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[ -0.0068353815004229546, 0.2652915120124817, -0.6980318427085876, -0.13809601962566376, -1.0673418045043945, -1.8242218494415283, 0.09645076841115952, -1.4391371011734009, -1.2979657649993896, 0.7839760184288025, -0.4455251395702362, -0.04018048197031021, 0.35511088371276855, -0.83012610673...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2972111105918884, -1.0689388513565063, -0.30812451243400574, -0.677333414554596, 1.7315020561218262, -1.072784185409546, 1.4313315153121948, 0.06195152923464775, 0.9537874460220337, -0.4254877269268036, -1.4675593376159668, -1.2279307842254639, 0.9390299320220947, -0.0889183059334755, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8083903789520264, 0.8671491146087646, 0.08703219890594482, 1.3535813093185425, 1.5405272245407104, -0.6490336656570435, 0.7702165246009827, -0.7155454158782959, -0.9171667098999023, 0.1070360615849495, -0.5131561160087585, -1.4196659326553345, -0.08269067853689194, -0.6150192618370056, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.90977144241333, 1.2292829751968384, 1.2803092002868652, 1.8143610954284668, 0.07719816267490387, 1.4539752006530762, 0.660548210144043, -1.2479588985443115, 0.22094541788101196, -0.024534162133932114, 0.8437649607658386, -0.4025963842868805, 0.30897194147109985, -0.7735822796821594, 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
[ 1.3597415685653687, 0.30692189931869507, 0.07592763006687164, -1.031406283378601, -0.021710529923439026, -0.11369997262954712, 0.28214573860168457, 0.8043736219406128, 0.1321306824684143, -0.7862212657928467, -0.5197800993919373, -0.34879380464553833, -0.3524835407733917, -0.88979274034500...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0925941467285156, -0.11754178255796432, 1.8259943723678589, -0.7578039765357971, -1.1290810108184814, -0.7510542273521423, -1.7532466650009155, 0.468087375164032, -0.49349331855773926, -1.1443767547607422, 0.34775692224502563, -0.6081096529960632, 0.6092139482498169, -1.5782928466796875...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.07946799695491791, -0.6633067727088928, 1.0143145322799683, 0.022740714251995087, 1.0117148160934448, -1.3573368787765503, -0.5179017782211304, -0.852665364742279, 0.5657505393028259, 0.2819858491420746, 0.13867627084255219, -0.22789256274700165, -1.00789475440979, 0.12276210635900497, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4407939314842224, 0.8182190656661987, 0.4076417088508606, -0.10408774763345718, 0.7555336952209473, -2.1151833534240723, 0.10596659034490585, -1.0136325359344482, -0.5553112030029297, -0.7418158650398254, -1.1336500644683838, 0.19395102560520172, -0.5341646671295166, -0.9692434072494507,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.508461356163025, 0.903232753276825, -0.7425786256790161, -1.011276125907898, 0.04833575338125229, -1.8804569244384766, -0.5286508202552795, 0.20991797745227814, -1.5897216796875, -0.8664236664772034, -0.7929531335830688, -1.605551838874817, 1.1419737339019775, 0.7322484254837036, 2.21...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3188742399215698, 0.39357057213783264, -0.1430247724056244, 0.2940851151943207, -0.3447043299674988, -2.0888333320617676, 1.027137041091919, 1.1799744367599487, -1.0824111700057983, -1.4116991758346558, 1.3082538843154907, -0.3331467807292938, 0.7898472547531128, 0.002124357270076871, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6278035640716553, -0.31508439779281616, -0.17717760801315308, 1.4375224113464355, -1.3977100849151611, -0.9145918488502502, 0.23484152555465698, -0.17208242416381836, 1.9781250953674316, -0.5672695636749268, 1.188145399093628, 1.4314602613449097, 0.029678698629140854, 0.8379916548728943,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7548375725746155, 0.8477294445037842, 0.8024927973747253, -0.7380039691925049, 2.02030086517334, -0.061244938522577286, 1.7125908136367798, -0.46809661388397217, 2.184460401535034, 0.4610784947872162, 1.7972111701965332, 1.2166246175765991, -1.23462975025177, -1.510035514831543, -0.95...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.04534284025430679, -2.3150832653045654, 1.6231435537338257, -0.17169031500816345, -2.4085612297058105, 1.0378808975219727, 0.8935828804969788, -0.9054057598114014, -0.08242212980985641, -1.4293253421783447, -0.9095532298088074, -1.2818621397018433, 0.33300328254699707, 0.9010230302810669...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9944993853569031, -0.39008983969688416, 0.313233882188797, 0.7861950397491455, -1.1644140481948853, 0.1091967448592186, -0.38104182481765747, 1.0532917976379395, 1.0773226022720337, 0.5814694166183472, 0.5813444256782532, -0.6542571783065796, 1.3477073907852173, -0.6386647820472717, 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
[ -1.297750473022461, 0.4260387420654297, 0.3775474429130554, -0.0009693607571534812, -0.9867125749588013, -0.0762285366654396, -0.11819499731063843, 3.1856234073638916, -0.23570087552070618, 0.23571036756038666, 0.21832275390625, -1.9142603874206543, 0.2659972310066223, 1.1474734544754028, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5290127396583557, -0.2987467348575592, -0.30013507604599, 0.4518112540245056, -0.34246280789375305, 0.6880117058753967, -0.3986600637435913, -2.5993151664733887, 0.23562447726726532, -0.8117484450340271, 0.2621293067932129, 1.1655828952789307, 1.9914199113845825, 0.0980733260512352, -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
[ 0.4230767488479614, 0.9726649522781372, -0.5941863656044006, 0.416750967502594, 0.35072821378707886, 1.2990913391113281, -0.6007758378982544, -1.0017907619476318, 0.33189815282821655, 1.9342001676559448, 0.28043705224990845, -1.3682829141616821, 1.4179742336273193, 0.8357937335968018, -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
[ 1.0410583019256592, 0.4340810477733612, 0.37286272644996643, -0.6960228085517883, 0.8981386423110962, -0.48954010009765625, 0.6165912747383118, 2.1036603450775146, -0.10639579594135284, 0.7745513319969177, 1.446947455406189, -0.664564311504364, 0.5576720237731934, 0.8086138963699341, -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
[ -0.25145500898361206, -0.09327612817287445, -1.2417147159576416, -0.22664673626422882, 1.0643579959869385, 0.10137482732534409, 0.04270467162132263, -0.049804821610450745, 0.9977808594703674, -0.05262669920921326, 0.42292147874832153, -2.0640108585357666, -0.44141387939453125, -1.245123624...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2704962491989136, -2.310811996459961, -0.11607902497053146, -0.8789371252059937, 1.2319211959838867, 0.5972670316696167, -0.5203682780265808, -0.21148763597011566, -1.2962390184402466, -0.5158513188362122, -1.8169147968292236, -0.5327494144439697, -2.9332449436187744, -0.1583502441644668...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2075084447860718, 0.3077249825000763, -1.3384305238723755, 0.03279466554522514, 0.4669739603996277, 1.0939334630966187, 1.9212669134140015, -1.133251428604126, 0.09344274550676346, 0.7945843935012817, 1.9323192834854126, 0.07382688671350479, -1.2208242416381836, 2.4370479583740234, -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
[ -0.8725010752677917, 0.23006226122379303, -0.5222586989402771, 0.5297130346298218, 0.176916241645813, 0.7146347761154175, -0.2478589564561844, -0.9585514664649963, -1.6853537559509277, -1.0223054885864258, 0.8725054860115051, 0.2061709761619568, -2.065788745880127, 0.0009118355228565633, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8561292290687561, 0.7969234585762024, -0.987846851348877, 0.4866899251937866, -0.7593861818313599, -0.38021010160446167, 1.9537409543991089, -1.0883784294128418, -1.6325809955596924, 0.23924098908901215, -0.03194716200232506, -1.466193437576294, 0.41485849022865295, -1.5247595310211182,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3821134567260742, -1.6950616836547852, -0.6682988405227661, 0.7181461453437805, -1.4806584119796753, -0.5224021673202515, -0.11277347803115845, -0.9830564260482788, 0.7142378687858582, 0.3732982277870178, 1.156838059425354, -1.5414702892303467, -1.4535080194473267, 0.3427775800228119, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4677667617797852, -0.5634204149246216, -1.356933355331421, -0.030406547710299492, 0.10230820626020432, 0.7871798276901245, -0.6920298933982849, -0.845910906791687, 0.6106755137443542, 0.5798987150192261, 1.2795192003250122, 0.3298526108264923, 0.37026557326316833, 0.28874337673187256, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.24225212633609772, 1.039628267288208, 0.21988676488399506, 0.21850593388080597, 1.9232386350631714, 1.1737761497497559, 0.9008397459983826, 1.7681636810302734, 0.8672729730606079, -0.2764362096786499, 0.4130331873893738, -1.0205203294754028, -1.492235779762268, -0.29668548703193665, 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
[ -0.6392380595207214, -1.776930570602417, 0.18719227612018585, -0.5215104818344116, 0.4019748866558075, -0.423764705657959, -1.441210150718689, -0.7562748789787292, 1.0529534816741943, 0.7365173697471619, 1.034155249595642, 0.5279598832130432, -0.4189302325248718, 0.4823743402957916, -0.9...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.20738428831100464, -0.788297712802887, -0.0353359691798687, -0.20240525901317596, -1.1244564056396484, 0.9702896475791931, 0.38238465785980225, -0.2776995897293091, -0.45209619402885437, -1.5329535007476807, -0.9157106280326843, 1.7681968212127686, 0.9750544428825378, 0.3659440577030182,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2973537743091583, -0.46604910492897034, 1.3461763858795166, -0.0736016184091568, 0.3395936191082001, -1.2959096431732178, 0.7114176750183105, 0.7671223878860474, 0.5655937194824219, 1.6018218994140625, 1.2520591020584106, -0.8630266785621643, -1.1220035552978516, 0.5147600173950195, 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
[ 0.25435951352119446, -1.445326328277588, 1.077820897102356, 0.05601673945784569, -0.18375025689601898, 0.25047609210014343, -1.034995198249817, -0.04761780798435211, 1.556308388710022, -0.8597543835639954, -0.2382662445306778, 2.236964702606201, 0.6095594763755798, 0.37184298038482666, 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
[ -0.9060115814208984, -0.1427134871482849, -1.397934913635254, -0.13924212753772736, 0.7346192598342896, 1.6119658946990967, -0.4071841537952423, -1.0822919607162476, 0.32613086700439453, 0.47485026717185974, -0.38006076216697693, 0.664149284362793, -0.4667915403842926, -0.8740934729576111,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0046440362930298, 1.2944395542144775, -0.4166286289691925, -0.41757532954216003, 1.207104206085205, -0.2519652843475342, 2.092231512069702, 1.4107800722122192, 0.5828104615211487, 1.4204306602478027, -0.43222570419311523, -0.6161600351333618, 0.3090203106403351, 0.38280558586120605, -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
[ 0.25065281987190247, -0.18603092432022095, 0.48202183842658997, -1.2891734838485718, -0.606534481048584, -2.9535882472991943, -1.1992632150650024, 1.771996259689331, 0.21661342680454254, -0.6640360951423645, 0.39556974172592163, 0.42124632000923157, -0.009913165122270584, 0.956736326217651...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3818085491657257, 1.7739325761795044, 1.1629078388214111, -0.4966585040092468, 1.7532336711883545, 1.5844449996948242, -0.06867851316928864, 0.561328113079071, 1.2916470766067505, -0.9030275940895081, -0.1793861985206604, 1.0697944164276123, 1.9145516157150269, -1.1480703353881836, 1.1...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4851398468017578, -1.7854139804840088, -0.9834995865821838, -0.6498549580574036, 1.784156322479248, -0.6262746453285217, 0.21458688378334045, -0.4632214307785034, -0.01407330296933651, -0.023942453786730766, 1.868929386138916, 1.1329374313354492, 0.46727582812309265, -1.4775820970535278...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5491084456443787, -0.048121463507413864, -1.505540370941162, 0.7788037657737732, -0.1347287893295288, 0.7642553448677063, 1.7910585403442383, 2.1605098247528076, 1.1567046642303467, 0.08920637518167496, 0.5554162859916687, -0.877754807472229, 1.8755717277526855, -0.32695668935775757, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5718335509300232, -0.5670008063316345, -0.6822304725646973, -1.212510108947754, -0.8599047660827637, 0.19441157579421997, -0.8834153413772583, 1.0076340436935425, 0.6925064325332642, 0.42958971858024597, -1.798060417175293, 1.1819382905960083, 0.13801947236061096, 0.16243226826190948, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4061361253261566, -0.10913672298192978, -1.4236907958984375, -0.4086178243160248, 1.7652941942214966, -0.1878385841846466, 2.41711163520813, 1.1619750261306763, -0.033864933997392654, 0.2949495315551758, 0.8569570779800415, -1.3632431030273438, 0.6809309124946594, -1.3170713186264038, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.08033271133899689, 1.9475481510162354, -0.12811169028282166, -1.5527793169021606, -0.7617908120155334, -0.42184698581695557, -0.558073878288269, -0.5607815384864807, -0.7789728045463562, -0.1289980560541153, -1.1686303615570068, 0.814660906791687, 0.11866799741983414, -1.4478075504302979...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8364895582199097, -0.09655582904815674, -0.7109139561653137, 0.9516346454620361, 0.6547071933746338, 0.2726059556007385, 0.6107200384140015, -1.8129817247390747, -0.1082027405500412, -0.4636898636817932, -0.9757149815559387, 0.8267501592636108, 0.07925954461097717, 0.9999477863311768, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14154061675071716, -1.3690979480743408, -0.6951932907104492, -0.2629704475402832, 0.18240568041801453, -0.020470311865210533, 0.1295466423034668, 0.9333398342132568, -0.1813502460718155, -0.9621725082397461, -0.29131296277046204, -1.1644736528396606, 0.3762611150741577, -0.3543415069580...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.06887301057577133, -0.6316192150115967, -1.0223289728164673, -1.0873775482177734, -0.04273174703121185, -2.2400705814361572, 0.1024487242102623, -1.035531997680664, 1.7575937509536743, -1.3288213014602661, 1.1376041173934937, -0.1987888514995575, 0.38496947288513184, -0.108095183968544, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6712740063667297, -1.3426854610443115, -0.7015838027000427, -0.7762705087661743, -0.604338526725769, 0.8661946654319763, -0.00022565136896446347, 0.33384013175964355, 0.3971177637577057, 0.40212470293045044, -2.0947773456573486, -0.10134030133485794, -0.13828909397125244, 1.115810036659...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.147155523300171, -0.2862693667411804, 0.6327446699142456, 0.9280160069465637, -0.8762930631637573, -1.2920665740966797, 0.7916250824928284, -1.0343912839889526, 0.13274884223937988, -0.40744584798812866, -0.46927937865257263, 1.2043788433074951, -1.0153334140777588, -0.4859025180339813,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.859656810760498, -2.0959420204162598, 3.285580635070801, 1.1050546169281006, 0.07392092794179916, -0.9825479388237, -1.1809766292572021, 0.596271276473999, 0.043004196137189865, 1.7116953134536743, 0.21268460154533386, 1.812454342842102, 0.8011004328727722, 0.13596369326114655, -0.627...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.423277497291565, 1.232977032661438, -0.013301803730428219, 1.4831364154815674, 2.3353662490844727, -0.1570810228586197, -0.9005596041679382, -1.4739140272140503, 1.414499044418335, 0.700542688369751, -0.5991822481155396, 0.0774654820561409, -0.7042048573493958, -0.6486104130744934, -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
[ 1.5687165260314941, 0.5192335844039917, -0.4696660041809082, -1.109333872795105, -0.478776752948761, 0.43130677938461304, -0.2719709873199463, 0.2600595951080322, 0.7095591425895691, 0.835270881652832, -0.012824829667806625, -0.3376906216144562, -0.05581865459680557, -1.816118836402893, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6163690090179443, -1.0336335897445679, 2.6363396644592285, 0.6464402675628662, -1.6363097429275513, 0.11348115652799606, 0.520110011100769, 0.8994529843330383, 1.9307548999786377, 1.6315916776657104, 0.5143687129020691, -1.3294017314910889, -0.9294669032096863, -0.5937581062316895, 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
[ 0.4016847312450409, -0.35627660155296326, -0.022196663543581963, -0.04567212611436844, -0.17003701627254486, 0.8657674789428711, 1.3319017887115479, -0.055212583392858505, 3.1082763671875, 0.9516155123710632, -0.47433698177337646, 0.6398497819900513, -0.8480579853057861, -0.113416902720928...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4854085445404053, -0.6263648271560669, -1.0692657232284546, -1.0285639762878418, 0.5740290284156799, 0.316398561000824, -1.125923752784729, 0.48603513836860657, -1.9422743320465088, 1.3803565502166748, -1.953492522239685, 1.6097010374069214, -0.15759652853012085, 0.23249585926532745, 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
[ -0.3312605619430542, 0.01534058153629303, 2.1272222995758057, -0.5121443271636963, 0.5569043755531311, -0.8170129060745239, -0.03354905918240547, -1.8772462606430054, 0.8105851411819458, 0.5239176750183105, -0.6493580341339111, -0.5757591724395752, 0.09083954989910126, -0.8250616788864136,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.16352979838848114, -0.3946353793144226, -0.9913434386253357, -0.8395007252693176, 0.11139637976884842, -0.8141189813613892, -0.2527795135974884, 0.7189351320266724, -0.05386792868375778, -0.7201935648918152, 0.4293769299983978, 0.24246178567409515, 0.8785048723220825, -1.096335291862487...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6748082637786865, -0.1132611334323883, 1.7726404666900635, -0.031085694208741188, -0.8887383937835693, -0.23105192184448242, -1.3693029880523682, -1.4992024898529053, -0.6611272096633911, 0.2698742747306824, -0.10125435143709183, 1.3111604452133179, -1.124599814414978, -0.01833409443497...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.02178717590868473, 0.7969945073127747, 2.0047242641448975, 0.9692431688308716, 2.026952028274536, 0.49378639459609985, -0.7887727618217468, 1.7764532566070557, 0.5538630485534668, -0.2137424498796463, -1.0035741329193115, 0.5469574332237244, -0.6404718160629272, -1.4505798816680908, 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
[ 0.00026452186284586787, 0.31377092003822327, 1.1584856510162354, -0.26186633110046387, 2.1597702503204346, -0.10339634120464325, 0.18549101054668427, -0.2712746560573578, -0.4611230194568634, -1.6536201238632202, 1.0714764595031738, -0.3348647654056549, 0.2504527270793915, -1.8102861642837...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5818557739257812, 0.38199517130851746, 0.8538122773170471, 0.601703405380249, 0.72999507188797, -0.20292934775352478, 0.3202279210090637, 1.5592541694641113, 0.6126444935798645, -0.9258102774620056, 0.06709153205156326, 0.9710274934768677, 0.7507888078689575, 0.6018593311309814, -0.44...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6297242045402527, -0.8207129836082458, 2.0592427253723145, -1.7335944175720215, 0.8487724661827087, -0.18768185377120972, -1.060380458831787, 0.8966425657272339, 0.5847505927085876, -0.08013788610696793, 0.9653159976005554, 1.422493815422058, -1.2841345071792603, -1.1037936210632324, 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
[ 1.5940427780151367, -1.54732084274292, 0.21749542653560638, 0.37132254242897034, 1.0974727869033813, 0.2355959564447403, -0.10263021290302277, -0.6203173995018005, 0.23933745920658112, 0.13323713839054108, -0.8900625705718994, -0.20297735929489136, -0.05775698274374008, -0.0539486445486545...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4639108180999756, 1.0986534357070923, -2.9866838455200195, -0.8936890959739685, 1.0080499649047852, -0.7379080057144165, 0.21186934411525726, -1.4218435287475586, -0.4003315269947052, 0.46545132994651794, -0.2718859314918518, 1.052682876586914, -0.7678449749946594, 0.7579277753829956, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8056461215019226, 1.4496033191680908, 0.9568259119987488, 0.2491888403892517, -1.3358488082885742, 1.4368070363998413, -0.23336850106716156, 0.5875778198242188, 0.37706032395362854, 1.035515546798706, 1.2357633113861084, -2.18532657623291, -1.160378336906433, -0.48893415927886963, -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
[ -0.38138461112976074, 0.19006410241127014, -0.3311728835105896, -1.1228259801864624, 0.12729370594024658, -0.31986597180366516, 0.2068888396024704, 0.18272440135478973, -1.4829516410827637, 0.4901118278503418, 1.4830055236816406, 0.6863523125648499, 0.4106685221195221, -0.938345193862915, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7725067734718323, -1.7905139923095703, -0.7222160696983337, -0.19170917570590973, -1.5277934074401855, 2.591036081314087, 0.1094684973359108, 0.7128952741622925, -0.19261449575424194, -1.295106291770935, -0.29522526264190674, 0.567847728729248, 1.3974164724349976, -0.41983672976493835, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7655342817306519, 0.3695615530014038, 0.47821468114852905, -0.5214053988456726, -1.3810560703277588, -0.5810841917991638, -0.4808156192302704, 0.7158353924751282, 1.82028067111969, 0.9772900938987732, 0.24089489877223969, -1.5919840335845947, 0.5387057065963745, 0.5816671848297119, -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
[ 1.0402872562408447, 1.6827800273895264, 0.024179555475711823, 0.39191001653671265, -0.37601763010025024, 0.765013575553894, -0.5124979615211487, 0.0886358767747879, -0.254655659198761, -0.22891785204410553, 0.5832675099372864, 1.6154006719589233, 0.9873853921890259, 1.002092957496643, -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
[ 1.6252546310424805, 1.408862590789795, -1.5527377128601074, 1.3572778701782227, 0.16510027647018433, -1.0738685131072998, -0.14874091744422913, 1.3397361040115356, 2.3287720680236816, 0.8479427099227905, -0.39950281381607056, 0.20179760456085205, -0.9317570328712463, 0.4855538010597229, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8730310797691345, -0.28481388092041016, 0.8805813193321228, 2.2079851627349854, -1.9230890274047852, 0.17770352959632874, 0.16818802058696747, -0.07421060651540756, 0.19389717280864716, -0.1103416383266449, -0.6013392806053162, -1.595594048500061, -0.48624396324157715, -2.36811542510986...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.521310806274414, -0.3213384747505188, 0.7113845348358154, 0.6207505464553833, -0.6034278869628906, 0.5291979908943176, 0.21421010792255402, 1.187621831893921, 1.665043830871582, 1.368428111076355, 0.006495463661849499, 0.6517243981361389, -1.26353919506073, 1.1083393096923828, -0.3233...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1751205325126648, 0.5021474957466125, -0.8571869730949402, 0.3953798711299896, 0.07840725779533386, 1.419673204421997, 0.23265962302684784, 0.7490304708480835, 0.843978226184845, -0.32837602496147156, -0.980155885219574, -0.17998820543289185, -0.10103581100702286, 0.43346479535102844, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2089267373085022, 0.17393699288368225, -0.004562052432447672, 1.8169606924057007, -0.16252106428146362, -0.3839689791202545, -0.793662965297699, 0.10654956102371216, -0.856452465057373, -1.846544623374939, -0.2959494888782501, -1.8583221435546875, 0.7821808457374573, 0.5804111957550049,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.0884573757648468, 0.51076740026474, 2.3479130268096924, -0.2524012625217438, -2.08308482170105, -0.8816789984703064, -0.5256102681159973, -0.8879725933074951, -0.16099783778190613, -0.43558627367019653, -0.8190313577651978, 0.22159531712532043, 1.485016942024231, -0.8216255307197571, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0302345752716064, -0.3583536148071289, 0.16722272336483002, 1.641892433166504, -0.3363572657108307, -1.7936729192733765, 0.2318495362997055, -0.3671804666519165, -0.15888957679271698, -2.2291359901428223, 0.8846023678779602, -0.4962253272533417, -2.9051289558410645, -0.6856820583343506,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3900146782398224, 0.24433748424053192, -1.730875015258789, 0.7675822377204895, 0.22208555042743683, 1.123300552368164, -0.7196393609046936, -2.964846134185791, 0.12460771203041077, -0.4751840829849243, -0.4837399125099182, -0.42434194684028625, -0.07324731349945068, 0.3566308319568634, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1990429311990738, 0.8714647889137268, 1.6094176769256592, -0.890011191368103, 0.47483259439468384, 0.17238076031208038, 0.833399772644043, 0.774773359298706, -0.7887595295906067, 2.5352442264556885, -0.12438368052244186, -1.0360796451568604, 0.8988204598426819, 0.12403801083564758, -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
[ 0.3637179732322693, -1.9637198448181152, -0.6928226947784424, -0.7137427926063538, -0.6553125977516174, 0.12440565228462219, 0.1309925615787506, 2.6084837913513184, -0.9344403147697449, 0.08399464190006256, -1.065123438835144, -0.07389923185110092, 1.1838090419769287, 1.0711920261383057, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.21759003400802612, -0.08181597292423248, 0.06059068813920021, 0.2709171772003174, -2.1382675170898438, -0.5275620818138123, -0.38558560609817505, 0.5735792517662048, 0.3511927127838135, 0.14770589768886566, -0.08090676367282867, -0.857130765914917, -0.802788496017456, 2.3747456073760986,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0957919359207153, -0.05400041118264198, 0.05291125550866127, -0.4857819080352783, 0.23597922921180725, -0.788517415523529, -1.2537482976913452, -0.06786768138408661, 0.17797882854938507, -0.8581942915916443, 0.6789232492446899, 2.696897268295288, 1.0086761713027954, -0.21475721895694733...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1344953775405884, 0.8585307598114014, 0.7088261842727661, 0.7646827101707458, 0.912376344203949, 0.8802752494812012, 1.2544543743133545, 0.6246288418769836, 0.06586918979883194, 0.973846435546875, 0.7440307140350342, -1.306019902229309, 0.6147083640098572, 0.49555525183677673, -1.8377...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3338642716407776, -0.601280152797699, -0.015909899026155472, 1.465485692024231, 0.72402423620224, 1.146200180053711, 0.1755298525094986, 1.1670303344726562, 0.19177255034446716, -1.0244286060333252, -0.07487643510103226, -0.16245371103286743, 0.1801156997680664, 0.2610991299152374, 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
[ 0.8637569546699524, 0.2006453424692154, -1.4149881601333618, 0.12799228727817535, -0.08444059640169144, -0.8826767802238464, -0.27724066376686096, 0.41926753520965576, 0.09997639060020447, -0.16253510117530823, 0.11655120551586151, 0.8389455080032349, -0.0722222626209259, -1.15144717693328...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.26983436942100525, -0.10502468049526215, 0.882193922996521, -2.2726869583129883, 0.84982830286026, 0.54408198595047, 1.116901159286499, 0.7568670511245728, -2.0967252254486084, -0.5183993577957153, -0.44339096546173096, 0.41161417961120605, 0.6703882813453674, 0.7092312574386597, -0.9...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7180461287498474, -0.7565562129020691, 0.2017313838005066, 0.8705587387084961, -1.7036317586898804, -1.2635343074798584, 1.9380197525024414, -0.12244356423616409, -0.18469209969043732, -0.13125087320804596, 1.5152690410614014, 0.19375526905059814, -0.9609108567237854, 1.1134724617004395,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.586915135383606, 0.5355753302574158, 0.734011173248291, -0.4238428473472595, -0.10010536015033722, 0.18715497851371765, 1.3906434774398804, -1.1349728107452393, -0.9326418042182922, 0.5894516110420227, 1.0819991827011108, 0.08430410921573639, 0.7987253069877625, -0.8694326877593994, 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
[ -0.9918079376220703, -0.6949331760406494, 0.05081121623516083, 0.638072669506073, -0.3327246308326721, -1.0357011556625366, -0.8445114493370056, -1.5936856269836426, 0.25984182953834534, -0.3492622971534729, -0.6386861801147461, 0.018359551206231117, 1.2580965757369995, -0.96989905834198, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1471396684646606, -1.3389558792114258, -0.5519651174545288, 0.599738359451294, -1.2950403690338135, -0.1047007292509079, -0.047566577792167664, -0.7491238117218018, 0.07868833839893341, -0.8936135172843933, -0.15447485446929932, -1.3647589683532715, -1.106183409690857, 0.0500224791467189...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.008289283141493797, 1.1682933568954468, 0.22879624366760254, -0.859419584274292, -1.4981369972229004, -0.13996604084968567, 0.17003943026065826, 1.4935967922210693, 0.4860399663448334, 0.9013838171958923, -0.8159047365188599, 0.22310079634189606, 0.7226397395133972, -0.057084839791059494...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1574368476867676, 0.45456305146217346, 1.4354708194732666, 1.0862191915512085, 0.3499980866909027, 0.19466790556907654, 0.6447805762290955, 0.41887548565864563, 0.902599036693573, -0.0773075744509697, -1.3182364702224731, 0.007110908627510071, 0.3891420066356659, -0.10081195831298828, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.45018598437309265, 0.5686231255531311, -0.6967582702636719, 0.1199653297662735, -0.5475491881370544, -1.2813177108764648, -0.3367213010787964, 0.9360201358795166, 0.49752387404441833, 0.8135746717453003, 1.9650647640228271, -1.8646916151046753, -1.3957256078720093, -1.923037052154541, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.31731757521629333, 1.1301639080047607, -0.37504342198371887, -0.7391136288642883, -1.0131752490997314, 1.6250972747802734, -0.15449878573417664, -0.29489991068840027, 0.5400660037994385, -0.47990158200263977, -1.8188146352767944, 0.8448646664619446, -1.870211124420166, 0.825012445449829...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0092767477035522, -0.9521094560623169, -0.5684430599212646, 0.6095585227012634, 0.9109560251235962, 0.6782454252243042, 0.6489458680152893, 0.10993054509162903, 0.20495399832725525, -1.1537946462631226, 0.8224620819091797, 0.3121381998062134, 0.07548333704471588, 0.22743766009807587, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9255571365356445, 1.9361636638641357, 0.21243056654930115, -1.1525864601135254, -1.1879371404647827, 0.6608982086181641, -0.30239248275756836, -1.2312471866607666, 1.2285200357437134, -0.08422404527664185, -1.1298539638519287, -0.3323037922382355, 1.5669827461242676, -1.0094585418701172,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.15838003158569336, 0.4291307032108307, 1.0115745067596436, -2.014495372772217, 0.7147361040115356, -0.9231896996498108, 0.09414152055978775, 1.0121146440505981, -0.5194180607795715, -0.004059406463056803, -1.3118175268173218, -2.2439355850219727, -1.344437837600708, -1.019933819770813, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.83359956741333, 0.16138173639774323, 0.22715117037296295, -0.208949476480484, 1.4731996059417725, 0.25733983516693115, -0.0436820462346077, -1.1471972465515137, 0.5012649893760681, 0.37827998399734497, 0.26634782552719116, -0.8737316727638245, -0.8925132155418396, 0.5422399044036865, 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
[ 2.1382408142089844, 1.655549168586731, -0.4029832184314728, -1.5877565145492554, 0.8153819441795349, -0.9241148233413696, 0.2658567726612091, 0.8844449520111084, -0.5942137241363525, 1.6699713468551636, 1.9463119506835938, 0.7113317251205444, 1.9434115886688232, 0.3036023676395416, -0.07...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.45839422941207886, -0.21472294628620148, -1.415881633758545, 0.9579058885574341, 1.6141363382339478, 1.9996817111968994, -0.8707387447357178, 0.9075941443443298, -0.909461259841919, 1.5020124912261963, 1.4218889474868774, 0.4889430105686188, 0.37079787254333496, 1.7545799016952515, -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
[ 1.005157470703125, 0.028538312762975693, -0.9752134084701538, 1.1366541385650635, 0.0356525182723999, -1.1511098146438599, 2.1424787044525146, -0.4022844135761261, 1.2517104148864746, -1.1263313293457031, -0.37509188055992126, 0.08905049413442612, -0.8444096446037292, 0.12060975283384323, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2305021286010742, 0.808605968952179, -0.04897095635533333, -0.32491129636764526, 0.016103677451610565, 0.625292181968689, 1.3374558687210083, 0.6563122272491455, 0.35247156023979187, 0.005064874887466431, 1.0099531412124634, 1.1279805898666382, -2.921152353286743, -0.44607970118522644, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.14179770648479462, 0.9370909333229065, -0.5105943083763123, 0.7337472438812256, -1.5752642154693604, -0.6739048957824707, 1.2675869464874268, 1.6004414558410645, -0.18819314241409302, 0.3457914888858795, 0.9148165583610535, 0.4341500401496887, -0.7411300539970398, -1.3617671728134155, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.8427906036376953, 0.2528715431690216, 0.48673123121261597, -0.26493725180625916, -0.6248483061790466, 1.5244237184524536, -0.10953360795974731, 1.1188244819641113, -0.9828662276268005, 0.35195520520210266, -1.4059648513793945, -0.21093717217445374, -0.9511304497718811, -1.91470468044281,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.789459764957428, -0.6145513653755188, -1.3335705995559692, 1.274092197418213, -1.661869764328003, 0.23175835609436035, 1.0769566297531128, 0.5130800604820251, 0.35506129264831543, -0.024475157260894775, -0.9157528281211853, -0.5522226095199585, -0.2177700698375702, -1.2123029232025146, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3469212055206299, 1.1974560022354126, -0.017532311379909515, -0.5718840956687927, -0.49151620268821716, -1.3746873140335083, 0.2622731626033783, 0.5824655294418335, -0.4682207703590393, -1.2059149742126465, -0.1280672252178192, -0.2372913509607315, -0.4726298153400421, 0.534642457962036...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis