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[ 0.0049802400171756744, 0.988271951675415, 0.5453668832778931, -1.8843936920166016, -1.2517911195755005, -0.9507752060890198, 2.389277935028076, -0.1225462257862091, -0.7031661868095398, -0.40505310893058777, 1.1055291891098022, -0.08569402247667313, -1.0949139595031738, -0.7987287044525146...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40438178181648254, -0.192496195435524, 0.24987177550792694, 0.004684350918978453, 0.8241487741470337, 0.7876235842704773, 1.359532117843628, -0.4198482930660248, 0.4343297481536865, 0.31584835052490234, 1.395603060722351, -1.1141784191131592, 1.0404225587844849, -0.1713927686214447, 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
[ 0.09939543157815933, -0.4020110070705414, 0.12122257053852081, -0.616662323474884, -0.6535376310348511, 1.3711332082748413, -0.8738046288490295, 0.386552095413208, -0.12013892084360123, -0.28383320569992065, 1.2000406980514526, 1.1835957765579224, -0.7615084648132324, -0.44378337264060974,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5150789022445679, -0.2486867606639862, -1.16498863697052, 0.13678273558616638, 0.7396790981292725, -0.8453564643859863, 0.49881377816200256, -0.10128557682037354, -0.16802220046520233, 0.05205390229821205, -1.3702915906906128, 0.06941201537847519, 0.253133088350296, -0.23034203052520752...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.38944774866104126, 0.3805852234363556, 0.2461218386888504, 1.1513962745666504, -0.04146808385848999, 0.1377732753753662, -0.4510440528392792, 0.41354528069496155, -0.9151409864425659, 0.004024679306894541, 0.008863258175551891, -1.1231170892715454, -0.3228590190410614, 0.3317871689796448...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5134809017181396, 1.2235859632492065, -1.563379168510437, 0.8755114674568176, 1.1911941766738892, -0.15854772925376892, 0.5772268772125244, 0.6505457758903503, -0.7151249647140503, -1.2648897171020508, -1.5058655738830566, -0.8242107629776001, 0.08326077461242676, -0.568729817867279, 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
[ -0.2575688064098358, -0.15734319388866425, 1.1277289390563965, -0.6018290519714355, -0.9007393717765808, -1.4368730783462524, 0.31750449538230896, -0.7851564884185791, -1.3734972476959229, -1.958093523979187, -0.14343933761119843, 1.1092050075531006, -0.1163807138800621, -0.184156522154808...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.32235193252563477, -0.7492117285728455, -0.1345001757144928, 0.45261505246162415, -1.1818829774856567, 0.024482088163495064, 0.33629027009010315, 1.1729117631912231, 1.8935149908065796, -1.0987564325332642, -0.6207579374313354, -1.5953168869018555, 0.05644497275352478, 1.184810280799865...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4536796808242798, 0.029920659959316254, 0.13649259507656097, -0.5882557034492493, -1.470408320426941, 1.1448709964752197, 0.12926411628723145, -0.4880058765411377, 0.3122844398021698, -0.1856895089149475, 1.0245355367660522, 1.3533835411071777, 0.6721312403678894, 0.09038925915956497, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8907579779624939, -0.9095701575279236, 0.8464633822441101, -2.2972121238708496, -0.4669015109539032, -0.37517619132995605, -0.9804598689079285, -0.9520033001899719, 0.4108501672744751, -1.390451192855835, 0.9653650522232056, -0.8416265249252319, 0.24338248372077942, -0.25550851225852966...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.746077537536621, 1.426490068435669, -0.17866292595863342, 0.5394802093505859, -0.22950924932956696, -0.32053494453430176, 0.9788363575935364, 0.1165475845336914, 1.7538763284683228, 1.6394317150115967, 0.06708131730556488, -0.35548990964889526, -0.7314669489860535, 0.1084495335817337, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3474323749542236, -0.36853376030921936, -1.1015290021896362, -0.31036752462387085, 1.6205742359161377, -1.4152324199676514, -0.3784385621547699, -1.3023419380187988, -1.1286085844039917, -0.826900839805603, -0.0857638269662857, -1.5334848165512085, 0.23690403997898102, 0.1464705467224121...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5036712288856506, 0.7277224659919739, 0.5954849720001221, 2.084052801132202, -1.7871087789535522, 0.09799673408269882, 0.2285257875919342, 0.17514880001544952, 0.08491210639476776, -1.8154908418655396, -0.784674882888794, -0.23616774380207062, -1.3986226320266724, -0.5001960396766663, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7767936587333679, 1.192627191543579, -0.7209018468856812, -0.27576640248298645, 0.03546004742383957, 1.4701054096221924, -0.7374973297119141, -0.4461885094642639, 1.9600927829742432, -0.6427675485610962, -0.9304501414299011, 0.8028730154037476, -1.09633469581604, 0.2726476192474365, 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
[ -1.3268109560012817, -1.3159912824630737, -1.657619595527649, -0.9950484037399292, 0.24402448534965515, 0.7584620118141174, 0.11625365912914276, 1.5348219871520996, -0.24242517352104187, -0.32124054431915283, -0.8336940407752991, 0.10516241192817688, -1.033315896987915, 1.3666646480560303,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5942749977111816, 2.0046093463897705, -0.10078851878643036, -2.2932486534118652, 0.9407572150230408, 1.1070853471755981, 1.745997667312622, -0.2819024920463562, -0.7264159917831421, -0.3849560022354126, 0.6002870202064514, 0.7359252572059631, -0.2793595790863037, -1.096311092376709, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8734771609306335, -1.2031946182250977, -1.609021544456482, 0.12456688284873962, -1.0307732820510864, 0.34516850113868713, 0.31433576345443726, 0.5756723880767822, 0.6293507218360901, -0.2856106460094452, 0.42970073223114014, 0.6103594303131104, -0.17550349235534668, -0.09158157557249069,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2973825931549072, -0.5060917139053345, 1.3702261447906494, 0.1511421501636505, 0.13865390419960022, -0.6178086996078491, -0.7128046154975891, -1.3042826652526855, -0.4163051247596741, 0.9516744017601013, -0.22791221737861633, 1.0714672803878784, -2.086817741394043, -0.28945600986480713,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2516086101531982, 0.7059108018875122, 0.17246432602405548, 0.8973159790039062, 0.03211167827248573, 1.553287148475647, -1.6327491998672485, -0.5150781869888306, 1.445975422859192, -1.8815653324127197, -1.6450022459030151, 1.238244891166687, -0.6018469333648682, 0.41747692227363586, -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
[ -0.07337243854999542, 1.1463087797164917, -0.5237088203430176, 0.6415476202964783, -1.0795570611953735, -0.7577574253082275, -0.2743346095085144, 1.3363003730773926, -0.48251157999038696, 1.4818978309631348, 0.7911680936813354, 0.41323068737983704, 0.25930288434028625, -1.6421407461166382,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.47866132855415344, -0.0802268385887146, 0.29526808857917786, 0.22933869063854218, -0.5136556625366211, -0.4324500560760498, 0.11847992241382599, -0.6558088660240173, -0.480950266122818, 0.21637052297592163, 1.5515227317810059, 0.12615135312080383, 0.001265756436623633, 0.0923411697149276...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4709152281284332, 0.927388608455658, 0.34816399216651917, -0.2864619195461273, 0.5876702666282654, -1.168403148651123, -0.42144790291786194, 0.7298473715782166, 1.1338812112808228, 0.0212447177618742, -2.268678903579712, 1.2398468255996704, 1.6350600719451904, -0.7464470863342285, -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
[ -0.2914966344833374, -0.005027321167290211, 1.5496771335601807, 0.2164498120546341, -0.8924239277839661, 1.5014188289642334, -0.9387089610099792, 1.2188094854354858, 0.4334011375904083, 1.074160099029541, -0.7786775827407837, 0.8403240442276001, 0.09284210205078125, 2.3618743419647217, 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
[ 0.7553566694259644, -3.0177178382873535, 0.1158328428864479, 1.8419175148010254, -1.5118160247802734, 0.6747061610221863, -1.755854845046997, -2.4321274757385254, -0.10554695874452591, 0.4058464765548706, 0.20540224015712738, 0.5051421523094177, 0.008174119517207146, 0.4241209626197815, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8140583634376526, 0.6530069708824158, -0.7519290447235107, 1.1754330396652222, -1.2802220582962036, 0.11802974343299866, -0.2507883608341217, -0.5634570121765137, 0.08797299861907959, 0.5947743654251099, 2.293471574783325, -0.8126105070114136, -0.805108904838562, 0.2865076959133148, -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
[ -0.19625835120677948, 0.35729339718818665, -1.2674131393432617, 0.590212881565094, 0.1403757631778717, -0.2982848584651947, -1.1855053901672363, -1.3582160472869873, 2.3411948680877686, -0.0874340608716011, -0.9920887351036072, -0.8530113101005554, 1.2164462804794312, 1.1478257179260254, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8003028035163879, -0.1396956592798233, 0.20877887308597565, -0.51683109998703, -0.09991716593503952, -1.491603970527649, -0.19682137668132782, 0.3785533607006073, -0.26934802532196045, -0.8636429309844971, 1.3674396276474, 0.9795236587524414, 1.9500442743301392, 0.9518397450447083, -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
[ -1.5845752954483032, 2.083012819290161, -0.5682182908058167, -1.6996182203292847, 0.6193451285362244, -0.4265403747558594, 0.48807162046432495, 0.28304779529571533, 1.421989917755127, 0.7578943967819214, -0.977192223072052, 1.5013551712036133, -0.6129170656204224, 1.7161749601364136, 0.0...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.549302875995636, 0.05485900864005089, 0.43752408027648926, 1.1457056999206543, -0.10603907704353333, -0.28330305218696594, 1.1981110572814941, 1.1521947383880615, 0.8661383390426636, 0.845343828201294, 0.6743003726005554, 0.4689699709415436, -0.4889013469219208, -1.235673189163208, -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
[ 1.422324299812317, 0.7731950879096985, -1.799621820449829, -1.2429730892181396, 2.115722417831421, 1.063523530960083, -0.5155821442604065, -1.3946919441223145, -0.5394769906997681, 0.5451721549034119, -2.747857093811035, 0.5005706548690796, 0.38607531785964966, 0.038852427154779434, -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
[ -1.2597858905792236, 0.9001367092132568, -0.2969159781932831, 0.7260304689407349, 0.5111076235771179, -0.6223375201225281, 1.096219539642334, -0.9082077145576477, -0.6763843894004822, -0.42782434821128845, 1.8047707080841064, 1.449199914932251, -1.2028177976608276, -1.5737888813018799, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3656272888183594, -0.043971624225378036, -0.11435355991125107, -1.8179062604904175, 0.9570521116256714, 0.6005761623382568, -0.5077714323997498, 1.31391179561615, -0.5547557473182678, -1.084086298942566, 0.5130723714828491, 0.4290785789489746, -0.5944698452949524, 0.6403089761734009, 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
[ -0.2733836770057678, -0.9789198040962219, -0.1767943650484085, 0.7961180806159973, -0.574491560459137, 0.7011096477508545, 1.1377466917037964, -1.1097495555877686, 0.7370682954788208, 0.6656020879745483, 0.8341165781021118, 1.272374153137207, -0.0810631811618805, -2.184199333190918, -1.3...
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
[ -1.2683054208755493, -0.8991938829421997, 0.06809703260660172, 0.0489300936460495, 0.6907219886779785, 0.6114445924758911, 0.21824806928634644, 1.684485912322998, -2.3395392894744873, 1.6872481107711792, 1.0112342834472656, -0.29862460494041443, 0.11102348566055298, -1.8174357414245605, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1803988218307495, 0.7857011556625366, 0.6998526453971863, -0.2484370917081833, 1.3843151330947876, -0.511786162853241, 1.4283250570297241, -0.39715442061424255, -1.243772029876709, -0.30462488532066345, -0.8396250605583191, -0.2110554575920105, -1.5176827907562256, -0.6852053999900818, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.9800076484680176, -0.0736558735370636, -2.6443541049957275, -0.7474642395973206, 0.593136191368103, -0.526259183883667, 0.06962528824806213, -0.940885066986084, -0.3219280242919922, 1.6226156949996948, -0.39511358737945557, 0.8694403767585754, -2.0037848949432373, -0.21584588289260864, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4953276813030243, -0.6206896305084229, -1.585322618484497, 1.2529858350753784, 0.9905648827552795, 0.5606154203414917, 0.3292712867259979, 0.5665745139122009, -0.18693381547927856, 0.580643355846405, 0.44992730021476746, 1.0139583349227905, 1.014087200164795, -0.2863013744354248, -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
[ -1.4667880535125732, -0.3666318356990814, -2.2667794227600098, 0.5367871522903442, 1.6098133325576782, -0.44141238927841187, -0.542744517326355, 0.6056236028671265, 0.25877150893211365, 1.4980167150497437, 0.017398063093423843, -0.5518721342086792, 0.40513813495635986, -0.11385215073823929...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3982926905155182, 0.20701347291469574, 0.8779633641242981, -1.623589277267456, 2.0668535232543945, -1.996564269065857, -1.9411121606826782, -1.252146601676941, -0.8875149488449097, -1.9400279521942139, -0.3166434168815613, 1.604519009590149, -0.3509664833545685, 0.6028286814689636, -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
[ 0.21726246178150177, -1.0479223728179932, -1.424787998199463, -0.617078959941864, 0.808730959892273, -0.49004819989204407, 0.9024478197097778, 0.3627559542655945, 0.8773661851882935, -1.1738433837890625, 1.5259240865707397, 1.5945836305618286, -0.6508213877677917, 2.504570484161377, 0.66...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.30826765298843384, 0.0649569034576416, -0.6622054576873779, 0.613470196723938, 0.4680776000022888, 1.2800686359405518, -0.7535054087638855, 1.328869342803955, -0.7849249243736267, 0.8632583022117615, -0.21411415934562683, 2.1907989978790283, 0.051028307527303696, 0.12287892401218414, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.1319572925567627, 0.30085667967796326, -1.0203248262405396, 0.2992490231990814, 1.3392876386642456, -0.3190664052963257, 0.2364998161792755, 0.6143500804901123, 0.17739133536815643, 0.12021522223949432, 0.7899032235145569, 1.3381783962249756, -0.9195677638053894, 0.5855458378791809, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9266675710678101, 1.205747127532959, -0.8216575384140015, 2.900969982147217, 0.7052486538887024, 0.5849340558052063, -1.5356028079986572, 0.334598183631897, 0.2224542647600174, -2.5435094833374023, -0.5833064913749695, -1.3850440979003906, 0.20019803941249847, 0.46968016028404236, 0.28...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6643638610839844, -0.20568297803401947, 1.5240331888198853, 1.4903846979141235, -1.1094988584518433, -0.9988633990287781, -0.33442750573158264, 0.645693302154541, -2.2601444721221924, -1.3372951745986938, -0.014703826978802681, 0.5214352607727051, -1.5508335828781128, 0.4604760706424713,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.18605193495750427, 0.9650704860687256, -0.9068113565444946, -0.13819578289985657, -0.9024503231048584, -0.8207399249076843, -0.3924829065799713, -1.518979787826538, 0.15588879585266113, 1.5947192907333374, -0.25592368841171265, -0.21502363681793213, -0.43011316657066345, -0.845983564853...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.06955422461032867, -0.5380712747573853, -1.1622309684753418, 0.09247881174087524, 1.4242838621139526, -0.626655101776123, -0.10110734403133392, 0.22972142696380615, -0.5944173336029053, 0.9823625087738037, -0.2881462872028351, 0.9869045615196228, 0.761950671672821, 0.10338401049375534, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4569547176361084, -1.191278100013733, -0.046683210879564285, 0.0055176750756800175, 0.5230522155761719, -0.9574719071388245, -0.8118932843208313, 0.24358895421028137, -0.5357326865196228, 0.3986721932888031, -0.7473535537719727, -1.4003762006759644, 0.728397786617279, -0.2654810547828674...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.015490972436964512, 0.13166454434394836, -1.509404182434082, -1.6491492986679077, -0.8740883469581604, -0.3634589910507202, 0.6292700171470642, -0.43979743123054504, 0.2906346023082733, 0.02190060168504715, 0.9484524130821228, -0.9553005695343018, -1.5171501636505127, -2.099777460098266...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.36392149329185486, -0.6937687993049622, -0.621441125869751, -1.394364833831787, -0.5314383506774902, -0.7920461297035217, 0.5974124670028687, 1.4266884326934814, -0.9455826282501221, -0.6237296462059021, 0.10206014662981033, 1.4972437620162964, 0.121910959482193, 1.3624293804168701, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4795418381690979, 1.1176966428756714, 2.108332395553589, 0.6370229721069336, 1.3047559261322021, 0.5638076066970825, -1.0451728105545044, -0.05098881945014, -0.6197893619537354, -0.31617307662963867, 1.0701931715011597, -0.6527398228645325, 0.7808235883712769, -0.030371544882655144, -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
[ -1.473305583000183, -0.9997835755348206, -1.1957063674926758, -1.9289675951004028, 1.1446446180343628, 1.4274147748947144, 0.4295228123664856, 0.6792095303535461, 0.32090631127357483, -0.4730793237686157, -0.2722751200199127, -0.5909121632575989, -1.8467011451721191, -0.7186302542686462, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.30357325077056885, 0.7960506081581116, -0.7414436936378479, 0.017315413802862167, 0.9927707314491272, -0.353436142206192, 0.373649537563324, 0.9312430620193481, 0.6517948508262634, 0.8134673237800598, -0.7486535310745239, -1.3491501808166504, -0.8475381135940552, 1.2093936204910278, 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
[ -0.3134252727031708, -0.6082995533943176, 1.1204169988632202, -0.5419284701347351, 1.74167001247406, -0.01340017095208168, 0.18495075404644012, -0.8954405188560486, 1.2815853357315063, -0.8263846039772034, 0.8566958904266357, -0.4102877080440521, 1.5194499492645264, 0.12580831348896027, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.001968865282833576, 0.08091297000646591, 0.5884600281715393, 0.47933724522590637, -0.6147809028625488, 0.8327978253364563, 1.4210350513458252, -0.5430359244346619, 1.8479200601577759, -0.4472251236438751, -0.2582239806652069, 1.7978112697601318, 0.03912341594696045, 0.8118622899055481, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.281780481338501, 0.511447548866272, -0.21863022446632385, 1.9130022525787354, 0.8675358295440674, 0.45507144927978516, -2.4141156673431396, 0.32257264852523804, -0.5693187713623047, 0.26391538977622986, 0.058681659400463104, 0.4561091959476471, -0.1470988541841507, 0.039099305868148804,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5456246137619019, 0.17045007646083832, -0.2345155030488968, -0.6588865518569946, 0.3534788191318512, -1.4537423849105835, -2.0515384674072266, -0.20355744659900665, -0.23836344480514526, -0.24874311685562134, 1.3350366353988647, -0.4180185794830322, 0.01614280790090561, -0.10822641104459...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5760248899459839, 0.17124976217746735, -1.0322600603103638, 0.8291670680046082, -0.8455307483673096, -1.1924911737442017, 0.771314263343811, -0.4334351718425751, 0.870274543762207, -0.376664936542511, 0.4526500403881073, 1.568334698677063, 1.139306902885437, 0.16212107241153717, 0.9334...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5661386847496033, 0.0462898351252079, -1.4017643928527832, -0.8668826222419739, 0.05086420848965645, -1.8569071292877197, -0.17337049543857574, -0.395644873380661, 0.19852314889431, -1.1434340476989746, 0.9017779231071472, 0.06890225410461426, -1.2353817224502563, 0.19954848289489746, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.314635992050171, 0.3221863806247711, 0.7181136012077332, 0.27771952748298645, 0.30121955275535583, -0.14515069127082825, 1.6882354021072388, 0.7763574123382568, -0.07992804795503616, 1.3904199600219727, -0.6207311153411865, -0.7620050311088562, 0.8028197884559631, 0.47844985127449036, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0763272047042847, 2.2140161991119385, -1.3840335607528687, 0.7417992353439331, -1.1607139110565186, -0.9022587537765503, -0.9661279320716858, 0.8931213021278381, -0.3846614360809326, 1.3465487957000732, 1.9684067964553833, 0.16804271936416626, -0.1836148202419281, 1.1332086324691772, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8382853865623474, 0.4467725157737732, 0.6795133352279663, 0.3937993347644806, 1.7769558429718018, -0.2305602878332138, -0.08389740437269211, -1.7388312816619873, 1.5093073844909668, 0.43290308117866516, -1.042622447013855, 0.8272483348846436, 0.17199568450450897, -0.38630345463752747, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3137180507183075, 0.8608458638191223, -0.4285354018211365, 1.036826252937317, 1.6506119966506958, -1.8944867849349976, 0.7130097150802612, 0.22566473484039307, 0.04842166602611542, -0.18665076792240143, -1.0345252752304077, -1.2267576456069946, -1.0151777267456055, -0.9673464298248291, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7760001420974731, -1.726776123046875, 1.473469614982605, 0.6876869201660156, 1.1990710496902466, -0.4334491193294525, -1.2796658277511597, -1.1741493940353394, 0.7545894980430603, 0.09495621919631958, 0.46420639753341675, -2.4495530128479004, -0.7966620922088623, -1.7636703252792358, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7710322141647339, 0.9390462636947632, 0.5458458065986633, -0.6105113625526428, 0.3327968418598175, -0.48816972970962524, -0.08480782806873322, -0.06058312579989433, 0.11690390855073929, -0.1336870640516281, 1.044617772102356, -0.6718890070915222, -0.6638047099113464, -0.4138786792755127,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8759530186653137, 0.48597484827041626, 0.2588365375995636, -2.0834293365478516, 0.6027860045433044, 1.441890835762024, -0.6849216222763062, -0.6389521956443787, 1.2998909950256348, -0.549083411693573, 0.32811829447746277, -0.36400139331817627, -0.23044000566005707, -2.1299052238464355, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.42303466796875, -0.21223023533821106, 1.0990484952926636, -1.3901257514953613, 1.3653159141540527, -0.6257379055023193, -0.6702970266342163, 0.9465102553367615, 0.22690454125404358, 0.22142824530601501, 0.525294303894043, -1.2035351991653442, 0.8624584674835205, 0.8663070201873779, 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
[ 1.2877236604690552, -1.1201989650726318, 0.24335221946239471, 0.7341845631599426, -0.6213162541389465, 1.1747006177902222, -1.3539272546768188, 0.37273767590522766, -0.8810930848121643, 1.0197597742080688, -1.2575281858444214, -0.5004708170890808, 0.04572060704231262, -0.713438093662262, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.13445483148097992, 0.6119415760040283, 1.1679062843322754, -0.29705026745796204, 1.03940749168396, 0.21840140223503113, 0.05391700938344002, 0.7492501139640808, 0.18655408918857574, -3.0400099754333496, 0.6479747295379639, -0.04416973143815994, -1.4473896026611328, 0.14053675532341003, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.001659631729126, -0.9429340958595276, -0.7281662821769714, -0.0242320466786623, 1.3494267463684082, -1.3887863159179688, 0.6620109677314758, -1.8474253416061401, -0.31040218472480774, 0.37429141998291016, 0.2933715283870697, -0.6545169949531555, 0.7171013355255127, 0.4583297669887543, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.02602481842041, 0.6714698076248169, -0.018570080399513245, -0.5044171214103699, -0.9593425393104553, -0.24725690484046936, -1.4313018321990967, -1.123035192489624, 0.4382275342941284, 0.5927082896232605, -0.6536688208580017, -1.0407202243804932, 0.9406778812408447, 0.08219999074935913, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7646447420120239, -1.1746935844421387, -0.6454185843467712, 0.081049844622612, 0.2973739802837372, 0.6425085663795471, 0.14798325300216675, 1.818632960319519, 0.5310683846473694, -1.6417348384857178, 0.39425188302993774, -0.4567307233810425, -2.0746123790740967, 0.2973214387893677, 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
[ 1.4422580003738403, -0.2222016304731369, -3.2387757301330566, -0.8324854373931885, -1.1178841590881348, -0.5763963460922241, -1.168043851852417, -0.7011657357215881, 0.2865949273109436, -0.37524062395095825, 1.0456719398498535, 1.9338380098342896, -0.6884338855743408, 0.04465337097644806, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2154401540756226, 1.644282341003418, 0.29837873578071594, -0.4012666642665863, 0.23375625908374786, -0.5364689230918884, 0.5909329652786255, 1.3028771877288818, -0.015153932385146618, 0.6622136831283569, -0.8800656795501709, -0.9189552664756775, 1.0607271194458008, -0.32819852232933044, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.663672149181366, -1.8328461647033691, 1.6081409454345703, -0.21333855390548706, -2.4069297313690186, 0.7335100173950195, 0.4465153217315674, 1.032118320465088, 0.7481716871261597, -1.7608081102371216, 0.24827460944652557, -0.19979721307754517, 0.49111297726631165, -0.24368740618228912, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4199022352695465, 0.17261159420013428, -0.17130184173583984, -0.09612468630075455, -0.997759222984314, -0.7160242795944214, -0.9425570368766785, -0.3899732232093811, -0.5758640766143799, -0.15290014445781708, -0.7959010004997253, 0.4687686860561371, 0.6622965335845947, 0.039313036948442...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.449519157409668, 0.11079336702823639, 0.31935834884643555, -0.8277008533477783, -0.7050607800483704, 0.06871949136257172, -1.0274536609649658, 0.8533666133880615, 1.2798997163772583, 1.2150170803070068, 0.17661194503307343, 1.2223613262176514, -0.3032519519329071, 0.002360475482419133, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8280938267707825, 0.00425986060872674, 0.008080746978521347, 0.7569078803062439, 0.8046872615814209, -0.14640723168849945, 0.8998504877090454, -1.7120610475540161, 1.0583604574203491, 0.20577111840248108, -0.32199376821517944, 1.0067229270935059, -0.3167620897293091, 1.0847480297088623,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1484880447387695, -0.589902937412262, 0.13456842303276062, 0.00973146315664053, -0.2715788781642914, 1.191579818725586, 1.213521122932434, 0.6087159514427185, -0.2228577733039856, -0.11270037293434143, 0.8182713985443115, -2.6171066761016846, 1.2301113605499268, 0.1431143581867218, -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
[ -0.8152952790260315, 1.5083298683166504, 2.1292357444763184, -1.241528034210205, 0.7934783101081848, -0.8372818231582642, 0.10490449517965317, 0.33964258432388306, -1.164255142211914, -0.2081906497478485, 0.9393054842948914, -1.1223726272583008, -1.1109473705291748, -0.29932674765586853, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4617505371570587, 0.2674475908279419, -0.8493306636810303, -0.17829012870788574, 1.2767232656478882, -0.14095686376094818, 1.545907735824585, -0.4291064143180847, 0.9236223697662354, 1.503782033920288, 2.3265833854675293, 1.3714547157287598, 0.2567133903503418, -1.412543773651123, -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
[ -0.024544745683670044, -1.5685968399047852, -1.026437520980835, 1.8068528175354004, 0.5026695132255554, 1.3224647045135498, -0.993617594242096, 0.19885514676570892, 0.23264102637767792, -0.0064738136716187, 0.5635004639625549, 0.18017208576202393, 1.1252458095550537, -0.5104010701179504, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06633878499269485, -0.7359114289283752, -0.14172840118408203, -0.6546944379806519, -1.3013784885406494, -1.0095468759536743, 0.8220653533935547, -0.6203171610832214, 0.32518765330314636, -0.2080785483121872, 0.8199319839477539, 0.898445188999176, 1.940380573272705, -0.12150411307811737,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7495870590209961, -0.4751400351524353, -1.6114215850830078, -0.41305601596832275, 1.0159971714019775, 0.5578708648681641, -1.2376832962036133, -1.8716787099838257, -0.8231136202812195, 1.1726218461990356, 1.5249086618423462, 0.683570146560669, 0.18845844268798828, -0.3902823030948639, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.37341833114624023, 0.0013734499225392938, -0.825584888458252, -0.4426610469818115, -1.173444390296936, -1.6456854343414307, 1.118778944015503, 0.170342817902565, 0.2587123513221741, 0.3147916793823242, 1.025787115097046, -2.052201271057129, -0.2101495862007141, 1.585506558418274, 0.177...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2432330846786499, -1.3439476490020752, 0.41012483835220337, 0.7652631998062134, -0.18380983173847198, -0.8537706732749939, 1.040379524230957, 1.825404167175293, -0.5617893934249878, -0.03842438757419586, 0.4871383011341095, -0.8104095458984375, 1.0172961950302124, 0.2815966010093689, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.06595401465892792, 0.5139533281326294, -0.9893181324005127, -0.6048256158828735, 0.8341520428657532, 1.3922594785690308, -0.19154232740402222, -1.1381117105484009, -1.592752456665039, -0.1682993769645691, -0.35168054699897766, 0.9042993783950806, -0.40359511971473694, -1.5764245986938477...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.033650826662778854, 0.7770787477493286, 1.3668254613876343, -0.28060075640678406, -0.6743838787078857, -1.4291653633117676, 2.3327829837799072, -1.787988305091858, -0.2834088206291199, 0.16667135059833527, 1.8848024606704712, 0.7840912342071533, 0.6176648139953613, 0.1321450024843216, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.015250297263264656, 2.3076488971710205, -2.610673189163208, 0.5474503636360168, 0.19521737098693848, -1.5262926816940308, 1.037401795387268, 0.31652167439460754, -0.24874791502952576, 0.6437243223190308, 0.17909933626651764, -0.9290117621421814, -0.590171754360199, 1.4503282308578491, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7814089059829712, -0.18577541410923004, -1.6998432874679565, -0.02191901206970215, -0.9647353887557983, -0.21997487545013428, 0.03158694878220558, -0.014877916313707829, 2.24226975440979, -0.7908990979194641, 0.7089671492576599, 1.775464653968811, 0.11140354722738266, 0.8402553200721741...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2663187086582184, -0.704349935054779, 0.37519291043281555, 0.4910762906074524, 0.5883753299713135, 0.3529302775859833, -0.6937047243118286, -0.42005375027656555, 0.28157106041908264, -0.6956677436828613, 1.1626014709472656, 1.2345848083496094, 1.1182267665863037, 0.008921721018850803, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8657318353652954, 0.7708765268325806, 1.5400691032409668, -1.3826628923416138, 1.0029293298721313, 0.29226699471473694, -1.384745717048645, 0.08991234749555588, -1.2056057453155518, 0.6202208995819092, -1.2716832160949707, 0.3939700424671173, -0.535618007183075, 0.25315791368484497, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0305743217468262, -0.5013505816459656, -0.03244596719741821, 0.7027451395988464, -0.8738614916801453, 1.2666285037994385, -0.3693605959415436, 2.3194363117218018, 0.5939626097679138, 0.4766085147857666, 2.171389579772949, -0.7696871161460876, 0.6639127135276794, 0.08736512809991837, -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
[ -0.657071053981781, -0.4524534046649933, 0.11377722769975662, 1.0088046789169312, -1.0126761198043823, 1.441258192062378, -0.296465128660202, 0.1813787817955017, -0.3162504732608795, -0.7174690365791321, -0.6819050908088684, 0.9077231884002686, -0.8330807685852051, 1.226527452468872, 1.4...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1620168536901474, 3.132117986679077, 0.515310525894165, -2.3946399688720703, -0.06171968951821327, -0.7372390627861023, -0.9493598341941833, -0.5296183824539185, -0.45438674092292786, -1.2031991481781006, 0.6843157410621643, 2.179426670074463, 0.0002497998357284814, 0.9336921572685242, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.685551404953003, 0.20633947849273682, -1.1436620950698853, -1.0854008197784424, -1.7376807928085327, 0.7804911732673645, 1.097701907157898, -1.5495591163635254, -0.13222935795783997, 0.36218154430389404, -1.209054708480835, -0.05765886232256889, 1.2663464546203613, -0.15388786792755127, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4958217740058899, 0.10157618671655655, 0.4603688418865204, -2.0941412448883057, 0.4121880829334259, -0.01467632781714201, -1.7925297021865845, 0.8724759817123413, -0.9061819911003113, 1.544240117073059, 0.6017550230026245, 0.5697685480117798, -0.43842825293540955, -2.6315181255340576, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2222627401351929, -1.1858011484146118, -1.4938596487045288, 0.04241599142551422, -0.9753599762916565, 0.8648892045021057, 0.5294283628463745, -0.03977150470018387, -0.9120448231697083, -1.0359212160110474, 1.8004292249679565, -0.07893027365207672, -0.21704472601413727, -0.667502045631408...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.522629976272583, -0.6252952218055725, -0.21686556935310364, 0.6161431074142456, -0.07750117033720016, -0.701690673828125, -0.30939021706581116, -0.06562480330467224, 0.7996266484260559, -0.8996012210845947, 0.6970264911651611, 2.3987674713134766, -0.8087655305862427, -2.6636064052581787,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.7530899047851562, -0.903416633605957, -2.071002960205078, 0.567660391330719, 0.9440913796424866, -0.09368208050727844, -1.6159064769744873, -0.768055260181427, 0.6751441359519958, -0.21112564206123352, -0.34281525015830994, 0.8372796773910522, 0.2402041256427765, -0.3262726664543152, 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
[ 1.3177419900894165, -0.27555766701698303, -0.3249431848526001, -1.211290955543518, -0.05052414536476135, -1.5924444198608398, -0.16238315403461456, 1.720691204071045, 1.292839765548706, -1.0784504413604736, 1.4709893465042114, 0.34443917870521545, 0.12900035083293915, -0.6154845952987671, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis