192993, -0.8538773059844971, -0.5104681849479675, 0.3409547507762909, -0.3248349130153656, 1.6506106853485107, -1.2353994846343994, -0.5118575096130371, -0.5631428360939026, -1.021620750427246, -1.6499918699264526, -1.6750340461730957, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8828220963478088, 1.2763952016830444, -0.5629965662956238, 2.52143931388855, 0.2097959667444229, 0.6534643173217773, -0.39503052830696106, -0.017134608700871468, -0.41341927647590637, 0.3515017032623291, 0.40940380096435547, 0.3813907206058502, 0.9927893280982971, -0.6909932494163513, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1488131582736969, -1.4378821849822998, 0.9696670770645142, 0.15478794276714325, 0.005547011271119118, 0.5102729797363281, -0.6636617183685303, -1.0077265501022339, 0.09134510159492493, 0.42020297050476074, -0.4838768541812897, -0.043956998735666275, -0.1502998173236847, -1.46633398532867...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2873974144458771, 0.40356573462486267, -0.6386816501617432, 0.7757066488265991, -1.2541732788085938, 0.2342350035905838, 0.9105671048164368, -1.2779210805892944, 0.4455147385597229, -1.6864900588989258, 0.0963260680437088, -0.5589820742607117, 1.2071770429611206, -0.211372971534729, 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
[ -0.15233835577964783, 0.4296433925628662, -1.7430365085601807, 0.7644307613372803, -0.025337230414152145, -1.2247207164764404, -0.5502192378044128, -1.1742140054702759, -0.5691468119621277, 0.13064776360988617, 2.1142163276672363, -0.3402795195579529, 0.2928222715854645, -0.591214120388031...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.25729891657829285, -0.5679108500480652, 0.9832062721252441, -1.6393345594406128, -0.09839624911546707, 1.0847057104110718, 0.06432583183050156, -1.3353749513626099, 1.9309461116790771, -0.8711735010147095, 0.8493579030036926, -0.4264383316040039, -0.2975415289402008, 0.4640803635120392, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.05810848996043205, 0.8597001433372498, 0.27084070444107056, -1.2669110298156738, -0.4877486228942871, -1.4018669128417969, -0.45940980315208435, 0.25047072768211365, 0.6533567309379578, -0.10843410342931747, -0.7264445424079895, 0.11751322448253632, -0.8769795894622803, -1.2175532579421...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08954916149377823, 1.2269140481948853, -0.7091034054756165, -0.783478856086731, -0.28711092472076416, 1.2402422428131104, -0.7356732487678528, 0.7846668362617493, 2.809553861618042, 0.6962398886680603, -0.042191337794065475, 1.3876687288284302, -1.1895785331726074, -0.6717762351036072, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5645654201507568, -1.3174785375595093, 1.5534605979919434, -0.5389161705970764, 0.8725743293762207, -0.05968786031007767, 0.4026387631893158, -1.1478406190872192, -0.6401044726371765, -0.2510606646537781, 0.698572039604187, 1.682728886604309, -0.0915885865688324, 1.411448359489441, -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
[ 1.6862400770187378, -0.7614873647689819, 1.1956126689910889, -2.008178472518921, 0.1688726246356964, 1.2364935874938965, 0.8989762663841248, -0.14153388142585754, -0.6443405151367188, -0.9714766144752502, -0.5907890796661377, -0.5132793188095093, -1.645224928855896, 0.5269123315811157, 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
[ -1.0965864658355713, -0.3670952618122101, 0.46171826124191284, -1.5815626382827759, -0.4767528772354126, 0.7176296710968018, -1.67274010181427, 0.1016135886311531, 1.2325438261032104, -0.21331243216991425, 0.8358511328697205, -0.9121670126914978, -0.5148937702178955, 1.245573878288269, 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
[ -0.36125028133392334, 1.0524373054504395, 0.24175414443016052, 1.241170883178711, -1.3022252321243286, -1.2073851823806763, -0.9711869955062866, -0.07990355789661407, 1.7075321674346924, -0.30757153034210205, -0.1399095356464386, 0.004033784847706556, -0.818986177444458, -0.624955415725708...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9688314199447632, -0.7299239039421082, 1.6400166749954224, 0.26624852418899536, -0.9629412293434143, 1.5868775844573975, 0.5234079957008362, 1.3908847570419312, -0.43747228384017944, 1.1790452003479004, 1.459470510482788, -0.5559685230255127, -1.0864384174346924, 2.159435987472534, -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
[ -1.5293089151382446, 0.9537115693092346, 0.30226364731788635, -1.1306716203689575, -0.2288743257522583, 0.5657861232757568, 0.7887324094772339, 0.03305519372224808, -1.8441640138626099, 0.7329121232032776, 0.11824847012758255, 1.8771766424179077, 1.1967191696166992, -0.24769963324069977, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.16636928915977478, -0.7111935615539551, -0.2416248917579651, 0.5068404078483582, -0.36256131529808044, 1.5975959300994873, -0.744486391544342, 0.6927368640899658, -1.5346425771713257, 0.360039085149765, -0.29712313413619995, 2.1849892139434814, 1.6259021759033203, 1.4729044437408447, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9315190315246582, 1.6523226499557495, 0.9791134595870972, -0.5060285925865173, -0.38530433177948, -0.767473042011261, -0.36895814538002014, -1.5167639255523682, -1.2164332866668701, -0.14530548453330994, 1.2810810804367065, -0.5359421372413635, -0.29668480157852173, -0.7114547491073608,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0322641134262085, 0.9593732953071594, -0.4778495728969574, -0.9715188145637512, -0.7026561498641968, -2.0956966876983643, 0.4320942461490631, -0.8052265644073486, 0.3331136703491211, -1.0226175785064697, -0.7095849514007568, -0.7432393431663513, 0.20729003846645355, 0.33697623014450073, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8791950941085815, -0.4541594684123993, -2.1753101348876953, 0.6278212666511536, -0.12967561185359955, 0.29174885153770447, -0.7404065132141113, -0.6565227508544922, -0.5972100496292114, -0.2222192883491516, 1.3697707653045654, -0.8239801526069641, -0.37664085626602173, 1.0601319074630737...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3760217428207397, 0.3493543267250061, 1.1785764694213867, -1.347658395767212, -2.460221290588379, -1.8024399280548096, -1.3069533109664917, 0.6350995302200317, 0.4201976954936981, -0.023571593686938286, -0.10256201028823853, -1.1614325046539307, 1.1895263195037842, -0.11502585560083389, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.1521337032318115, -0.5932050943374634, -0.6155655980110168, 0.07666583359241486, -0.2667217552661896, -1.2027565240859985, -0.21452930569648743, -0.12459304928779602, 0.14300459623336792, 0.5608547925949097, -0.0153356259688735, -0.2805646061897278, 0.056818801909685135, 0.66818886995315...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4492357969284058, -0.01844870299100876, -0.4036797285079956, -0.332496702671051, 0.7150456309318542, 1.5940237045288086, -0.8199039101600647, 0.3005183935165405, -0.30099791288375854, -0.30994912981987, -0.7682379484176636, -0.7226350903511047, 1.8771010637283325, 0.8270348906517029, 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
[ -1.0207548141479492, 1.1377899646759033, 0.6604049801826477, -0.6956911683082581, -1.3452956676483154, -2.300617218017578, -1.494552731513977, 0.036616161465644836, 0.5069586038589478, -0.8395591974258423, 0.12158435583114624, 1.5737091302871704, -0.2920272648334503, -0.27492469549179077, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5205888152122498, -0.0005319475312717259, 0.1751091480255127, 1.8193742036819458, -1.341896891593933, -0.2685225307941437, -1.8514095544815063, 0.861497700214386, 1.078773856163025, 0.34617289900779724, -0.03956114873290062, 0.3052244186401367, 0.8545930981636047, 0.30091753602027893, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.44426691532135, 0.5248676538467407, 0.02661926858127117, -0.8218603730201721, -1.2745325565338135, -0.09231223911046982, -1.2861930131912231, -0.0951106995344162, 0.521332323551178, 1.280771017074585, -0.17784029245376587, 0.9712281227111816, -1.1671398878097534, 0.04079306498169899, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3485666513442993, 0.2663894593715668, 0.8841438293457031, 1.4859110116958618, 1.3821433782577515, -0.9469151496887207, 0.2770203649997711, 1.5302324295043945, -0.4550892412662506, 0.933543860912323, -0.3810959756374359, 1.0272098779678345, 0.1338869333267212, -0.02982296049594879, -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
[ 0.1944904327392578, -0.7019315361976624, 0.03255718573927879, 0.03262196108698845, -2.2160143852233887, -0.8240259289741516, -0.6076459884643555, 0.5140151977539062, -0.3059766888618469, 0.11631064862012863, -0.8731654286384583, 2.516146183013916, 0.014282063581049442, 0.32791537046432495,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14608195424079895, -2.0120511054992676, 1.2600388526916504, 1.2755051851272583, 0.7759840488433838, -0.4911595582962036, -0.11001011729240417, 0.3374573886394501, -0.2936840057373047, 0.29912856221199036, 0.13154412806034088, -0.2175167053937912, -0.2450944483280182, -0.1242735907435417...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7804677486419678, 0.7418543100357056, 0.4592774212360382, 1.7566514015197754, 0.18315865099430084, -0.9264053702354431, 0.48015880584716797, -0.4928339421749115, -1.4565387964248657, -0.5704957842826843, 0.9281654357910156, 0.5869975686073303, -0.628662109375, 0.19686174392700195, -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
[ -0.7997955679893494, -0.9523696899414062, 0.3305513560771942, 1.1155530214309692, -1.084093451499939, 0.6636601090431213, 2.4446988105773926, 1.2636003494262695, -1.1446762084960938, 0.41039928793907166, -2.10905122756958, 0.9730921387672424, -0.612591564655304, -0.22636070847511292, -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
[ -1.6662026643753052, 0.5565431118011475, 1.4206645488739014, -1.9159702062606812, 1.5261876583099365, -0.2803933620452881, 0.2242477387189865, 0.9904786348342896, -2.0235373973846436, 3.614035129547119, 1.1891318559646606, 0.5146574974060059, 1.4949533939361572, 0.6042773127555847, 1.066...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.02108636125922203, 0.6979658007621765, -2.393968105316162, -0.5058470964431763, 0.5488602519035339, -1.1268736124038696, -0.36995935440063477, -0.24865342676639557, -0.5138230919837952, -0.2730213701725006, -2.1722021102905273, -0.7397089004516602, 0.835581362247467, -1.495206594467163, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8359199166297913, 0.3620845675468445, 0.292995810508728, -0.3943467140197754, -0.8551667332649231, 0.12584367394447327, 0.9582061171531677, 0.02187175862491131, 1.399948000907898, 0.9060304164886475, 1.006515383720398, 1.8443984985351562, -0.9833064079284668, 0.024586858227849007, -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
[ 0.09748629480600357, -1.0401337146759033, 1.2059472799301147, -0.5764237642288208, 0.27235960960388184, 0.4470798075199127, -1.0269864797592163, 0.7041443586349487, -1.494815468788147, 0.23138350248336792, 0.8438730239868164, 1.0089341402053833, -2.625150442123413, -0.5485185980796814, 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
[ 0.9954395294189453, 0.9742001891136169, -0.6515467166900635, 1.4948809146881104, 0.8092700839042664, -1.2126858234405518, 0.3085108697414398, 0.4890027642250061, 1.2638684511184692, 1.204569935798645, -0.6358637809753418, 0.9776918292045593, 1.1508183479309082, -1.7328307628631592, 0.126...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3400055170059204, 0.2661580741405487, 1.3429065942764282, -1.2145963907241821, -0.010270116850733757, -0.19532129168510437, -0.8208408951759338, -0.7503275871276855, 0.23757901787757874, -1.3449965715408325, 1.2360044717788696, 0.9563422799110413, -0.018216261640191078, -0.8730248808860...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0673632621765137, -0.06471512466669083, 0.7184629440307617, -0.035310544073581696, -0.7023270726203918, -1.2908854484558105, 0.45553311705589294, -0.15423597395420074, 0.2296375185251236, 0.5927867293357849, 0.7878875732421875, -0.912049412727356, -0.3610074818134308, 0.7927214503288269,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0688413381576538, -1.0936522483825684, 1.116568922996521, -0.5593738555908203, 1.046303629875183, 0.5152198076248169, 0.1925143152475357, -0.6428036093711853, -0.41006627678871155, -0.8775953650474548, 0.7407594919204712, 1.972935676574707, -1.0350394248962402, -2.34916090965271, -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
[ 1.1515449285507202, -2.768310546875, -0.24808041751384735, -0.5930179953575134, 0.6026906371116638, 0.43713054060935974, -0.28913167119026184, -0.8509334921836853, 1.3876738548278809, -0.39501094818115234, 1.103750467300415, 1.0344985723495483, -0.9530898928642273, -0.5100206136703491, 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
[ 0.0839555487036705, 1.7958405017852783, -0.8741154074668884, -0.9747674465179443, 0.5186184644699097, 1.8998303413391113, 0.6438859105110168, -0.9613767266273499, 3.04555606842041, -0.15903456509113312, -0.6494414210319519, 1.1436201333999634, 1.383405327796936, -1.2869668006896973, 0.18...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.516890525817871, -0.3269859850406647, -1.5412062406539917, 0.5538740754127502, 0.020744269713759422, 0.0332677997648716, 0.27354225516319275, -0.3995507061481476, 1.1469829082489014, -0.2606380879878998, -1.826456069946289, -0.1822720617055893, 1.0022988319396973, 0.6875369548797607, 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
[ 0.363505482673645, 0.4053122401237488, -0.3912397623062134, 0.7354651093482971, -0.5119379758834839, -0.23193900287151337, -1.0582784414291382, 0.2937650680541992, 2.0327847003936768, 0.9195807576179504, 1.4851257801055908, 1.1898494958877563, -0.06076284870505333, -0.040867868810892105, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7014145851135254, -1.0036919116973877, 0.3520001471042633, 0.7619147896766663, 0.5147224068641663, 1.7662837505340576, 0.6710318326950073, 0.8944953680038452, -0.38331323862075806, -0.7356706857681274, 0.865881621837616, -0.8059731125831604, 0.04152678698301315, -0.6082807779312134, 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
[ -0.006252919789403677, 0.8177403211593628, -0.17815640568733215, -0.5303553938865662, 1.0058029890060425, -1.2728644609451294, -1.5865732431411743, 0.36894235014915466, -0.9591253399848938, -0.9521626234054565, -2.2931301593780518, -0.024590134620666504, 1.2595716714859009, 0.0490036569535...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.5111584663391113, -0.14409108459949493, -0.31941384077072144, -0.37518078088760376, 1.406125783920288, 0.34177225828170776, 0.28632426261901855, 1.158692479133606, 0.21012455224990845, 0.1671069860458374, 0.14752209186553955, 0.3612439036369324, 0.27225974202156067, 0.8842720985412598, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7791563868522644, 0.7294057607650757, -0.916279673576355, -1.0504831075668335, -0.48736438155174255, 1.4216948747634888, 0.001497147954069078, 0.4747734069824219, -0.6775736808776855, 0.8011319637298584, -1.398687720298767, 0.6043864488601685, -0.38799038529396057, 1.106566071510315, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.0680861696600914, 2.202483654022217, -0.12409389764070511, 1.8297641277313232, 0.17410089075565338, 0.36165276169776917, 0.7046729922294617, -0.8714871406555176, -0.18147826194763184, 1.0124244689941406, -1.361128330230713, -1.0112179517745972, 0.010979412123560905, 1.721418023109436, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5765593647956848, -0.13398195803165436, 1.4419203996658325, -0.39426082372665405, 0.5762727856636047, 0.5031009316444397, -0.07891111075878143, 0.07277348637580872, 0.9290404915809631, 0.11228139698505402, 0.1691422015428543, -0.06781959533691406, -0.5931132435798645, -0.238655209541320...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.31057077646255493, 0.008393767289817333, -1.0323532819747925, 1.3979525566101074, 2.791710376739502, -0.3556719124317169, 1.2977904081344604, -0.7652536034584045, -1.3599185943603516, -0.8968496918678284, -0.8527166843414307, 2.6895079612731934, -0.3916080594062805, 0.3825577199459076, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.254676342010498, 0.10757322609424591, -0.03438267484307289, 0.9656742215156555, -0.6484457850456238, 0.5779021978378296, -0.08591028302907944, 0.460265189409256, 0.5836117267608643, -0.29796478152275085, 0.7618420124053955, 0.4510837197303772, -1.2393933534622192, -0.3590991795063019, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3867054581642151, 0.6903675198554993, 0.2680695354938507, -1.7316839694976807, -1.7622852325439453, 0.9934628009796143, -1.030041217803955, -0.48679041862487793, 0.0850953757762909, -0.5476765632629395, -0.6640748381614685, -0.4255562424659729, -0.9352139830589294, 1.0697640180587769, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.654299020767212, -1.0449974536895752, 0.4413950741291046, 0.2657201290130615, 0.03315473720431328, 0.8722593784332275, 0.9530460834503174, -1.3481388092041016, 0.5620110034942627, -0.44591718912124634, -0.06352512538433075, 0.4768572449684143, -0.020626086741685867, 0.6869168281555176, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.1321492195129395, 0.09091146290302277, -0.15123838186264038, 0.9537166953086853, 0.5757009983062744, -1.0319048166275024, 1.3069775104522705, -1.335917353630066, 1.5115245580673218, 0.06327440589666367, 0.30354663729667664, -0.7211228609085083, 0.07716788351535797, -2.2665796279907227, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7226639986038208, 0.5780153274536133, 1.1734362840652466, 0.5444307327270508, 0.21353374421596527, -1.140099287033081, 0.7881749272346497, 0.5493424534797668, 0.8722153902053833, 0.8549026250839233, 0.45493531227111816, -1.6897447109222412, 1.3505734205245972, -0.7950704097747803, 0.8...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.951630711555481, 0.16479188203811646, 0.8652558922767639, -1.7872446775436401, -1.3412256240844727, -0.22714447975158691, 1.965435266494751, -0.11162278801202774, -1.1592518091201782, 1.0918813943862915, 1.1935607194900513, -0.8659639954566956, -0.5728442668914795, -1.2416304349899292, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8739182949066162, 1.5651466846466064, -2.559077262878418, -1.2512736320495605, 0.6444865465164185, -1.1222593784332275, -1.4681097269058228, 0.7758219838142395, -0.053449857980012894, -0.20851905643939972, 0.25421077013015747, 0.7644773721694946, 1.3022816181182861, -0.3185003697872162,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0636922121047974, -0.14508327841758728, 1.387317419052124, 0.4843105971813202, 0.26492592692375183, 0.7868591547012329, -1.213231086730957, -1.2988392114639282, -0.09236422926187515, 0.5059598684310913, 0.9343197345733643, -1.1401731967926025, 0.8885790705680847, -0.10735415667295456, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6251685619354248, -0.41432467103004456, -2.4161722660064697, -0.3820541501045227, 0.07822943478822708, -1.4740229845046997, -1.7275316715240479, 1.8736833333969116, -0.4491317570209503, 0.4491718113422394, -0.06773672997951508, -0.13483382761478424, -0.38996782898902893, 0.61046904325485...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.009000301361084, 0.5116990804672241, 0.8000385761260986, -0.03059699945151806, -1.6357940435409546, -1.371399998664856, -0.34388142824172974, 0.4585823118686676, -1.894783616065979, 0.180871844291687, 1.5313862562179565, -0.06674707680940628, 0.035232774913311005, -1.1869471073150635, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.0123369693756104, 0.9573188424110413, -0.453267365694046, -0.9190895557403564, -0.962939441204071, -0.8569605946540833, -0.6321488618850708, -0.008620014414191246, 0.6611853837966919, 0.23815017938613892, -0.5260716080665588, 0.17957159876823425, 1.6374683380126953, 1.6351332664489746, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7309204339981079, 2.0377163887023926, 0.10350995510816574, 0.9370063543319702, -0.7251024842262268, -1.5696659088134766, -0.25801047682762146, 0.24702441692352295, 0.5949187278747559, -0.6745034456253052, 1.1915894746780396, -0.5298888087272644, 0.5439631342887878, -0.4256443679332733, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis