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int64
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[ 0.7991439700126648, -0.6873008012771606, 1.1729258298873901, 0.8163339495658875, 1.8443090915679932, 0.763399600982666, -1.0009114742279053, -1.6935670375823975, -0.8950353860855103, 0.5880343914031982, -0.3854762613773346, -0.24979844689369202, -0.022743020206689835, -1.289243221282959, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.05054222419857979, 0.7358915209770203, -0.05511152371764183, -0.5076067447662354, -0.2298242747783661, 0.5985777378082275, -0.5938521027565002, 0.6198132634162903, -1.2490348815917969, -0.30606386065483093, 0.6170403361320496, 1.3825517892837524, -0.02469605579972267, -0.6462743282318115...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2687424421310425, -0.8434385061264038, -0.5926699638366699, -0.629664957523346, 0.8740405440330505, -0.11873824894428253, -0.7062578797340393, 1.0795552730560303, 0.7234964966773987, -1.2025648355484009, -1.5700281858444214, -0.1933962106704712, -1.5072399377822876, 1.050934076309204, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -3.1418418884277344, 0.48164230585098267, 0.12252303212881088, -0.42717865109443665, 1.1230851411819458, -1.1920156478881836, -0.21615269780158997, 1.468875527381897, -0.11541394144296646, 0.7020722031593323, -0.08144651353359222, 0.6497521996498108, 0.9890987277030945, 0.11598067730665207...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5344290733337402, 0.22847312688827515, -0.25452712178230286, -0.7311719059944153, 1.3242197036743164, 0.2175629734992981, -0.18012115359306335, -1.770897388458252, -0.8821281790733337, -0.3985596001148224, 0.49265414476394653, -1.1100049018859863, -0.3868962824344635, -1.111782670021057...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.32080385088920593, 0.8380049467086792, -2.4269566535949707, -0.10364966094493866, -0.7953941822052002, 1.393324851989746, 0.1428818553686142, 0.30487769842147827, 0.7876256704330444, -0.18074674904346466, -0.22871004045009613, 1.2841140031814575, 1.227749228477478, 0.559542715549469, 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
[ 0.347241073846817, 0.3834165632724762, 0.9089146852493286, 0.4779520034790039, -0.1292422115802765, 0.26935020089149475, -0.2914429008960724, -1.2917282581329346, 0.1617431938648224, -0.5736591219902039, -0.3799452781677246, 0.6357986330986023, -2.408010721206665, -0.27639490365982056, 2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0721995830535889, 0.7273105382919312, 0.8769742846488953, 1.2224854230880737, 1.3774216175079346, -0.3712858259677887, -0.542601466178894, 0.3152168393135071, -0.4048425853252411, -0.5235753655433655, -0.8095648288726807, -0.038934942334890366, -0.5483105778694153, -0.06537754833698273, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1717350482940674, 0.23260308802127838, -0.41469961404800415, -0.3662736415863037, -0.27389290928840637, -1.4103193283081055, -0.28120672702789307, 0.3638494908809662, -0.06825996190309525, -0.32616209983825684, -0.4321308135986328, 0.2966170907020569, 1.3309518098831177, 0.73984813690185...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3243226408958435, -2.5226995944976807, -0.38316595554351807, -0.42828044295310974, 0.9222235679626465, 0.8705692291259766, -0.9316434860229492, -0.6878153681755066, -2.4428460597991943, -0.9009456038475037, -0.2384537011384964, 0.21571038663387299, -0.7385004758834839, -1.851198434829712...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.16882330179214478, -1.3369503021240234, 0.12254202365875244, -0.535907506942749, 0.963368833065033, 0.8820793628692627, 2.316772937774658, 0.7747066020965576, -0.4072890877723694, 1.6004585027694702, -0.37551793456077576, 0.9583039879798889, 1.2540885210037231, -0.4728771150112152, -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
[ 0.5572012066841125, -0.73465895652771, 0.9376038908958435, 0.7644233703613281, -0.568108320236206, -0.9676000475883484, -0.390010803937912, -0.013869318179786205, 1.5329651832580566, 0.41607850790023804, -1.1159095764160156, -0.35412031412124634, -0.9179306626319885, -0.17916418612003326, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4317057132720947, 0.8562608361244202, -0.6344155073165894, 0.4478079676628113, -1.0276975631713867, -0.8370457887649536, -0.6857398748397827, -1.4907790422439575, -0.8220369219779968, 1.4838037490844727, -0.9608886241912842, 0.037558186799287796, 0.4922885298728943, -0.7700302600860596,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.0041844844818115, 0.549946129322052, -1.298274278640747, -0.9410222172737122, -1.2603474855422974, -0.11774742603302002, 0.016458135098218918, -0.059024546295404434, 0.5838082432746887, 1.4914464950561523, -0.33663463592529297, -1.2382571697235107, -2.4458296298980713, 0.249420985579490...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4788028597831726, -0.5246707797050476, 0.020641515031456947, 0.8519800305366516, 0.14509272575378418, -0.8230083584785461, 2.0109941959381104, -0.786754310131073, -0.3994133770465851, -1.0164861679077148, 0.6477605700492859, -2.5066452026367188, 0.4432338774204254, -0.01140690315514803, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2715388834476471, 0.8177822828292847, -0.9375646114349365, 0.6699193716049194, 0.7581745386123657, -0.941880464553833, -2.6630234718322754, -1.2587965726852417, -0.7124354243278503, 0.358632892370224, 2.0705385208129883, 0.5800081491470337, -0.736014187335968, -0.44480833411216736, -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
[ -0.02979113534092903, -1.2540409564971924, 0.6058139204978943, -0.834317147731781, -1.3227893114089966, 0.012310893274843693, 0.19093234837055206, -1.4189753532409668, 0.7138372659683228, -0.6389887928962708, 0.006130549591034651, 0.0028241572435945272, 0.26168930530548096, -0.203518375754...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.300391674041748, -0.22137205302715302, 1.3388423919677734, 0.6026508808135986, 0.7659684419631958, 1.0360828638076782, -0.15705928206443787, -1.686889410018921, -1.6065579652786255, -0.39974239468574524, -1.0829302072525024, -1.2885085344314575, 1.1601359844207764, 1.4621942043304443, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.42064204812049866, 0.23181353509426117, 0.863903820514679, 2.5128257274627686, 0.6222529411315918, -0.5989048480987549, 0.1148926168680191, -1.6667425632476807, 1.7356597185134888, 0.9262166619300842, 0.2553008794784546, 0.5877096652984619, 0.1494864523410797, 0.34106025099754333, -1.2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7067691087722778, -2.3286643028259277, -0.9760112166404724, 0.5232853889465332, 0.5170972943305969, -1.5094889402389526, 0.7432475090026855, 0.7783879637718201, -2.09627366065979, 2.632755756378174, 0.2553521692752838, -1.709328532218933, -0.7817920446395874, 0.41339316964149475, -0.01...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3855724334716797, 0.2771460711956024, -0.5005906224250793, 0.4033468961715698, -0.8880384564399719, 0.19072666764259338, -1.4399369955062866, 0.5077419877052307, 1.9616843461990356, 0.8181111216545105, -0.7782913446426392, -0.6914157271385193, -1.254385232925415, 0.23870722949504852, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1544452905654907, 0.17650741338729858, 0.09922011941671371, -0.9489820003509521, 0.7683777213096619, 1.0224566459655762, -0.4157140254974365, -0.6705927848815918, 0.27649709582328796, -3.071932792663574, 0.5593202114105225, 1.7217400074005127, -0.7931157350540161, 0.45962634682655334, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2387456893920898, 0.34059932827949524, -0.9519768953323364, -1.1181950569152832, -1.6600382328033447, 1.3358824253082275, 0.48294511437416077, 0.5483887791633606, -0.780759334564209, 0.5056783556938171, -1.4404085874557495, -1.2423033714294434, -0.039994724094867706, 0.7592289447784424, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3348073959350586, -0.055598195642232895, 0.5664775371551514, 0.464837908744812, 0.6963411569595337, -1.2370115518569946, 0.4328558146953583, 0.7365762591362, 0.23497258126735687, -0.4795129895210266, -1.7584584951400757, 0.5030630230903625, 0.9521247148513794, 1.5817101001739502, 0.32...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8876393437385559, -0.557079017162323, -1.4792683124542236, -0.6804316639900208, 0.569974958896637, 0.5550245642662048, 1.3842689990997314, -0.9742534756660461, -0.7637331485748291, -0.6117182374000549, -2.3320043087005615, 1.7213382720947266, -0.9952442646026611, -0.45191657543182373, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.042844630777835846, -0.007821747101843357, 1.0805641412734985, 1.5276987552642822, -1.5986710786819458, 0.9060114622116089, 0.8461675643920898, 1.0607551336288452, -0.24826675653457642, 0.09791207313537598, -1.0460612773895264, 0.671838104724884, -0.04065123200416565, 1.9294859170913696...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4787288308143616, -2.6261332035064697, 2.079188823699951, 0.8920708894729614, 1.0948654413223267, 0.03471776470541954, 1.5766994953155518, -0.23720774054527283, 2.1824417114257812, -0.2511485517024994, 0.3139260411262512, 0.060000356286764145, -0.04600212350487709, 0.10500781238079071, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.48651835322380066, 0.041520752012729645, -1.1551177501678467, 0.1656465083360672, 1.0151069164276123, -0.29986825585365295, 1.7250726222991943, -0.6125755906105042, 0.26113417744636536, -0.31869417428970337, 0.3365817964076996, -0.5536839365959167, -0.08235491067171097, -0.0367319285869...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6525169014930725, 0.298836886882782, -0.8941508531570435, -1.8015326261520386, -0.14306631684303284, -0.11125186085700989, 0.059329804033041, -0.6049409508705139, 0.9907228946685791, 0.05544073134660721, -0.5776649713516235, -0.4796265661716461, -0.3163091242313385, 0.1363828480243683, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8974482417106628, 0.32620927691459656, 0.7076626420021057, 1.2586005926132202, 0.891714334487915, -0.961947500705719, 0.46508657932281494, -0.33991971611976624, -1.0260003805160522, 0.6658994555473328, -0.2525743246078491, -1.5489616394042969, 0.06399478763341904, -1.144360899925232, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7355754971504211, 0.09088899195194244, -0.9696120619773865, 0.19423605501651764, -0.8614183068275452, 0.03568842634558678, -0.32460030913352966, 0.1801522672176361, -0.2142305076122284, 0.7694573998451233, 1.8264840841293335, -0.9152625203132629, 0.1511293649673462, -1.5545719861984253, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.28714120388031006, -0.014142678119242191, -0.28769651055336, 0.3737175464630127, -0.06635912507772446, 3.188904047012329, -0.6915706396102905, 1.7608836889266968, -0.9200916886329651, -0.5632658004760742, -0.644536018371582, 0.5134869813919067, 0.49454453587532043, -0.04465746879577637, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.4686789512634277, 0.06673727929592133, -1.685638666152954, 0.5707162022590637, 1.2141047716140747, 0.9149240851402283, 0.24833130836486816, 0.1306048035621643, 0.4580724239349365, 0.6457298398017883, -1.2757285833358765, 0.2982502281665802, 0.06246998906135559, 0.14035500586032867, 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
[ 1.336345911026001, 0.7803924083709717, 0.11898647993803024, 0.22189365327358246, -0.8843632340431213, 1.0606592893600464, 1.4439021348953247, -0.07073023915290833, 0.3910932242870331, 1.1380350589752197, 1.2978370189666748, -0.5353403091430664, -0.34563717246055603, -1.1997509002685547, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5512850880622864, -0.484518826007843, 1.22215735912323, -0.4759885370731354, -0.18523497879505157, 0.4847576320171356, -0.5095323324203491, 0.15811461210250854, 2.3069939613342285, 1.514042615890503, 0.5247703790664673, -1.7977280616760254, 0.16382093727588654, -0.4506903290748596, 2.0...
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
[ -0.7575677037239075, -0.7036632895469666, 0.825778067111969, -1.6387207508087158, -0.43755006790161133, -0.5317512154579163, -1.0978362560272217, 1.0073025226593018, 1.0508956909179688, 0.6084595918655396, 0.45900335907936096, 0.49132034182548523, 0.6876741647720337, -1.151235580444336, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.015333804301917553, 1.1978651285171509, 1.0091664791107178, -0.12165721505880356, 0.8128171563148499, -0.8317170739173889, -0.45316967368125916, 0.03977455198764801, 1.6112890243530273, 1.3209971189498901, 1.0651119947433472, 0.5870766043663025, 2.175116777420044, 0.7025775909423828, 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
[ -2.6640148162841797, 0.01586235500872135, -1.3807767629623413, -0.7413405776023865, -0.4461374282836914, -1.2933067083358765, 0.2026745080947876, -0.7937528491020203, 0.13889312744140625, 0.9664453268051147, -0.4868350923061371, -0.6804623603820801, -0.8231377601623535, 1.241836428642273, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.021880783140659332, -1.3515477180480957, -0.7927036285400391, 1.1815400123596191, 1.5687144994735718, -1.155348300933838, 0.14325985312461853, -0.9291204214096069, -0.33420801162719727, 0.35315045714378357, -1.7845185995101929, -0.802787721157074, -1.8428773880004883, 2.3922016620635986,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.006176847033202648, 1.5211271047592163, 0.48428383469581604, 1.1129908561706543, -0.13161498308181763, -0.15006226301193237, 0.987680196762085, 2.212506055831909, -3.145627021789551, 1.3714632987976074, 1.7550667524337769, 0.7088279724121094, 0.3505535423755646, 0.9801364541053772, 0.2...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.354053020477295, 0.8359248638153076, 1.364503026008606, -1.3636434078216553, 1.0079737901687622, 0.17843052744865417, -0.2832227647304535, -0.048103462904691696, -0.3027910590171814, 0.7802138328552246, 0.4140492081642151, -0.46250104904174805, 0.5260794758796692, 0.5551332831382751, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.156651258468628, -1.885767936706543, -1.72886061668396, -1.3000096082687378, 0.3607138395309448, -0.5610144734382629, 0.6422632932662964, 0.6366448402404785, -0.03157169744372368, -0.4819616675376892, 0.12833142280578613, 1.097596526145935, 0.0480102077126503, -1.32453191280365, 0.951...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3891509771347046, 1.1549853086471558, -1.0479161739349365, 0.8560861349105835, -0.2985897660255432, 0.006564297713339329, 1.243839979171753, -0.5755257606506348, -0.02090683951973915, -1.249197244644165, 0.1465393602848053, -0.1939852386713028, -0.5592153668403625, 0.3442571759223938, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1237157583236694, -1.0193043947219849, 0.5911768078804016, 0.2769354581832886, -1.2000561952590942, 0.7688396573066711, 0.6696565747261047, 1.8236947059631348, 1.3570892810821533, 0.6276167035102844, 1.4176846742630005, -0.27325576543807983, 1.2149640321731567, 0.09154630452394485, -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
[ -0.8371168375015259, 0.34752559661865234, -0.09834422171115875, 0.08880949765443802, -1.9693082571029663, 0.5482053160667419, -0.812239944934845, -2.070906162261963, -1.0924124717712402, -0.3471411168575287, 0.12922576069831848, 0.7393123507499695, -1.874853491783142, 0.4133068323135376, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1678200960159302, -0.8281235098838806, 0.37817785143852234, 1.035441517829895, -0.2779847979545593, -0.10936958342790604, 0.10785925388336182, -0.7203505039215088, 0.6809943914413452, 0.1792718768119812, 0.8572730422019958, -0.6448003649711609, -1.8709120750427246, 0.9136348366737366, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6156960725784302, -0.3213207423686981, -1.35013747215271, -0.7428932785987854, 1.1910241842269897, -2.2206995487213135, 0.6953365802764893, 0.8346964716911316, 1.3504425287246704, 0.24909664690494537, 0.328702837228775, 0.020831109955906868, 1.1983808279037476, -0.5463765859603882, 2.3...
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
[ -0.6726818680763245, -0.16426058113574982, -0.7019609212875366, -1.3754768371582031, 1.3303251266479492, -0.8743670582771301, 2.0322797298431396, -0.1277088075876236, -1.421486496925354, 0.5843679308891296, 2.071016550064087, 1.1897854804992676, 1.1020413637161255, -0.20393456518650055, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.234710931777954, 0.5766587853431702, -1.8511581420898438, -0.40532246232032776, -0.42445147037506104, 1.4446229934692383, -1.9747226238250732, 0.24821452796459198, 1.9530346393585205, -1.0563879013061523, 0.9242948293685913, 1.5856670141220093, 1.0494749546051025, 0.6686740517616272, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.0408051013946533, 0.657355010509491, 0.6276046633720398, 0.035730935633182526, -0.7915211915969849, 0.12196291983127594, 0.41317373514175415, -0.9244234561920166, -0.18520501255989075, 0.6163456439971924, 0.7080878019332886, 0.03455096110701561, 2.3243887424468994, 0.5456880927085876, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4290449619293213, 0.04396675527095795, -0.08849093317985535, -1.4588313102722168, 0.21418114006519318, -0.625105082988739, -0.06080520525574684, 0.35224851965904236, -0.743793785572052, -0.4849487543106079, -1.4882315397262573, 0.15416814386844635, 0.32009822130203247, 0.392130225896835...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4934877157211304, -0.6083178520202637, -0.036827463656663895, 0.14678362011909485, 1.2482943534851074, -0.5526134371757507, 0.9604109525680542, 2.25854754447937, 0.4134834408760071, 0.6964825391769409, 0.9844539761543274, -0.8358537554740906, -0.9136660099029541, -1.2985546588897705, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.03881605714559555, -0.4584273099899292, 1.0719830989837646, -0.025310764089226723, -0.2139938920736313, 2.0946550369262695, -1.0079597234725952, -0.5065684914588928, -1.9159623384475708, 0.18728278577327728, 0.5713852643966675, 0.5146809220314026, 0.0940525159239769, -0.8889666795730591,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5643777251243591, -0.480225145816803, 0.2016037404537201, -0.0821632668375969, -0.4434654414653778, -0.19541169703006744, -0.0011799703352153301, 2.0789520740509033, 1.3682440519332886, -1.3066374063491821, -0.5302479267120361, 1.4019447565078735, 0.7628861665725708, -0.31915149092674255...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0314754247665405, -0.16535942256450653, -0.5837011337280273, 0.4483947157859802, -0.4456302225589752, 0.5860793590545654, 0.6485938429832458, 1.4753806591033936, -1.3861064910888672, 0.08257125318050385, 0.6561145186424255, -1.2691465616226196, -0.5275763869285583, -1.152674913406372, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.907150387763977, 1.4257537126541138, -0.40683630108833313, 0.4133465886116028, 0.3290427029132843, 1.3236068487167358, -0.0594187006354332, -0.4499102830886841, -0.9712449908256531, 0.2979302406311035, -0.5434058308601379, -0.331631064414978, 0.7318685054779053, -0.3111453950405121, 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
[ 0.8129735589027405, 0.8745845556259155, -0.6219589710235596, 0.6772441864013672, 0.9047789573669434, 0.8292267918586731, 0.2007731944322586, -0.16967125236988068, 2.3448116779327393, -0.29935798048973083, -0.3464782238006592, -1.222856044769287, -0.24798554182052612, 0.14727845788002014, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8657768964767456, 2.1135029792785645, 0.48231667280197144, -1.1377278566360474, -2.5772008895874023, -0.8626462817192078, -0.8742420077323914, -0.2414764165878296, -0.5637356638908386, 0.430733323097229, 0.04923876374959946, 0.41518139839172363, 0.17048926651477814, -1.437578797340393, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0584368705749512, 0.6621779203414917, 0.07550695538520813, 1.0096601247787476, 0.08921657502651215, -0.6469923257827759, -0.19049803912639618, -0.21918757259845734, -0.5171611309051514, -0.9718197584152222, 1.0557492971420288, 0.19831344485282898, -0.8002476096153259, 0.6371003985404968,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2322477102279663, -0.17654232680797577, 0.587348461151123, -0.18472956120967865, 0.7068678140640259, -0.564531683921814, 0.7585659027099609, 1.1331486701965332, 0.2482803761959076, -0.021659987047314644, -1.2175551652908325, 1.003886342048645, -0.42229363322257996, 1.3375028371810913, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2280900627374649, -0.4163297712802887, -0.07228916883468628, 1.5289067029953003, -1.0323586463928223, 1.9018046855926514, -1.3394386768341064, -0.28411221504211426, -1.200069546699524, -2.1875083446502686, 0.8502968549728394, 0.6479584574699402, 1.1897917985916138, -0.7820211052894592, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3363639116287231, -0.24236324429512024, 0.813404381275177, 0.18145516514778137, 0.7898608446121216, -0.9365043640136719, 1.0091166496276855, -0.3315746784210205, 0.2709852159023285, -0.43882596492767334, -0.4891471862792969, -1.0580607652664185, -0.8815011978149414, 0.35187679529190063,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.6785571575164795, 1.1159781217575073, -0.09850576519966125, 0.5037253499031067, 0.474850058555603, 0.2263406664133072, -0.11273159831762314, -0.6107316613197327, -1.7615410089492798, 1.907538890838623, -0.37229785323143005, 1.0072499513626099, 1.0052131414413452, 0.6652303338050842, 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
[ 0.5558928847312927, -0.7511932253837585, 0.003234538482502103, -0.2667076289653778, -0.45663982629776, -0.1831112504005432, 0.12773394584655762, 0.5086871385574341, -0.8493804335594177, 1.017894983291626, 0.5046889781951904, 0.9995979070663452, 0.3797997832298279, 0.6056555509567261, -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
[ 1.1644784212112427, 0.12268391251564026, -0.18870237469673157, -2.1816279888153076, 0.5916371941566467, 1.3912866115570068, -1.2450270652770996, -1.465587854385376, -1.9487755298614502, 0.3652586042881012, 0.647034764289856, -0.2123759537935257, -0.594950795173645, -0.8097081780433655, 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
[ -0.41115909814834595, -0.7060895562171936, -0.12685933709144592, -1.262113094329834, 0.6009306311607361, -1.207504391670227, 0.18214580416679382, -0.7682722806930542, 1.0589977502822876, -1.103239893913269, -0.9918611645698547, 0.793610692024231, -0.5777135491371155, -2.232226848602295, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.19458098709583282, 1.6985032558441162, 0.42395102977752686, -0.017140397801995277, 0.6743083596229553, 0.30549129843711853, -0.20428995788097382, 1.2358969449996948, 0.2948634624481201, 0.41931185126304626, 1.0776783227920532, -1.8935409784317017, -0.740096390247345, 0.4505692422389984, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7716240882873535, -0.21020522713661194, -0.3392399549484253, 0.8925469517707825, -0.37906506657600403, 0.7377051115036011, 0.2346804141998291, -1.2525333166122437, -0.742326557636261, 0.104871466755867, 0.2611398994922638, 1.4308243989944458, 0.7303047776222229, -0.21848157048225403, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.16794492304325104, 1.3653671741485596, 1.7615848779678345, -0.8778600096702576, -1.0241366624832153, -1.4365898370742798, -1.021820306777954, -0.9081794619560242, 1.074706792831421, -2.124905586242676, 1.698053002357483, -1.8521047830581665, -0.17008887231349945, -1.9246463775634766, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1582263708114624, 0.6494770646095276, -0.9358053803443909, -0.20281365513801575, -1.1197683811187744, -0.6459683179855347, 0.14454737305641174, 0.33474108576774597, -0.24874559044837952, -0.2428857684135437, 0.32303935289382935, -0.6860018372535706, 1.7168954610824585, 0.608273863792419...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.39735618233680725, -0.604461133480072, 0.5283538103103638, -0.4454133212566376, 1.1942311525344849, -0.6707584261894226, 1.768843173980713, 1.5131767988204956, -0.3261260986328125, 1.8130433559417725, 0.2583830952644348, -1.0864890813827515, 0.375698447227478, -1.211181879043579, 0.974...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.33708956837654114, -1.1474233865737915, 0.42313966155052185, -0.7592584490776062, 0.7240812182426453, -0.11078760027885437, 1.1919289827346802, 1.0382046699523926, 0.8119847178459167, -0.6187640428543091, -0.032343268394470215, -0.9720222353935242, 0.26816073060035706, 1.7409522533416748...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2747213542461395, 1.2915351390838623, -0.017551366239786148, -0.33342304825782776, 2.2640748023986816, 0.13561050593852997, -0.6530652046203613, 0.019218988716602325, 0.47099554538726807, 0.7778680324554443, -0.07393774390220642, 0.7204740047454834, -0.3347035348415375, -0.1180774420499...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6226618885993958, -0.5571220517158508, 0.1546681821346283, 0.5602568984031677, -0.01980428770184517, 0.4156816899776459, -1.0248713493347168, 0.6921513676643372, -0.9401296377182007, -1.857769250869751, -0.0014752696733921766, -0.30186548829078674, 0.30053818225860596, 0.330706387758255...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.20898230373859406, 0.5817012786865234, 1.239114761352539, -0.7680714130401611, 0.7966392636299133, -1.1135982275009155, 1.2810773849487305, 1.1062568426132202, 0.5169664025306702, -0.27144476771354675, 0.4121934175491333, 0.5541144609451294, 0.3467344343662262, 1.7936903238296509, -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
[ 0.7246797680854797, -1.474230408668518, -0.4276280701160431, -0.7793840765953064, -0.07875695824623108, 0.4130905270576477, 0.018788045272231102, 0.6311463117599487, 0.058895986527204514, 2.0263333320617676, 0.883159339427948, 1.5613707304000854, -0.5416190028190613, -1.14621901512146, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.0003492031537462026, 1.2191572189331055, 1.4790594577789307, 1.8839508295059204, 1.067455768585205, 0.27291250228881836, -0.5381104946136475, 0.9953976273536682, 0.29600024223327637, 1.0645660161972046, 0.7056130766868591, 0.8422650694847107, -0.48282307386398315, -2.05576753616333, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7037131190299988, -1.3825725317001343, -1.0268361568450928, 0.6088091731071472, -0.8261793255805969, -1.197910189628601, -2.0539941787719727, -0.8611603379249573, 0.6670705080032349, 1.1056938171386719, -0.7892835736274719, -2.3665857315063477, -0.6685798168182373, 0.06421339511871338, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2657257318496704, 0.5742178559303284, -0.9083737134933472, -1.6534892320632935, 0.4210193455219269, -0.8816991448402405, -0.29574692249298096, -0.9852293133735657, 0.416032612323761, -0.8997687697410583, -1.5019582509994507, -1.85247004032135, 0.333905965089798, 1.2420393228530884, -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
[ 0.10139858722686768, -0.9356845021247864, 0.3551171123981476, -2.024904251098633, -0.6463922262191772, -0.7095004320144653, -0.5767016410827637, 0.0707339197397232, -1.007219910621643, 0.43982037901878357, -0.12808763980865479, -0.8097516894340515, 0.07750475406646729, 1.321028470993042, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.2492051124572754, 1.7514359951019287, 0.022285591810941696, -0.3084601163864136, 1.4599380493164062, -1.4443360567092896, -0.6977993845939636, 0.21061424911022186, 0.22836896777153015, -0.5532568693161011, 0.21068918704986572, 0.4903510510921478, -0.587796688079834, -0.4663684070110321,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5591306090354919, -0.47635963559150696, 0.679699182510376, -1.3296287059783936, 0.24212872982025146, -0.17831087112426758, 0.00849094707518816, -0.6489956974983215, -1.0939303636550903, 0.15011849999427795, 0.5058810114860535, 0.3191951811313629, -1.1579043865203857, 0.5488722920417786, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.657139003276825, -0.9675849676132202, -0.3330136239528656, -0.6119443774223328, 0.7855861783027649, 0.18519841134548187, -0.11119632422924042, 0.3351755738258362, 1.2444498538970947, -0.9594429731369019, 0.07118593901395798, -0.6654501557350159, -0.1784454882144928, 1.3035094738006592, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4022546708583832, 1.5488028526306152, -0.644418478012085, -2.1881964206695557, -0.07228311896324158, 3.6770880222320557, -0.7964960932731628, 0.18599367141723633, 1.8159080743789673, -0.08822409808635712, 1.2899596691131592, -0.6808027625083923, 1.1366456747055054, 0.09089715778827667, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.7142250537872314, -1.884416103363037, -0.02353277988731861, -1.3437345027923584, -0.14603298902511597, 1.6478461027145386, 1.5379602909088135, 1.6299281120300293, 0.7398515939712524, -2.000678062438965, 0.14058399200439453, 0.26873278617858887, 0.06657030433416367, -0.6404691934585571, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3808637261390686, 0.3447383940219879, -0.5517316460609436, 1.2358485460281372, -1.776572585105896, 1.3102185726165771, -0.7449495196342468, -0.38721874356269836, -0.8595781922340393, -1.4538037776947021, -0.5882392525672913, 0.7685708403587341, -0.4380371570587158, -0.5253901481628418, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.34910276532173157, -0.801721453666687, -0.17064447700977325, 0.20934906601905823, -0.4770452082157135, -0.6418389678001404, -0.054184440523386, 0.81597900390625, -0.8541483283042908, -1.611893653869629, 0.22824059426784515, 0.07118631899356842, -0.9069469571113586, 0.9056458473205566, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4148555099964142, -0.7902897000312805, 1.3887089490890503, -0.5587202906608582, 1.8511713743209839, -2.296905279159546, -0.5795292854309082, 1.2248687744140625, -0.29282301664352417, 0.30555227398872375, -0.5016016960144043, 0.37288594245910645, -0.37466952204704285, 0.39942511916160583...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.008305411785840988, -1.0416334867477417, -0.8312543034553528, 0.5505443811416626, 0.18396422266960144, -0.094418466091156, -0.4053625762462616, 1.0150026082992554, 1.2773233652114868, -0.6867145895957947, 1.9845328330993652, 1.8559025526046753, -2.628753662109375, -0.024200310930609703, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3023378252983093, 0.6429882049560547, -1.102426290512085, -0.434347003698349, 0.20587103068828583, 0.12600389122962952, -0.517537534236908, 1.522131323814392, 1.3685717582702637, -0.9003472328186035, 1.484783411026001, 0.3739438056945801, -1.6227468252182007, 0.4882687032222748, -0.78...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2071672677993774, 0.3516283929347992, -1.6740065813064575, -0.7849107980728149, 0.7715606689453125, 0.10747618973255157, 1.4018292427062988, 0.302040696144104, -0.40806466341018677, -0.7370634078979492, -0.5394327640533447, 0.22324390709400177, 1.1390851736068726, -0.40741944313049316, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.12666445970535278, 0.29382726550102234, 0.6500553488731384, 1.168086051940918, -0.6434370875358582, 0.17275819182395935, 0.3492467999458313, -0.5515077114105225, 0.8202929496765137, 0.25519293546676636, 1.7171814441680908, -1.2541468143463135, 1.833048939704895, 1.0677845478057861, -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
[ 1.0002623796463013, 0.18687158823013306, -0.26323652267456055, -0.5969099998474121, 0.5521288514137268, 0.9532461166381836, -0.010015953332185745, 0.6204606294631958, -0.13273432850837708, -0.1145327240228653, -1.0528404712677002, -1.6354339122772217, 0.10196524858474731, -1.17104351520538...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.7552099227905273, 0.6932443380355835, 0.40129417181015015, -0.24338170886039734, 0.7931985259056091, 1.3807213306427002, 0.5075350999832153, -0.7125256657600403, -2.9655818939208984, 0.37737902998924255, -0.1809782236814499, -0.1743410974740982, 0.9998738765716553, -1.2365789413452148, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9581930041313171, -1.8779089450836182, -0.4110885262489319, -2.706634283065796, 1.1414742469787598, 0.4797826409339905, -0.6513316631317139, 0.7144611477851868, 1.9970762729644775, 0.318207710981369, 0.27505919337272644, 0.9997056722640991, 0.23519405722618103, -0.440754234790802, -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
[ -0.22047066688537598, -0.1328481137752533, -0.8255883455276489, 1.6731005907058716, 1.532867193222046, -1.5638350248336792, -1.2149083614349365, 0.45325860381126404, -1.173100471496582, -0.7125024199485779, -1.1142961978912354, 0.6890631318092346, 0.10141574591398239, -1.3852037191390991, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2904941141605377, -0.21832139790058136, 0.3666771948337555, 0.360991507768631, 3.483725070953369, -0.057003453373909, -0.5842524170875549, -0.48276424407958984, -0.4412446618080139, -0.7670215964317322, -0.234175443649292, -1.0022661685943604, 1.6118532419204712, -0.5833578705787659, 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
[ -0.5529665350914001, -0.005394523032009602, -1.1942036151885986, 0.01148481946438551, -0.5817708373069763, -0.3117589056491852, 1.0273351669311523, -1.7078622579574585, -0.4244494140148163, -0.48730069398880005, 0.6908814907073975, 1.4866180419921875, -0.7428845167160034, -0.33282557129859...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1316043883562088, -0.6106104850769043, -0.5149755477905273, 0.5249756574630737, -1.27836275100708, -0.754881739616394, -0.12853498756885529, -0.2850625216960907, 0.11828097701072693, 0.14704659581184387, -0.402728796005249, -0.22997552156448364, -1.001501441001892, 0.26682910323143005, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3560183644294739, 0.40377354621887207, -0.2801342010498047, 0.7623814344406128, -0.5926066040992737, -1.1868618726730347, -1.78888738155365, -2.4210879802703857, 0.0607508048415184, -0.052346132695674896, 0.19849570095539093, 0.9267054200172424, -0.18379458785057068, 0.3016386032104492, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis