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[ 0.4211326837539673, -0.7839503884315491, -0.575251579284668, 1.314949870109558, -0.561626136302948, -0.15718869864940643, -0.007896117866039276, 0.27822408080101013, -1.0240200757980347, 0.7274958491325378, 0.5704198479652405, 0.3272997736930847, -0.2547457814216614, -0.11792156100273132, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9632083773612976, 2.3207590579986572, 0.017911160364747047, -0.4462249279022217, 1.846021294593811, 0.9777068495750427, -0.6571552157402039, 0.32848718762397766, 0.08717112988233566, 0.12813526391983032, -0.7293480634689331, 1.4458218812942505, -0.7753084897994995, -0.34115859866142273,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.659529447555542, 1.5043039321899414, 0.17021805047988892, 1.0330638885498047, 0.07846490293741226, 1.81673264503479, 0.9689881801605225, 0.8249699473381042, 0.3836546540260315, -0.3471062183380127, 0.6432808637619019, -1.0048322677612305, 0.6382723450660706, -1.9818792343139648, 1.7664...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.8523838520050049, -0.34912946820259094, 1.110826015472412, -0.1392407864332199, 0.20061177015304565, -2.0914125442504883, -0.6104661226272583, 1.252434492111206, -1.3575351238250732, 1.9774502515792847, 0.9077143669128418, -1.127210259437561, -0.07450544834136963, -0.9118803143501282, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8637462854385376, -0.33275917172431946, -0.02372717298567295, 1.2834327220916748, 0.5727879405021667, -0.46603935956954956, -0.3237380385398865, 0.04169484227895737, 0.3386327028274536, -0.5270967483520508, 1.0669924020767212, 0.8257602453231812, -0.32555297017097473, 0.9351884126663208,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3101882040500641, -0.49446016550064087, 1.0926152467727661, -0.5343512296676636, 0.48167964816093445, -0.37669268250465393, -1.000770926475525, -0.15690071880817413, 0.21233150362968445, -0.019364038482308388, 0.896107017993927, -0.2664873003959656, 0.265301913022995, -0.192640185356140...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9102956652641296, 1.6547049283981323, 0.6126877069473267, 0.900739848613739, 0.044092580676078796, -0.0821942612528801, 0.5699674487113953, 1.3016743659973145, 0.3161551356315613, -0.7792291641235352, -0.8280168771743774, 0.12723681330680847, -0.9504676461219788, -1.4186838865280151, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0477110147476196, 0.4139591455459595, -1.6921833753585815, 0.27516815066337585, 2.1186602115631104, -0.46077966690063477, -1.125890851020813, -0.791045069694519, -0.434418648481369, -0.07919398695230484, 0.7689928412437439, 0.8496643900871277, -0.26164859533309937, -1.2809181213378906, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.47679537534713745, -0.48506152629852295, -0.4265802800655365, 1.5443698167800903, 0.37519288063049316, 0.23868615925312042, -0.29686686396598816, -0.2616026997566223, 0.39799124002456665, -0.5655797123908997, 1.2620185613632202, 0.10517465323209763, 2.0688514709472656, 0.007819652557373...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.597943127155304, 1.1785086393356323, 1.1625312566757202, -0.9907163381576538, -1.625609278678894, 0.38117122650146484, -0.4472879469394684, -1.3704253435134888, -1.1720045804977417, -0.17110881209373474, -0.6820445656776428, 1.669327735900879, -2.4868571758270264, -0.22479499876499176, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9147945046424866, -1.427505612373352, 0.8476477861404419, -0.03294449672102928, 0.6111208200454712, -1.1813603639602661, 1.0913347005844116, -0.7557613253593445, 0.26544299721717834, -0.5684427618980408, -0.19135470688343048, -0.3570312559604645, 0.5115724802017212, -1.2450546026229858, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.37307628989219666, -0.11387357115745544, 0.09222283214330673, -0.1951276659965515, 1.1909332275390625, -1.6331827640533447, 0.8470524549484253, -0.060326967388391495, 0.23208452761173248, -0.4311811923980713, 0.10478847473859787, -1.3702698945999146, 1.2208716869354248, 1.490700602531433...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.024676155298948288, 0.29070061445236206, 1.4321187734603882, 1.1227636337280273, 0.9860569834709167, 1.3457235097885132, -0.9601784348487854, 0.535275936126709, -0.6837788224220276, -2.911750078201294, -0.9074015617370605, -0.06968627870082855, 0.43738022446632385, 1.6407358646392822, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.08562897890806198, 1.3995274305343628, -0.35660505294799805, -0.4995057284832001, 0.4526717960834503, -0.4855329096317291, 0.10762714594602585, -2.113548994064331, -0.4511624872684479, 0.2892283499240875, 1.4118993282318115, -0.2644692063331604, 0.6492628455162048, -2.284684181213379, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3564838469028473, 1.7422597408294678, -0.45648565888404846, -0.38739213347435, -0.7648208737373352, -1.636834740638733, -2.566457509994507, -0.0872090607881546, 0.9788134694099426, -0.032939665019512177, 0.11990588903427124, -0.5202004313468933, -2.0886268615722656, 1.833561658859253, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8744701147079468, 0.8869536519050598, -0.2198626846075058, -0.6564717888832092, 1.1999173164367676, 0.0050752731040120125, 0.07066579908132553, 0.4992629289627075, -0.13191992044448853, -0.25863203406333923, -0.8219653964042664, -1.6005746126174927, 0.0972316712141037, 1.222321510314941...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08456558734178543, -0.9971939325332642, -0.033103421330451965, 0.19708259403705597, -0.25337496399879456, -0.06459128111600876, -0.9809930920600891, -1.2642940282821655, 2.332226276397705, 0.26997560262680054, -1.7322876453399658, -0.5685418248176575, 0.7614132761955261, 0.6561561822891...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6359402537345886, -1.3052706718444824, -0.21751227974891663, -0.6192455887794495, 0.7379887104034424, -0.880573570728302, 0.08050456643104553, -0.5055924654006958, 0.015682144090533257, 1.8866322040557861, 1.1456869840621948, 0.21357744932174683, -0.4932921230792999, 0.43193209171295166...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9655033946037292, 0.015298687852919102, 2.022416830062866, -1.0148820877075195, 0.5125959515571594, -0.9122309684753418, -1.1823126077651978, -0.1038718894124031, 0.49965700507164, -1.5891938209533691, -1.258501410484314, 0.28419989347457886, 0.8234756588935852, 1.117911458015442, 1.99...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2272140979766846, -0.3852732479572296, 0.7494310140609741, -0.08003687113523483, 0.3573664426803589, 0.6133864521980286, 1.1667399406433105, -0.8588128685951233, 1.3328561782836914, 0.2200874388217926, -0.07532618194818497, 1.0546067953109741, -0.2254655808210373, -1.011691927909851, 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
[ 0.19927240908145905, -0.7673521637916565, -0.4370001554489136, 1.1684099435806274, -2.0827739238739014, 1.417898416519165, 1.3154492378234863, 1.3147348165512085, -0.8995266556739807, -1.7249752283096313, -0.18866653740406036, -0.8245378732681274, -1.6491646766662598, 1.2766680717468262, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2290749549865723, 2.1873209476470947, -0.24661202728748322, -1.1675128936767578, 0.12957383692264557, 0.28718382120132446, -0.5761076211929321, 1.0362745523452759, -0.5459174513816833, 0.9284948706626892, 0.7376271486282349, -0.8229466080665588, 0.09698515385389328, -1.5306307077407837,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0337271690368652, -2.153385877609253, -0.8417471051216125, 0.4469493329524994, -0.6523512005805969, -0.23163731396198273, 0.10845179110765457, 0.8080424070358276, -0.22321012616157532, -0.9332959055900574, -0.9567082524299622, -0.6188492774963379, -0.9209945797920227, 0.5857892632484436,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8638859391212463, 1.1531158685684204, 0.9606980681419373, 0.2573408782482147, 1.2180894613265991, 0.31106501817703247, -1.5474008321762085, 0.9613496661186218, 0.046003930270671844, -0.36062878370285034, -0.2669528126716614, 0.03877325728535652, 0.2797079086303711, -1.1939407587051392, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5723125338554382, -1.2299965620040894, 1.5081349611282349, 1.2057145833969116, 0.7917568683624268, 0.22953011095523834, 0.7679816484451294, -0.6193973422050476, 0.3494931757450104, -0.023325102403759956, -0.13682697713375092, -1.6666768789291382, -0.13859640061855316, 1.4944216012954712,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.37575364112854004, -0.6728261709213257, 0.1017378717660904, 0.7667723298072815, 0.6776871085166931, 0.6917791962623596, -1.1393804550170898, -0.27044427394866943, 0.06541109830141068, 0.192527636885643, 2.8516838550567627, -1.2375667095184326, -1.8047429323196411, -0.909980058670044, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.492081642150879, 1.501449465751648, 0.5390312671661377, -0.12350932508707047, -0.30156710743904114, 0.38777443766593933, 1.2110621929168701, 0.8525980710983276, -2.126626968383789, 1.7006704807281494, -1.5991510152816772, 0.5224417448043823, -2.3879270553588867, 0.6779485940933228, 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
[ -0.8757566213607788, 0.6819955110549927, 0.14189638197422028, 0.9283198118209839, -1.092106580734253, 0.049624454230070114, 0.3294515013694763, 1.0963811874389648, -0.006434052716940641, -1.8017138242721558, 0.492549866437912, 1.577303409576416, -0.5014885663986206, 0.6266418695449829, 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
[ 0.18108335137367249, -1.4792730808258057, -0.1977812498807907, 1.719279170036316, 1.668031930923462, 0.33398833870887756, 0.34801238775253296, -1.3108865022659302, 0.4968580901622772, 0.027446944266557693, 0.0002303336514160037, 1.1438542604446411, 1.51802659034729, -0.7747589945793152, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.613574743270874, -0.5761228799819946, -1.853011965751648, 0.9424242377281189, -0.833676278591156, -0.819408118724823, 2.2703933715820312, 0.6928914189338684, 0.5094272494316101, 0.5850984454154968, -2.0654008388519287, 0.9560972452163696, 1.3472119569778442, 0.4000312387943268, 0.00153...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4470031261444092, -0.6304840445518494, 0.11637552082538605, 0.08770366758108139, -1.0284605026245117, 0.2545810639858246, -0.5778456330299377, -1.989060878753662, -1.8063101768493652, 0.5378211736679077, -1.589623212814331, -0.37496230006217957, 0.7822098135948181, -0.13067053258419037,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.39061105251312256, -0.1989135444164276, -0.5219928622245789, 1.5345807075500488, -1.3722209930419922, 0.5445066094398499, 1.5745737552642822, -0.7750507593154907, 1.2720427513122559, 2.0910701751708984, -1.018052577972412, -1.7960716485977173, -0.4882218539714813, 0.46109089255332947, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.9530410766601562, -0.16365602612495422, -0.403773695230484, 2.107752799987793, 0.9316193461418152, -0.4449532926082611, -0.5775022506713867, -1.1517441272735596, 0.5152279138565063, 0.3041290044784546, 0.1877201944589615, -0.5331587791442871, 1.4056779146194458, -0.23572012782096863, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0189628601074219, 0.22483396530151367, -1.5983368158340454, 0.18665900826454163, -1.5448951721191406, -0.030984623357653618, 0.5008256435394287, 1.5716174840927124, 1.778694987297058, -0.18130801618099213, -1.669371247291565, -0.4197486639022827, 2.452108860015869, 0.39478984475135803, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0697115659713745, 0.3874451518058777, -0.2378307580947876, 0.14537778496742249, 0.13214068114757538, -0.8503837585449219, -0.459565132856369, -0.8862878680229187, 0.4306813180446625, -0.8388649821281433, 1.2773090600967407, 0.8471666574478149, -1.006056547164917, -1.2810688018798828, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.30005303025245667, 0.3530745804309845, -0.020822705700993538, 1.716307520866394, -0.6062722206115723, 0.00864659994840622, -0.6348708868026733, 0.05643228814005852, 0.08419355750083923, -0.47814756631851196, 0.1612473726272583, 0.8031279444694519, 0.224824458360672, -0.14384087920188904...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.4088780879974365, 0.31926852464675903, -1.7826262712478638, 0.2833647131919861, 0.3088419735431671, -0.4237311780452728, -0.7821455597877502, -1.6405476331710815, -0.3727990686893463, -0.09826196730136871, 0.7782912850379944, 0.3421599566936493, 0.8942042589187622, -0.6669949293136597, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1726629137992859, 1.1733890771865845, -0.5297378301620483, 1.7922917604446411, -1.110111951828003, -2.510143518447876, -0.382051020860672, 1.1329416036605835, 0.7834406495094299, -1.7601960897445679, 0.9605095982551575, 0.7195776104927063, 0.8317855000495911, 0.5861104726791382, 0.131...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5659666061401367, -1.2030847072601318, -1.9728977680206299, 1.3301488161087036, -0.16097281873226166, 0.0777304470539093, -1.029750943183899, -0.5178089737892151, 0.46071740984916687, 0.24750292301177979, 1.6007368564605713, 0.18516208231449127, -0.11978675425052643, -0.2370962500572204...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1975218802690506, 0.4807858169078827, 1.229495644569397, -1.262638807296753, -0.052458204329013824, -2.451995372772217, -0.017169661819934845, -0.6160851120948792, 0.5517786741256714, -0.6910284757614136, 1.549873948097229, -1.2392876148223877, 0.9180588126182556, -0.6839247941970825, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.827640175819397, 0.3112734854221344, -0.8947630524635315, 0.23366935551166534, -1.9330183267593384, -0.43182921409606934, 0.2926889657974243, 1.8146048784255981, -2.454958915710449, 0.9528343677520752, 0.32676663994789124, -0.9402689933776855, 0.11051343381404877, -0.9535980820655823, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3142225742340088, -1.4767299890518188, 1.05265212059021, -0.20193719863891602, 0.9187149405479431, 0.5373615026473999, 0.34688103199005127, 1.473763108253479, -0.37869659066200256, 1.0461825132369995, -0.5203127264976501, 0.6636750102043152, -0.5912249088287354, -0.02136106975376606, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8915831446647644, -0.11164208501577377, -0.11833475530147552, 2.3311100006103516, -0.5458009839057922, -0.7891419529914856, -0.04120057076215744, 0.1755973845720291, 0.9300443530082703, 0.5864263772964478, -0.30045416951179504, 1.0473320484161377, 1.5277937650680542, -0.7174786329269409...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.08139045536518097, -0.3538166284561157, -0.2678802013397217, 0.4926118552684784, -0.19336016476154327, -1.7911185026168823, 0.41846469044685364, 1.7991060018539429, -0.010554609820246696, -0.6820158362388611, -2.7263829708099365, 0.12184980511665344, -0.07994456589221954, 0.058660954236...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.01828842982649803, 2.0541253089904785, -0.8057721853256226, 0.06650394946336746, -0.0820147693157196, -0.1504824459552765, 0.12603600323200226, 1.2144173383712769, -0.3673044741153717, 0.9788439869880676, 0.03157339245080948, -1.246202826499939, -0.15928632020950317, -0.3770002424716949...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.11780399084091187, -0.014701171778142452, 2.1664106845855713, -0.17025820910930634, -0.902124285697937, -0.3778465688228607, -0.4412913918495178, 0.6265168786048889, 0.2776753306388855, 0.7643431425094604, -0.44694533944129944, 1.3565572500228882, 0.7714329361915588, 0.9381992816925049, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.5049445629119873, 0.7539845108985901, 0.6904588341712952, -0.8517444729804993, -1.019313097000122, -0.22699573636054993, -1.5937199592590332, 1.3129667043685913, 0.3002646863460541, -1.1589739322662354, -1.5370372533798218, -1.841159462928772, 0.0866912305355072, -0.18472597002983093, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6116957664489746, -0.9779969453811646, 1.7650742530822754, -0.29582980275154114, -1.2870832681655884, -0.4532828629016876, 1.2472151517868042, -0.5294694900512695, 1.5172454118728638, 0.04134153947234154, -1.3451229333877563, 1.173736810684204, 0.5054562091827393, -0.19076600670814514, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.8353908061981201, -1.0626236200332642, -0.6030065417289734, -1.878377914428711, 0.5891464352607727, -1.0256813764572144, 0.6427816152572632, 0.659869372844696, 0.14041192829608917, -0.6994187831878662, -0.02004854567348957, 0.6538923382759094, 0.6744935512542725, 0.37636899948120117, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.984151303768158, -0.1564832627773285, -0.3166256546974182, 0.23263797163963318, -0.008866772055625916, -0.3561739921569824, 0.4104481637477875, -0.9560924172401428, -2.4836502075195312, 1.8073575496673584, 0.803459107875824, -0.1455196887254715, 0.8819760680198669, -1.0336852073669434, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5170968174934387, -0.11273176223039627, 0.48181959986686707, -1.4897150993347168, -0.051442135125398636, -1.3515130281448364, 1.5407534837722778, 0.02856854349374771, -0.16253970563411713, 0.7518585920333862, -0.7463743090629578, 0.6713731288909912, -0.40666669607162476, -0.4320654273033...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1381763070821762, 1.7609634399414062, 0.9918683171272278, -0.06636779755353928, -1.4067416191101074, -1.399147868156433, 1.4654473066329956, 0.1974712312221527, 0.14759767055511475, 2.2089755535125732, -0.4569450318813324, -0.656079113483429, -0.3411100208759308, 0.21318289637565613, 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
[ -0.8338736891746521, 1.0567249059677124, -0.5095895528793335, -1.0964313745498657, -0.1534203737974167, -1.3549319505691528, 1.2035926580429077, -0.5026198625564575, -0.3251703977584839, -0.2374071478843689, 1.0457531213760376, -0.5650730729103088, -0.2697611153125763, 0.20065417885780334,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.17366792261600494, 0.5314593315124512, 0.20280489325523376, -2.592029333114624, -0.17253944277763367, 0.011174906976521015, -0.39538630843162537, -0.5213391780853271, 2.1069693565368652, 0.784001886844635, -1.5639886856079102, 0.47140663862228394, -0.391383558511734, 0.49109211564064026...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7650447487831116, 1.755564570426941, -0.9689193964004517, -1.4190559387207031, 0.5507186055183411, 2.0708184242248535, 0.40525320172309875, 0.20250029861927032, 0.1660333126783371, -0.780755877494812, 0.8544025421142578, 0.4312301278114319, 2.4166743755340576, -1.0273520946502686, 0.8...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.1625182032585144, -0.5121077299118042, -1.8328497409820557, -0.2947384715080261, 0.7993735074996948, 2.1753458976745605, -0.6433064341545105, -0.2696179449558258, 0.1412540078163147, 1.6542582511901855, -1.1483557224273682, 1.7438149452209473, -1.0035910606384277, 2.200571060180664, 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
[ -0.9479426145553589, -0.9151555299758911, -1.6237785816192627, 2.5918033123016357, 0.7875228524208069, 0.7018113732337952, 0.9126627445220947, -0.4018535315990448, 0.6008204221725464, 0.29592421650886536, -0.7523971796035767, -1.26704740524292, -0.5247380137443542, -0.45513466000556946, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.030559144914150238, 0.22882604598999023, -0.7614200115203857, -0.1598341315984726, -0.5884004831314087, -0.33492934703826904, 1.1446280479431152, 1.6387181282043457, -0.5698987245559692, -0.8080552816390991, 1.168277382850647, 0.24357829988002777, 0.15549622476100922, 1.1686699390411377,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2914953231811523, 0.23545107245445251, 0.07864174246788025, 1.3448904752731323, -0.32022449374198914, 1.0309962034225464, -1.2314825057983398, 0.712550938129425, -0.5083473920822144, 0.07442796975374222, -0.5389782786369324, 0.3754134476184845, 1.2492709159851074, -0.20043818652629852, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.531498372554779, 0.5738229155540466, -0.4406941533088684, 0.6814199686050415, 0.7122566103935242, 2.144232749938965, -0.4979572594165802, -0.24014046788215637, 0.11219529807567596, 1.21424400806427, -1.0719064474105835, -1.8803561925888062, 1.166999340057373, 2.106743097305298, -3.3453...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.40154731273651123, 0.18314804136753082, 0.4382804036140442, -0.6789824962615967, 1.4192821979522705, -0.2575247287750244, 0.27193066477775574, 0.20627951622009277, -0.13165435194969177, -0.287150502204895, -0.5692107677459717, 0.05731123313307762, 1.4339568614959717, -0.2696247398853302...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.45218464732170105, -1.6146776676177979, 0.8416029810905457, -1.927968978881836, 0.7557435631752014, 0.5289482474327087, 0.06790679693222046, -0.9539352059364319, -0.7281134724617004, 0.977613091468811, 0.3566012680530548, 0.4158850908279419, -0.628197193145752, -0.7584993243217468, -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
[ 0.03146052733063698, -1.6991010904312134, -0.5311551094055176, 0.8557185530662537, -0.30755117535591125, 0.618557333946228, -0.5354897379875183, -0.3356449007987976, -0.9353654384613037, 0.0836985781788826, 1.9327785968780518, -0.6675136089324951, -0.5839484333992004, 2.458747386932373, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8676403760910034, -1.1569699048995972, 0.8713535666465759, -2.3685827255249023, 0.5939856171607971, -0.8812886476516724, 0.6210996508598328, 0.4075394570827484, -1.4262655973434448, 1.1902902126312256, 0.6228243112564087, 0.1568150669336319, -0.28576862812042236, 1.0590285062789917, 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
[ 0.2387246936559677, 0.8385090827941895, -2.5614819526672363, -0.05858120694756508, 0.8517036437988281, 0.5351624488830566, 0.024732107296586037, 0.7155884504318237, 1.0930583477020264, 1.1297309398651123, -0.9337032437324524, -1.831372857093811, -1.7648863792419434, -0.7122426629066467, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6439558863639832, -1.9149937629699707, -0.3793858289718628, 2.098906993865967, -0.12442188709974289, -0.3100494146347046, -0.8632543683052063, 0.9528765082359314, 1.2207891941070557, 0.1896001547574997, 0.8940687775611877, -0.9062207341194153, 1.524943470954895, 1.4308624267578125, -0....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.58480167388916, 0.10031623393297195, -0.2890719473361969, -0.4312599003314972, 0.4358231723308563, 1.6002895832061768, 3.4038844108581543, -0.46737492084503174, -0.11511864513158798, -1.40248441696167, 0.6328437328338623, 0.264053076505661, 0.5330254435539246, -1.1720269918441772, -0.4...
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
[ -0.3478698134422302, -1.9917370080947876, -0.7808239459991455, -0.03693846985697746, -1.0296909809112549, 1.6055060625076294, 1.7562943696975708, -0.6513409614562988, -0.04947752505540848, 0.4782159626483917, -1.3213199377059937, 1.5620713233947754, 0.3564858138561249, 0.11018870025873184,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.13799548149108887, 2.540133237838745, -0.036323182284832, -0.9700775146484375, 0.8844941854476929, -0.4940783381462097, -0.32112953066825867, -0.04984797537326813, 0.6616470813751221, -0.17315798997879028, 0.8477926254272461, -0.10508766025304794, -1.0762733221054077, -1.327166914939880...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3591385781764984, 0.5562992691993713, -0.34593042731285095, -1.0316660404205322, 0.3534581959247589, 0.21675977110862732, -1.2003518342971802, -0.14310000836849213, -1.3335909843444824, -1.6485049724578857, -0.5714055299758911, -0.21517518162727356, 0.8648366332054138, -1.098418235778808...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7316328287124634, 0.4636819064617157, -0.5574101805686951, 0.2940193712711334, -0.5079307556152344, -0.5521475076675415, -1.5081416368484497, -0.2634705603122711, 0.33224672079086304, 0.4722451865673065, 0.8197598457336426, -0.10274539887905121, -0.01687585934996605, 0.36739444732666016,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.47680994868278503, -1.1281903982162476, -0.2758258283138275, -0.370884507894516, -0.3835572600364685, 0.5167904496192932, 0.7895231246948242, -0.3972333073616028, 1.5828492641448975, -1.1025922298431396, -2.193563222885132, -1.2117372751235962, -1.3656024932861328, 0.7615431547164917, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.1460912674665451, -1.0024563074111938, -1.203773021697998, -0.45502787828445435, 0.1409999281167984, -0.25521400570869446, 0.42279544472694397, -0.25713932514190674, -0.6094275712966919, -0.16405944526195526, -1.3272786140441895, -0.004965691361576319, 0.26558372378349304, -0.83156198263...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0875049829483032, -0.6063839197158813, 0.9123630523681641, -1.0780514478683472, 0.6482441425323486, 0.622870147228241, 0.2805289626121521, -1.2532199621200562, -0.6994181871414185, -0.36260685324668884, 0.45292600989341736, 0.2629234790802002, -0.48851412534713745, 0.13370531797409058, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11421231180429459, -1.5443707704544067, 1.1829283237457275, 1.0670199394226074, -0.06904218345880508, 0.9765118956565857, 1.3361878395080566, 0.495785117149353, -0.6369146704673767, -0.916085422039032, -0.523993730545044, -0.7789637446403503, -0.4183681607246399, -1.8354765176773071, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5263033509254456, -0.2615258991718292, 1.0825899839401245, 1.93479585647583, 0.42289891839027405, 1.5778778791427612, 0.32826387882232666, 0.7134594917297363, -0.9415218234062195, -0.09798923134803772, 0.5970491766929626, 1.6915929317474365, 2.4462873935699463, 0.03316885232925415, -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
[ 0.38797134160995483, 0.3557237386703491, 1.123525619506836, 0.0007904879166744649, 1.1837769746780396, -0.12955829501152039, 1.2996574640274048, -1.7264002561569214, -0.7482817769050598, 0.9268477559089661, -1.052973985671997, 0.03868139162659645, 0.1524214893579483, 0.8979424238204956, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11173862963914871, -1.3100965023040771, -1.8517985343933105, -1.7941619157791138, 1.6075022220611572, -0.5346548557281494, -0.17885935306549072, -0.6052297353744507, -0.5504951477050781, 0.5304405689239502, -0.8345320820808411, 0.10437481850385666, -0.5726540088653564, -1.53628742694854...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6910829544067383, 0.3555903732776642, -0.4059666395187378, -0.8217301368713379, -1.4226679801940918, -1.0846439599990845, -0.7720745801925659, 1.1205835342407227, -0.28985339403152466, 0.6534914374351501, -1.797551155090332, -0.04545137286186218, -0.27866706252098083, 0.02410765364766121...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0813734531402588, -0.36885762214660645, 0.6375812888145447, 0.9564294815063477, 0.5272278785705566, 0.8418147563934326, -0.9374187588691711, 0.13784560561180115, -1.2807345390319824, 1.0108762979507446, 1.9395190477371216, 0.09615780413150787, -1.3160995244979858, -0.1082581952214241, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.042231798171997, 0.4067690670490265, -0.0813094899058342, 0.64168381690979, -0.31168437004089355, -0.1366332471370697, 0.04318036139011383, -0.03677215799689293, -0.7047125101089478, -0.8495346307754517, 0.35816439986228943, 0.09101147949695587, 1.2118772268295288, -1.6677979230880737, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.18576787412166595, -0.24541930854320526, -0.8344612717628479, 0.8200721144676208, -0.14525502920150757, 0.7915476560592651, 0.14087754487991333, 2.070064067840576, 0.8688713312149048, -0.8898836374282837, -0.2621135115623474, -0.5737279653549194, 2.033884286880493, -0.23716089129447937, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6724397540092468, 2.06701397895813, -0.5155977606773376, -1.5180081129074097, 0.10092218220233917, -0.8351603150367737, 0.043276287615299225, 0.1443149894475937, 0.11770184338092804, 0.36236685514450073, -1.8375855684280396, -0.6810615658760071, 0.660514771938324, 1.2806384563446045, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6862972378730774, 0.8013237118721008, -1.7288322448730469, -0.6977121233940125, 0.58250492811203, -0.698788583278656, -0.42558449506759644, -0.22814062237739563, 0.26371368765830994, 0.42424437403678894, 1.6772304773330688, -0.2936824858188629, -1.6196675300598145, -1.0100867748260498, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.3056832551956177, -0.018112976104021072, 1.6989829540252686, 2.7621474266052246, 2.1977486610412598, 0.7739458084106445, -0.7331250309944153, 0.584833025932312, -0.13771091401576996, 0.5604264140129089, 0.3284206986427307, 0.2523132562637329, -0.17879021167755127, 1.2326107025146484, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.7781398296356201, 1.0914353132247925, -0.33373692631721497, -0.28933441638946533, 0.3956947922706604, 0.9787341952323914, -0.16923077404499054, -1.4024021625518799, -0.24864257872104645, -1.07088041305542, 0.9796428084373474, -0.3152802586555481, 0.2713470458984375, 0.5470635890960693, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3574705719947815, -1.6473596096038818, 0.07636445760726929, 0.21195733547210693, 1.0485355854034424, -0.19177721440792084, -1.3763929605484009, 0.32272958755493164, 2.399468421936035, 0.0376502089202404, -1.3134613037109375, -0.08932236582040787, -0.9781209230422974, -0.0412150174379348...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.2901442050933838, -0.46044936776161194, 0.07585112750530243, -1.3959301710128784, -1.4132797718048096, -0.5957105755805969, -0.8172997832298279, -0.9617736339569092, -1.4441298246383667, -2.5619335174560547, -0.9269974231719971, -0.17017026245594025, -0.5398401021957397, -1.018732547760...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4855194091796875, -0.8546103835105896, -2.2451632022857666, -0.008330419659614563, -0.146060973405838, -0.09393931180238724, -0.32953834533691406, -0.6951838135719299, -0.876013457775116, -0.705486536026001, -1.2101973295211792, -0.4490183889865875, 0.4600636661052704, 0.3062416911125183...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2459995299577713, 3.1201279163360596, 0.4904802739620209, -0.9390732049942017, -1.9499210119247437, -0.005873226094990969, -0.24360497295856476, -0.4056306481361389, -1.0190575122833252, -0.8551200032234192, 0.464741975069046, 0.6136857867240906, 0.051310304552316666, -0.0260732732713222...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5650805234909058, -0.19194981455802917, -0.9959980845451355, -1.1637862920761108, 0.2053438127040863, 0.24823467433452606, -0.059043038636446, 1.0333086252212524, 0.3703918755054474, -0.5916060209274292, -0.8819050788879395, 0.5530343651771545, -0.9956550002098083, 1.4144145250320435, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.286797285079956, -0.3557547628879547, -0.3711036741733551, 1.8886667490005493, -0.11245818436145782, -0.1989123672246933, 0.9386594295501709, -0.2324707955121994, 0.14128564298152924, 0.38638389110565186, 1.0165766477584839, -0.8021271228790283, 2.2483792304992676, -1.275478482246399, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.44431614875793457, 2.0523598194122314, 1.235519528388977, 0.23180778324604034, -0.5752958059310913, -1.7417654991149902, -0.661026120185852, -1.3999751806259155, 1.4737316370010376, -0.8593044877052307, 0.7753033638000488, 0.6520868539810181, -0.27751827239990234, 1.5601884126663208, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.118242621421814, 0.22045248746871948, 0.09583143889904022, -0.9585276246070862, -1.0091326236724854, 0.22762395441532135, 0.13228820264339447, 0.25174766778945923, 1.3209455013275146, 0.39224088191986084, -2.3506906032562256, 1.160048246383667, 0.07824227213859558, 0.29143792390823364, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.17574626207351685, -1.0849298238754272, 0.9639316201210022, 0.7277669310569763, 1.2759568691253662, -0.06585998833179474, 0.48832786083221436, 1.4313631057739258, -0.3891015946865082, 1.3106868267059326, -0.9573512077331543, -0.4619664251804352, 0.11034773290157318, -0.6364651918411255,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.4432939887046814, -0.680504322052002, -1.185887336730957, 1.4532362222671509, -0.1487269252538681, 0.4623890519142151, 0.27387458086013794, 1.7792024612426758, -0.6143501996994019, -0.23516038060188293, 1.2733057737350464, 0.06957685947418213, -0.7342367172241211, 0.4201735556125641, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1363524198532104, -1.3796643018722534, 0.388257771730423, -0.8806964755058289, -0.11669419705867767, -0.0995175689458847, 0.25441691279411316, 0.7265385389328003, -1.024945616722107, 0.06971363723278046, -0.9809888601303101, 2.30368971824646, -0.07875488698482513, 0.8976311087608337, 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
[ 0.16575928032398224, -0.011551234871149063, -0.6125990748405457, -1.73746657371521, 0.9303611516952515, 0.9201212525367737, 0.04769628122448921, -0.7866799235343933, 1.1717389822006226, -0.09208604693412781, 1.4594093561172485, 0.8529203534126282, -0.0019132195739075541, 1.4116941690444946...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3174862861633301, 0.28014233708381653, -0.43188634514808655, -0.0026980102993547916, -0.25102171301841736, 1.5240724086761475, 2.6112663745880127, 0.09042508900165558, -0.00326038571074605, 0.2614123225212097, 0.3303508162498474, -0.9148170948028564, -0.3084360361099243, 0.1898037046194...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1929608583450317, -1.3682931661605835, 1.1851636171340942, -1.2521198987960815, -1.0390405654907227, 0.49725958704948425, -0.19623947143554688, 1.4654743671417236, 0.4995693266391754, -0.015363424085080624, 0.583224356174469, -1.2177153825759888, -0.20668771862983704, -1.333772778511047...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis