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[ -0.5748039484024048, 0.2970269024372101, 1.9740296602249146, -0.5977411866188049, -0.7725982069969177, 0.42092272639274597, 1.0887326002120972, 1.66241455078125, 1.0521419048309326, -1.0458036661148071, 1.3609466552734375, -0.7278901934623718, -0.3358429968357086, 1.3616375923156738, -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
[ 1.5091967582702637, -2.057543992996216, -0.019475961104035378, -0.9987469911575317, -0.5313611626625061, 1.2064671516418457, 0.8979262709617615, 0.9933924078941345, 1.0471946001052856, -1.6726937294006348, -0.4538017213344574, 0.19537311792373657, -0.12804250419139862, 0.5011669993400574, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2948848009109497, -1.1083489656448364, -0.557153582572937, -0.2832458019256592, -0.054885610938072205, 0.8119538426399231, 0.2180178314447403, 0.3427444398403168, -0.6751261949539185, -0.7874164581298828, 0.5544484257698059, -0.6489641666412354, 0.5046212673187256, -0.9889857769012451, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2596248388290405, 0.2781534492969513, 1.4356186389923096, -0.47696635127067566, -0.7670193314552307, 0.25673940777778625, 1.3173907995224, 0.005477201193571091, -0.7818933725357056, -0.6646090745925903, -0.6697728633880615, -1.3264038562774658, -2.0158848762512207, 2.035590171813965, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9773053526878357, 0.47013938426971436, -0.5606165528297424, -0.31683725118637085, -0.3386898934841156, 0.25730422139167786, -1.331278920173645, -1.5569989681243896, -0.716731607913971, 0.1236947551369667, -0.6075853705406189, 0.7239769101142883, 0.29929494857788086, -1.0308283567428589, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4609593451023102, -1.1264017820358276, -0.16031450033187866, -0.8993503451347351, 0.9762634634971619, 1.5243144035339355, -1.281071424484253, 0.5178076028823853, 2.0441818237304688, 0.4944779574871063, 0.38219180703163147, 0.27070125937461853, 0.15892133116722107, -0.7824923992156982, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3226200342178345, 0.07254496216773987, -1.3640832901000977, 0.7201936841011047, -0.21869266033172607, 0.07981561869382858, -0.107700414955616, -0.3910975754261017, -0.017679918557405472, -0.9188130497932434, -0.29854750633239746, -0.85414719581604, 0.5646243095397949, -1.494374990463256...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5696437358856201, 0.05679040029644966, -1.4102932214736938, 1.5138643980026245, 0.07463212311267853, -0.8303824067115784, 1.1013988256454468, -0.37775254249572754, 0.9607477784156799, -0.6355272531509399, -0.06931189447641373, -1.0557340383529663, -0.9170112609863281, 0.11535942554473877...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9992417693138123, -0.28165289759635925, -0.283267617225647, 1.1590920686721802, 0.11099842935800552, 0.3514532446861267, -0.926246702671051, -0.24782972037792206, -0.7861616611480713, 0.8271623253822327, -0.6093703508377075, -0.5531654357910156, -0.4592849016189575, -0.2987324893474579, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.393953800201416, 1.4853894710540771, -0.13015280663967133, 0.3654671013355255, -1.0314205884933472, -1.2549165487289429, -0.29696279764175415, 1.051834225654602, -0.5501239895820618, 1.925459384918213, -1.1129519939422607, -0.4801256060600281, 1.611296534538269, -0.040460553020238876, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8579896092414856, 1.5477389097213745, -0.1816551238298416, 0.41778066754341125, -0.5683082342147827, 0.3786197900772095, -0.867012619972229, 0.9655436873435974, 0.460162878036499, -0.8415473699569702, 1.6182852983474731, -0.5855571031570435, -0.6186614036560059, 0.05222618207335472, -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
[ 0.8499578237533569, 0.6551170349121094, -0.6567695736885071, -1.055044412612915, -0.48929840326309204, 0.7641766667366028, -0.7188146710395813, -2.349600076675415, 0.911291241645813, -0.8810926079750061, 0.9058387875556946, -0.9299042820930481, -0.013534518890082836, -0.9441766142845154, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5148400068283081, -0.17429232597351074, 0.20059055089950562, 0.700821578502655, -0.9052525758743286, 0.16686677932739258, 0.9104587435722351, 0.27207615971565247, 1.3789466619491577, 0.23048807680606842, -0.5792531967163086, -0.572184681892395, -0.4351995587348938, -1.2080119848251343, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5705174803733826, -1.4165024757385254, 0.5144575834274292, 0.9139581918716431, 0.8640571236610413, -0.3373609185218811, 0.06145073100924492, 0.3178369402885437, -0.9816632270812988, -0.07652489840984344, -0.5028250813484192, 0.5920913219451904, 0.7694464921951294, 1.1939646005630493, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7890326380729675, 0.9066528677940369, 2.039656400680542, 0.3495256006717682, -0.12796229124069214, 1.1256626844406128, -0.49279412627220154, 0.006450285669416189, -0.6785342693328857, 1.275662899017334, -1.8223222494125366, 1.3655890226364136, 0.9244290590286255, -1.8512011766433716, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5251176953315735, -1.3230324983596802, -0.27712759375572205, -0.5497297048568726, -0.16569948196411133, -1.1777949333190918, -0.09009630978107452, -0.900259792804718, -1.2012662887573242, 1.0727243423461914, -0.6757786870002747, -0.3576205372810364, 1.0909135341644287, 1.2200961112976074...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7270697355270386, 0.46156734228134155, -1.4228636026382446, 0.015440392307937145, -0.14357666671276093, 0.4765966832637787, 1.560568928718567, 0.31141936779022217, -1.4522719383239746, 0.7208957076072693, 0.4876634478569031, -1.46613609790802, 1.3825948238372803, 1.835889458656311, 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
[ -0.9056036472320557, 0.7943049073219299, 0.1506403535604477, -0.7983039617538452, 0.37256842851638794, 0.6749817728996277, -0.5617452263832092, -1.0591707229614258, -0.7580453157424927, -1.180233120918274, 0.20026004314422607, -0.004620965104550123, -0.5296459197998047, -0.4958529174327850...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6633356809616089, 0.1711703985929489, 2.006969928741455, 0.0330454520881176, -0.3458699584007263, 0.25915420055389404, 1.8062130212783813, 0.3423192799091339, -1.7615339756011963, -1.6193088293075562, 0.12221226096153259, -0.27304691076278687, 0.32384806871414185, -0.9872816205024719, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.89048832654953, -0.9417862296104431, -0.0792040005326271, 0.9274260997772217, -1.231419563293457, -0.07333345711231232, 0.3654094636440277, -0.03294907137751579, 0.8789345622062683, -1.062888264656067, -0.9306522011756897, 0.09636501967906952, -0.9130157828330994, 1.7173378467559814, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9470241665840149, 0.40386441349983215, 0.17502056062221527, 0.6167389750480652, 0.3864780068397522, 0.19094394147396088, 0.03251484036445618, 1.219306230545044, -1.4047622680664062, -0.011250908486545086, 0.86232590675354, 0.4281271696090698, 0.24472397565841675, 1.141228437423706, 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
[ 0.51592618227005, 0.5608614683151245, -0.1893649697303772, -0.7010778188705444, 1.3543764352798462, 0.7486692667007446, 1.336166501045227, -0.4235333204269409, 0.3323141038417816, -0.03825129196047783, -1.4126969575881958, 0.194004625082016, -1.7884407043457031, 0.4542168378829956, 0.913...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6921359896659851, 2.3944923877716064, 1.534259557723999, 1.9494342803955078, -1.0894851684570312, 1.2573485374450684, -0.5612084865570068, 0.3019242286682129, -0.28266745805740356, 1.347309947013855, 0.20304293930530548, -1.5385745763778687, 1.6944689750671387, -1.23324453830719, -0.41...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.31351161003112793, -1.249597191810608, 0.7634881138801575, -0.45306286215782166, -1.0454272031784058, 0.4653152525424957, 0.940002977848053, -0.025305405259132385, -0.6991389989852905, -0.2971237599849701, -0.12473034113645554, -0.9929033517837524, 0.049501869827508926, 0.274311393499374...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2027159929275513, 2.083254814147949, 0.5209308862686157, 0.12033938616514206, -0.03304964303970337, -0.7564345002174377, 0.2685360908508301, -1.530832290649414, -2.1771867275238037, -1.2334513664245605, 0.0807061493396759, -0.9966672658920288, 0.5168030858039856, -1.1585209369659424, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.13606898486614227, -1.4262032508850098, -0.5582906007766724, -0.711101233959198, -0.6061221957206726, -0.8358713984489441, 0.35279983282089233, 1.5343105792999268, -0.22686102986335754, 1.2009483575820923, -0.07103914767503738, -1.362937331199646, 0.3007449805736542, -1.1755976676940918...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3211759328842163, 0.2181646078824997, 0.9491682648658752, 0.06850550323724747, -1.8199279308319092, 0.29132992029190063, 1.1984249353408813, -1.2986010313034058, -0.6019006371498108, -0.011996588669717312, -1.3052690029144287, 0.692922830581665, -1.11599600315094, -1.1404889822006226, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.24239809811115265, 0.895427405834198, -0.05835791677236557, 1.2973754405975342, -0.4532679617404938, 0.23827889561653137, 0.4796009361743927, -0.7832827568054199, -0.950741171836853, 1.1929012537002563, -0.2752063572406769, 0.8537247180938721, 0.6732872128486633, -0.16551224887371063, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.9846707582473755, -0.27631357312202454, -2.3777618408203125, -0.22014795243740082, 0.8699249029159546, 0.7193248271942139, 1.3743081092834473, -0.4415006637573242, -1.2471596002578735, -0.8378657698631287, -0.7437701225280762, -1.7423826456069946, 0.29984816908836365, -0.8288872838020325...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.34800028800964355, -1.091874122619629, 0.9120618104934692, -0.9158387184143066, 0.37347790598869324, -0.7866684198379517, -0.7092570066452026, -0.24388572573661804, 0.20235034823417664, -0.3485025465488434, -1.278980016708374, -0.4392484426498413, -0.6168472170829773, 0.23464335501194, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.23921623826026917, 0.7967475652694702, 0.2124304324388504, -0.20726731419563293, -0.48262807726860046, -0.507747232913971, -0.9419406056404114, 0.8164849877357483, 0.04196416586637497, 1.8298324346542358, -0.1835854947566986, -0.47699931263923645, -0.1765795648097992, 0.4680629968643188...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.295021653175354, -0.07910802960395813, -0.8880756497383118, -0.3323397636413574, -0.8841571807861328, -0.453512966632843, 0.5897425413131714, 0.8994720578193665, -1.3289910554885864, 0.287431538105011, 0.10005626082420349, -1.5286569595336914, 0.7710219621658325, -0.3341822922229767, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.14890512824058533, 0.9179706573486328, -1.4968148469924927, -0.09789096564054489, 1.0198736190795898, -2.3961949348449707, -1.0815290212631226, 0.9931085705757141, 1.0347076654434204, -0.9712163209915161, -0.7665712237358093, -1.0300313234329224, -0.3611258566379547, -0.3309440314769745,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.008104574866592884, 1.500359058380127, -0.9142007231712341, 0.3033325672149658, 0.08355464786291122, 0.9811825156211853, 1.2005014419555664, -3.116848945617676, 0.20573224127292633, 1.5670418739318848, 1.0900654792785645, 1.1431382894515991, -0.7486836314201355, 0.029582487419247627, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8960474729537964, 0.34812334179878235, -0.7739514112472534, -2.2414169311523438, 0.9783701300621033, 1.6591957807540894, 2.1970932483673096, -0.09726057946681976, -1.0778437852859497, -0.702532947063446, -0.29739484190940857, 0.16194012761116028, -0.30269187688827515, 0.9035184979438782...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3193466663360596, 0.8954640626907349, -1.0266809463500977, -0.8686949610710144, -1.1825639009475708, -0.6872305274009705, 0.17218108475208282, -0.899874210357666, -1.990165114402771, -1.7770110368728638, -0.004509452730417252, 0.4616893231868744, 1.7911734580993652, -0.8085214495658875, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.10628915578126907, 0.5036050081253052, -0.18003708124160767, -1.8830621242523193, -1.109805703163147, -0.8697674870491028, 0.6353680491447449, -1.4837099313735962, 1.6596323251724243, 0.4471273422241211, 1.2507226467132568, -1.7471179962158203, 0.00391676789149642, -1.0927553176879883, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3276927173137665, 1.1897233724594116, -0.8012679219245911, 1.325707197189331, -0.6477063894271851, -0.5682363510131836, -0.7385802268981934, 1.4267624616622925, 0.5298731327056885, 1.7231354713439941, -1.3118664026260376, 1.5508259534835815, 0.8911482095718384, -0.482566773891449, 1.9...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4675557315349579, -2.6180291175842285, -1.0680725574493408, 2.016862154006958, 0.49838024377822876, -2.421374797821045, -0.6685933470726013, 0.10178986936807632, -1.6094311475753784, 0.5083330273628235, 1.739435076713562, 0.6230122447013855, 1.320453405380249, -0.47143375873565674, -1....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.228275775909424, 0.7537484765052795, 0.19511917233467102, -0.2081005573272705, -0.30752721428871155, 0.9990394115447998, -0.7069084644317627, 0.7094423770904541, 0.3392607867717743, -1.8585025072097778, -0.3667665719985962, 1.6687690019607544, -0.5971185564994812, -1.1201322078704834, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5144165754318237, 1.123134970664978, 0.47779154777526855, -0.8732123970985413, 0.4702228605747223, 0.1780199259519577, -1.267149806022644, 0.26447421312332153, 0.2743951678276062, -0.3776509463787079, 1.5472606420516968, 0.6108499765396118, 1.315421223640442, 0.2237480729818344, -0.13...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4238816201686859, 1.033801794052124, -0.3386220932006836, -1.9718056917190552, -0.9253075122833252, 0.09464900195598602, -1.1601125001907349, -0.7786628603935242, 0.07002002000808716, 0.8397514224052429, 0.4766388237476349, -0.29092130064964294, 0.6751627326011658, -1.00492262840271, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4904993772506714, -1.0783764123916626, -0.34624531865119934, 0.7411631941795349, -0.6068525910377502, 1.0499829053878784, -0.13295617699623108, -0.7329465746879578, 0.4576799273490906, 0.16850583255290985, 0.5859394669532776, -0.03166062757372856, -0.4774753153324127, -0.3226069808006286...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7802262902259827, 0.9481779932975769, 1.2215913534164429, 1.7088851928710938, -1.607554316520691, -0.1564899981021881, -1.2945555448532104, 0.9166451692581177, -1.3849856853485107, -0.27463534474372864, 0.33457285165786743, 0.5229524374008179, 0.7619497776031494, 1.6464499235153198, 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
[ -0.6125900745391846, -0.3750269114971161, 1.1397671699523926, -0.02481052465736866, -0.8852458596229553, -0.375728964805603, -0.5213689208030701, -1.9386484622955322, -1.4535411596298218, 1.0853383541107178, 0.8374325037002563, 0.60936039686203, -0.15866415202617645, 1.0308620929718018, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.06972359120845795, 0.8928635716438293, 0.5477831959724426, 0.735998809337616, 0.3192174434661865, -0.7342625856399536, 0.5172039866447449, -1.407727837562561, 2.305579423904419, 2.078023672103882, -1.1755211353302002, -0.9340234994888306, 0.5612987875938416, -0.1559518277645111, -1.482...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7017248868942261, 0.5904426574707031, 0.1437315195798874, 0.41262131929397583, -1.0407896041870117, -1.3355644941329956, -1.7847089767456055, -0.5037922859191895, -1.1465641260147095, -0.8006286025047302, 1.358461618423462, -0.6577133536338806, -1.5000534057617188, 1.269426703453064, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.36938193440437317, -0.07124179601669312, -2.629594326019287, 0.5828016400337219, -0.30761340260505676, -1.5707850456237793, 1.4213379621505737, 2.190162181854248, -0.5796041488647461, -1.1133108139038086, -0.1543678343296051, 0.09978100657463074, 0.25013962388038635, 0.11693015694618225,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9906125068664551, -0.8370205163955688, -0.32821494340896606, 0.583043098449707, 1.9306886196136475, 0.4328937828540802, 0.304254412651062, 0.27640044689178467, 1.4280650615692139, -0.7021663188934326, -1.7088236808776855, -0.8002156615257263, 0.3424541652202606, 0.5842305421829224, -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
[ 0.7715721130371094, 2.107800245285034, 0.5258645415306091, -2.7875754833221436, 2.7195048332214355, 1.1592817306518555, 0.2229166030883789, -0.14974913001060486, -0.10713354498147964, 0.21647819876670837, -1.1724849939346313, 0.2991701364517212, -0.10438423603773117, -0.4130641520023346, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.46177706122398376, -1.8847659826278687, 0.1873427927494049, 0.9666058421134949, -0.24074114859104156, -0.16003695130348206, -1.0453494787216187, 0.2223523110151291, -1.3568990230560303, 0.8612809181213379, -0.9224386811256409, 0.0524531714618206, 1.9014588594436646, 0.2790365517139435, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7827706933021545, -0.48244428634643555, -0.9952680468559265, 0.8989273309707642, -1.1352736949920654, 0.37951260805130005, -0.3241889476776123, 1.9226446151733398, -0.02542705088853836, -0.7817690968513489, 1.625887155532837, -0.4992094337940216, -0.3408287763595581, -1.9988709688186646...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.10186535865068436, 0.07072582840919495, 0.1742858588695526, -1.0290286540985107, -0.30517977476119995, -0.7503162622451782, 1.590558409690857, 0.6879589557647705, -0.25735124945640564, -0.9994596838951111, -0.4451732039451599, 0.5042712688446045, 1.9101722240447998, -0.5218300819396973,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.004122014623135328, 0.42229363322257996, -0.3149920701980591, 0.6891689896583557, -0.43337249755859375, 0.18959446251392365, 1.1256643533706665, 0.6250758171081543, 0.5499581694602966, 0.6704210638999939, 1.1789432764053345, -0.598569393157959, 2.0884323120117188, 0.2828877866268158, 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
[ 0.39809417724609375, 0.40502020716667175, -0.7285863161087036, 1.3541438579559326, -1.964661717414856, 0.1700391173362732, 0.15746672451496124, -0.4725252389907837, 0.3920268416404724, 1.660239338874817, -0.44410476088523865, -0.02498367428779602, 2.140416145324707, 0.371964693069458, 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
[ 0.24367347359657288, 0.3633369505405426, 0.8565843105316162, 0.13464093208312988, -1.9931656122207642, -0.12424521893262863, -1.8428815603256226, 2.113501787185669, -1.7476816177368164, 0.4481869041919708, 1.3138900995254517, 0.5380118489265442, 0.5959043502807617, 0.13571017980575562, 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
[ 0.8250752091407776, 1.1137900352478027, -0.4822026789188385, 2.0444164276123047, -0.37620577216148376, 0.25341302156448364, 1.2985196113586426, 0.8458777070045471, -0.5769645571708679, -1.2596772909164429, 2.0194218158721924, -1.5230445861816406, -0.714061975479126, 0.8900924324989319, 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
[ 0.15707311034202576, -0.14007994532585144, 0.27094683051109314, -0.8036541938781738, 0.0477132648229599, 1.753954291343689, -0.4891909956932068, 0.48547935485839844, -0.8330682516098022, -0.7218548655509949, -0.7368820905685425, -0.12115351110696793, 0.010691305622458458, 2.817040681838989...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.21148033440113068, -0.5584186315536499, -0.3056442141532898, -0.2361612468957901, 0.7819307446479797, -1.2119895219802856, 0.09428922086954117, 0.9808123111724854, 0.2395952045917511, -0.02961595170199871, 0.7659228444099426, 2.7286252975463867, -0.16060097515583038, 0.8024950623512268, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8145533800125122, -1.0463964939117432, -0.7692402601242065, 0.8784024119377136, -1.6811820268630981, -0.007214431185275316, -1.1081668138504028, -1.2053436040878296, -1.0010775327682495, 0.8582315444946289, -1.8020867109298706, -0.20882993936538696, 1.0189266204833984, -0.19513641297817...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5163477659225464, -0.5359758734703064, 0.1921386420726776, -0.26162609457969666, -0.2718236744403839, 0.3535101115703583, -1.065407395362854, -0.3689137399196625, -0.6666585803031921, -0.5884513854980469, -1.8377301692962646, -0.06038123741745949, -0.421625018119812, 1.9539905786514282, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.6198322772979736, 0.45607197284698486, -0.587234377861023, 0.4766579568386078, -1.582616925239563, -0.2607082724571228, -0.4850078821182251, 0.20839627087116241, -1.0938060283660889, 0.5561037063598633, 0.30683398246765137, -0.22128091752529144, 1.5706692934036255, -0.3722938001155853, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.714322090148926, 0.8234422206878662, 2.4073970317840576, 1.3245420455932617, 0.9896581172943115, 0.8620812892913818, -0.008367694914340973, -0.8416412472724915, 0.45375561714172363, -0.5852735042572021, 0.20621183514595032, -0.7161755561828613, -0.11854692548513412, 1.6234074831008911, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4138330221176147, 0.4300732910633087, -0.2958473563194275, 0.7606605291366577, -1.7072622776031494, 0.3530994653701782, -1.0397523641586304, -1.1579666137695312, 1.2198302745819092, -0.7932316064834595, -1.9538301229476929, 1.3904776573181152, 0.8289644122123718, -0.7103335857391357, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3986172676086426, 0.5957752466201782, -0.5086595416069031, 1.5493769645690918, -0.7501106858253479, -0.7540950179100037, -1.171197533607483, -0.6791121959686279, 0.09288088977336884, -0.8310046195983887, 2.0101706981658936, -1.5967282056808472, -0.8456956148147583, -2.3957009315490723, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5212957859039307, 1.9477097988128662, -0.24569684267044067, 1.0503531694412231, 0.11166451126337051, -0.1163872629404068, -1.2589045763015747, -1.04332435131073, -2.0092263221740723, 1.1806226968765259, -0.6577256321907043, -1.846208930015564, -0.19571635127067566, -1.616789698600769, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.15318883955478668, 0.2649986743927002, 0.3449440002441406, -0.1954948902130127, 0.040702588856220245, 2.1830155849456787, -0.3324625790119171, -0.5310885906219482, 0.44053202867507935, 0.8314089775085449, 0.1238798275589943, 1.4767003059387207, 0.07666285336017609, 0.9254816770553589, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5589790940284729, -0.4743567705154419, -0.5565270185470581, -0.16917088627815247, 1.2672597169876099, 0.8311231136322021, -1.6895813941955566, -0.769564151763916, -0.7631340026855469, -0.16415691375732422, -0.13126333057880402, 0.16159014403820038, 1.2437373399734497, 0.1784788966178894...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.03892927244305611, -0.38624265789985657, -1.336621642112732, -1.0586762428283691, 1.641265630722046, -2.3173820972442627, 0.1273757517337799, -1.3791589736938477, -1.6541796922683716, -0.7473171353340149, -0.47411787509918213, 0.377308189868927, 0.05221869796514511, 1.4532891511917114, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2393361330032349, -0.9327297210693359, 1.1564395427703857, 1.494722604751587, 0.6073033213615417, 0.630207359790802, 0.0006697612116113305, 0.731967031955719, 1.5892548561096191, -0.7258999347686768, 0.3987216353416443, -1.3072328567504883, -0.4311908483505249, -0.04599595442414284, 0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.878967046737671, -0.5310778021812439, 0.631241500377655, 1.56375253200531, -0.38295066356658936, 2.1385319232940674, -0.07876449823379517, 0.9978124499320984, -1.066973328590393, 0.8961886167526245, -0.3940911889076233, 0.13199540972709656, -0.40102142095565796, 0.3265477120876312, 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
[ 1.5102508068084717, 0.8396244645118713, -0.8028688430786133, -0.35535427927970886, 0.4357844889163971, 0.16625244915485382, 0.029727768152952194, -0.7101868391036987, 1.122277021408081, 0.10148853808641434, 1.5866576433181763, -1.299131155014038, 1.9139231443405151, -0.556670069694519, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6118733882904053, -0.6302980184555054, -1.2494840621948242, 0.785939633846283, -0.4169740080833435, -1.2618367671966553, -0.47679632902145386, 0.478303998708725, -0.4505590498447418, -1.4438925981521606, 0.021381383761763573, -0.44890323281288147, -2.2030794620513916, 1.1518828868865967...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0757390484213829, -0.7784536480903625, -0.9524020552635193, -1.2022473812103271, 0.0041039735078811646, 1.3081411123275757, 2.5316686630249023, -0.03379834443330765, -0.7962664365768433, 0.2255532145500183, -0.3127517104148865, -1.5256634950637817, -1.2448067665100098, 1.423159599304199...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.11762330681085587, 1.493856430053711, -0.3252016305923462, 1.3055951595306396, 0.5089519023895264, 0.4726044237613678, 1.2617462873458862, -1.1442238092422485, 0.19804276525974274, -1.2056498527526855, -1.210208535194397, -0.2701347768306732, -1.3743343353271484, 1.4492298364639282, -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
[ -0.5218658447265625, 0.057366807013750076, 1.7591125965118408, -0.5389037728309631, 1.0518053770065308, -0.6279140710830688, -0.6634708046913147, -1.0061817169189453, -1.18781578540802, -2.347029447555542, 0.49129530787467957, 0.0982828289270401, 0.6509241461753845, 0.8086699843406677, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.47637516260147095, -1.4152737855911255, 1.5713510513305664, -1.189900279045105, -1.4296611547470093, 1.0751347541809082, -0.09112536162137985, -1.301979660987854, -0.9828792214393616, -0.42206281423568726, 1.057991862297058, 0.08581796288490295, -0.3809416890144348, -0.6463209986686707,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8399676084518433, -0.38590505719184875, -1.82326340675354, 0.07878479361534119, 0.4508739411830902, 1.03373122215271, 0.37645193934440613, 2.32446026802063, 1.6154218912124634, 1.7492730617523193, -0.24772270023822784, 0.7584147453308105, -0.8967527151107788, -1.16661536693573, 0.56428...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.451648473739624, -0.6465253233909607, -0.7357609868049622, 0.6007240414619446, -0.8680732846260071, 0.24816039204597473, 2.066601276397705, 0.7643933892250061, 0.8665937185287476, 0.3564170300960541, -0.03723714500665665, 0.0035971743054687977, 2.0676281452178955, 0.013525225222110748, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.17933326959609985, -1.7826277017593384, -0.7612586617469788, 1.6154356002807617, -1.877299189567566, 0.921195924282074, -0.44869309663772583, -0.32615864276885986, -0.4949144124984741, 0.11104396730661392, 0.951988697052002, -0.12751245498657227, 0.054316651076078415, -0.812700331211090...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.16210396587848663, 0.44468334317207336, 0.41544902324676514, 0.3461792469024658, -0.5126664042472839, 1.1840190887451172, 0.017366603016853333, 1.273452877998352, 0.4671841263771057, 0.6637341976165771, 0.6472342610359192, -0.43772608041763306, 1.2093709707260132, 0.07668174058198929, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.13297496736049652, 1.3631987571716309, -1.7251640558242798, -1.0103670358657837, -0.3899959325790405, -0.4911007285118103, 2.2019760608673096, -0.8916465044021606, -2.0244619846343994, 0.9110116958618164, -0.7969954609870911, 0.7652662992477417, 0.1262921243906021, -0.5551119446754456, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.526170015335083, -1.9488097429275513, 1.4511842727661133, -1.6042975187301636, 0.9470894932746887, 0.8285223841667175, -0.4772436022758484, -0.6148390173912048, -0.5472371578216553, -1.5367393493652344, -1.6064132452011108, -0.2641857862472534, 0.09536281228065491, -0.35749658942222595,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1493971347808838, -0.002443203004077077, -1.7142728567123413, 1.1751880645751953, 1.1722381114959717, -0.01605639047920704, -1.5005991458892822, 0.9598298072814941, 0.8848785161972046, 1.9785999059677124, -0.598502516746521, -0.8902974724769592, 1.2463150024414062, 0.6480693817138672, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.018203854560852, 0.04369897395372391, 1.4804197549819946, 0.432858407497406, 0.845594584941864, -0.16838417947292328, 1.3351738452911377, 0.6112135648727417, 1.2869993448257446, -2.0680172443389893, -0.6232544779777527, 1.869350790977478, -1.1807078123092651, 0.6194551587104797, 0.7951...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14351381361484528, 0.7557054162025452, -0.7225462794303894, 0.9963042140007019, -0.2578699588775635, -0.7429194450378418, -0.015841281041502953, 1.4931446313858032, 0.2536885142326355, 0.08570415526628494, -0.1760081946849823, 0.037244558334350586, 0.19120226800441742, 1.26286780834198,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9695528149604797, 0.4691321551799774, -0.4652872085571289, -1.1286389827728271, 1.2711344957351685, -0.5014164447784424, -0.11286275088787079, 0.5360842943191528, -0.34723109006881714, 1.487610101699829, -0.3113841712474823, -1.8016310930252075, 1.1192811727523804, 0.5419124364852905, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3677249550819397, 0.4048725366592407, -1.55487859249115, -1.6565192937850952, -0.27092984318733215, -1.2160217761993408, 1.1656208038330078, 0.3831671476364136, -0.025613903999328613, 1.4121339321136475, 1.1740467548370361, 0.4366486370563507, -1.6219489574432373, -1.5731501579284668, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6838221549987793, 0.09480651468038559, 0.1694304496049881, -0.6719311475753784, 0.550338089466095, -0.16066928207874298, 0.5247899293899536, -0.29298317432403564, -1.1314805746078491, 1.287207007408142, 0.4155151844024658, 0.5111072063446045, 0.2768286168575287, 0.8795152902603149, 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
[ -0.1783071905374527, -0.8554566502571106, 0.9590590596199036, 1.10271418094635, 0.8180866241455078, 0.390707403421402, 0.38483986258506775, -0.7087469100952148, 0.13714449107646942, 0.8952019214630127, 1.5971704721450806, 0.4733371138572693, 1.7194395065307617, -1.2362126111984253, -0.14...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6477892398834229, 0.7000895738601685, 1.8669627904891968, 1.7058402299880981, -0.5102131366729736, 0.5150229334831238, 1.4528520107269287, -0.8587716817855835, -0.41883665323257446, 0.35301023721694946, -0.26551446318626404, 1.054382562637329, -1.419495940208435, -0.8983078598976135, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4088436961174011, -0.9097712635993958, 3.013996124267578, -1.36740243434906, -0.0749625563621521, -0.35399243235588074, -1.7828691005706787, 1.0450325012207031, 1.128194808959961, -0.23514153063297272, 1.4643528461456299, 0.5165620446205139, 0.00463033327832818, 0.11263419687747955, -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
[ 1.7033395767211914, 0.5979745388031006, -0.5707696676254272, -0.5305622816085815, -1.2061331272125244, 2.2706334590911865, -0.15355832874774933, 0.8629639148712158, -1.0029414892196655, 0.2059168964624405, -0.07400504499673843, 1.0820879936218262, 0.37982428073883057, 1.9486136436462402, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.3643076419830322, 1.2563501596450806, -1.4752860069274902, -0.28187990188598633, -0.42100077867507935, 0.22105780243873596, -0.8038069605827332, -1.36372709274292, 0.3059193193912506, -0.26816028356552124, 0.09542375802993774, -0.03697778657078743, 2.8660976886749268, -0.8539271354675293...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.234829068183899, 1.308075189590454, -0.7306212186813354, -2.373624086380005, -0.9840137362480164, 0.16520045697689056, -0.27251771092414856, 1.5107319355010986, -1.349882960319519, 0.11526474356651306, 0.9938346147537231, -0.22495567798614502, -0.5309241414070129, 0.5519728064537048, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.004960298538208, -0.23253844678401947, 1.1513293981552124, -1.2456865310668945, 0.1892273873090744, -0.027644114568829536, 0.7549050450325012, -0.08117875456809998, 0.4408806562423706, 0.0646691620349884, -0.8173485994338989, 0.8123502135276794, 0.312858521938324, 1.558019995689392, 0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.986635208129883, 1.7646558284759521, 1.6945220232009888, 0.9971120357513428, 0.8197128772735596, -0.8852574229240417, 0.31909236311912537, -0.9072383642196655, 0.3129124939441681, 1.4341341257095337, 1.6298460960388184, -0.5798811316490173, 0.1929633915424347, 3.0886337757110596, -0.7...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.30355304479599, 1.1263854503631592, -0.6220293045043945, 1.9453341960906982, 1.2610046863555908, 1.3232923746109009, 0.7860468626022339, -0.21723896265029907, -0.4028467535972595, -0.34669655561447144, 0.29739049077033997, -1.290729284286499, -0.5208492875099182, -0.2629481852054596, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.38473764061927795, -1.0422074794769287, 2.5013322830200195, 0.8985633850097656, -1.0971956253051758, -0.2808358669281006, 2.3601291179656982, 0.23555931448936462, -0.4968644082546234, -0.6557551622390747, -0.4214094877243042, -0.7490473985671997, -0.788441002368927, -0.8174459934234619,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4667184352874756, -0.14261096715927124, -0.13364237546920776, -0.5875729322433472, 0.30924779176712036, -0.4166940152645111, -0.9770036935806274, 1.0595080852508545, -0.17247283458709717, -1.3814677000045776, -0.136846125125885, 0.9294900894165039, -0.45233404636383057, -0.39106613397598...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis