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[ 0.15287156403064728, -0.9026180505752563, 0.49747344851493835, -1.6594759225845337, -0.9232608079910278, -0.678400993347168, -1.6801559925079346, 1.083267331123352, -0.1312183439731598, 1.2645436525344849, -1.2002829313278198, 1.6281933784484863, 0.611376941204071, -0.6171704530715942, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.12449970841407776, 0.6191340088844299, -0.2765158414840698, 0.6556114554405212, -0.44169682264328003, -1.358599066734314, -1.2235397100448608, 0.504490077495575, -0.8049870729446411, 1.8108513355255127, -0.19098292291164398, -1.8544946908950806, 0.281125545501709, -0.8290677666664124, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.4910742044448853, -1.7595479488372803, 0.5572397112846375, 0.04151845723390579, 2.0358920097351074, 0.3215583562850952, -0.9903287291526794, 1.0048243999481201, -0.20725961029529572, -0.12415073812007904, 0.9921868443489075, 1.2546008825302124, -0.025532729923725128, -0.7653343677520752,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1259685754776, -0.6478181481361389, 0.9233906865119934, -1.6040383577346802, 3.0709517002105713, -0.5075239539146423, 1.378430962562561, -0.9685853123664856, -0.20987460017204285, -0.11608456820249557, 1.8465893268585205, -0.22245612740516663, -0.5409866571426392, 2.0356297492980957, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.11548708379268646, 0.663486659526825, -1.2805534601211548, -1.267769455909729, -2.361630916595459, 0.3518117070198059, -0.3655451834201813, -0.5059612393379211, 2.2940597534179688, -0.5912696719169617, -0.8156101107597351, -0.2963993549346924, -0.25412797927856445, 0.3008602261543274, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5552535653114319, -1.228973627090454, 0.7870666980743408, 1.67861807346344, 0.1670333743095398, -0.8570876121520996, 1.2062718868255615, -0.19229096174240112, -3.3860690593719482, -1.710483193397522, -0.8321883678436279, 2.440711498260498, -1.7779215574264526, 0.8206577897071838, 0.362...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5494499206542969, 0.5844249129295349, 0.20911715924739838, 0.7566530108451843, -0.37335091829299927, 1.4929509162902832, 1.7042404413223267, 1.4750306606292725, 0.6648209691047668, 0.9140073657035828, 0.5784887671470642, 0.8070166707038879, 0.9311063885688782, -0.9142540097236633, -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
[ 2.1488611698150635, -0.11659932136535645, 1.5204362869262695, -1.5349454879760742, -0.17660783231258392, -0.6006255149841309, -0.3822958767414093, 1.0649676322937012, -0.48674336075782776, -0.714573085308075, 0.9016513824462891, 1.04918372631073, 0.2786813974380493, -0.47437870502471924, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.34008634090423584, -0.19756101071834564, -0.5002710223197937, 0.0002612645039334893, 0.6385275721549988, 0.9981222748756409, 0.42267370223999023, 1.0583794116973877, -1.6404770612716675, 0.08020123839378357, -0.9444615840911865, 0.8067505359649658, -0.7141633033752441, 0.749983489513397...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.69537353515625, -0.3995267450809479, -0.2659769356250763, -0.27064284682273865, 0.23587344586849213, 1.0310659408569336, -1.4220671653747559, -0.08231207728385925, -0.47663193941116333, 0.9610328078269958, 2.491002321243286, -0.9969757795333862, 0.6682614088058472, -0.46312958002090454, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.5793560147285461, 0.12014105916023254, 0.9257271885871887, -1.1071196794509888, -1.121726155281067, -0.11696404963731766, -0.29241228103637695, 0.6700588464736938, -0.9995277523994446, -1.0885803699493408, 0.24351757764816284, 0.13073214888572693, -0.9457986950874329, 0.29620662331581116...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7596437931060791, -1.3793249130249023, 0.5213912725448608, 0.14133407175540924, -1.1196303367614746, 0.6613517999649048, 0.32266128063201904, 0.11808603256940842, -0.2706371545791626, -1.7485699653625488, 1.1053447723388672, -0.41728702187538147, 0.8707164525985718, 0.16494764387607574,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.47310569882392883, 0.4392205774784088, 0.3583180904388428, -0.14119349420070648, -0.3913555145263672, -2.418919801712036, 0.5971032381057739, -1.1875457763671875, -0.2836529314517975, -1.1392672061920166, 1.7948170900344849, 0.4258090555667877, 0.47845354676246643, 0.9606809020042419, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6237978339195251, 1.0921552181243896, -0.5279867649078369, -0.3388780355453491, -0.018254991620779037, 0.15465569496154785, 0.35606810450553894, -0.4009893238544464, -0.23392149806022644, -0.023402564227581024, 0.24670808017253876, -0.47655898332595825, -0.7195687294006348, -0.251088082...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7434371113777161, -0.34634578227996826, -0.8337255120277405, 0.5930390357971191, 0.35755518078804016, -1.017689824104309, 0.05020085722208023, 0.06654585152864456, 0.997126579284668, -0.5327670574188232, -0.7166764736175537, -0.21911171078681946, 0.09451930224895477, -0.8180235624313354...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2675025463104248, 0.12719635665416718, 0.6416018605232239, 1.5842785835266113, 0.8112453818321228, -0.48913756012916565, 0.2482195794582367, 0.7280672192573547, -0.969075083732605, 0.2529986500740051, -1.2174019813537598, -0.7103167772293091, 0.2616267800331116, -1.613088607788086, 1.5...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.8364838361740112, -0.5997236967086792, -0.2599360942840576, -0.05741434916853905, 2.4368529319763184, 0.9589534401893616, -0.7092759013175964, -1.7626813650131226, -1.5258044004440308, -0.1780666708946228, -0.6846483945846558, 0.2540005147457123, 2.391608476638794, 1.196022868156433, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.824913501739502, -1.0190341472625732, -0.7914161682128906, -0.4361180067062378, -0.7434669733047485, -0.3394894599914551, 0.8586638569831848, 0.16610881686210632, 0.46981188654899597, -0.26770228147506714, -0.15081088244915009, 0.6761429905891418, -1.3029606342315674, -0.9518633484840393...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 2.163033962249756, -0.6857429146766663, -1.0616624355316162, 0.6064988374710083, 0.4984060227870941, 0.14699804782867432, 0.36982619762420654, -0.910822868347168, -0.719281017780304, 1.2836475372314453, 0.4313862919807434, -0.7386358976364136, -0.06048193573951721, 0.6074857711791992, 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
[ -0.26028528809547424, -1.52321457862854, 1.0080082416534424, -0.027802838012576103, 0.8154277205467224, 1.6136929988861084, -1.553999662399292, -1.7525579929351807, -0.2092999815940857, -0.2143612653017044, 0.2410399317741394, -0.16274414956569672, 0.33070337772369385, -0.16468872129917145...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.015619408339262009, -1.6254748106002808, 1.1169735193252563, 0.42144012451171875, -0.9785302877426147, 0.6184936165809631, -0.6061118841171265, -0.7370142936706543, -1.4431403875350952, 0.2382754683494568, 2.1193344593048096, 0.5626726746559143, 1.165314793586731, 0.12888522446155548, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0535264015197754, 0.4962875545024872, 0.185797780752182, 0.3917796313762665, 1.2217860221862793, 2.259413480758667, -0.2619849741458893, -0.37206196784973145, -0.5933713912963867, 0.05081057548522949, 1.1071889400482178, -0.41060009598731995, 1.1329983472824097, -0.3138667643070221, 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
[ -0.3130396902561188, -0.29502707719802856, 0.09113071858882904, 0.4911058843135834, -1.034037709236145, 0.7190181016921997, -0.670630156993866, 1.6628540754318237, 0.4119313061237335, 0.20399588346481323, -0.025996364653110504, 2.3886396884918213, 1.305418848991394, 0.9419736862182617, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.474475622177124, -1.1969999074935913, -1.1898829936981201, -0.15783359110355377, 0.5038470029830933, 0.3670353293418884, 0.7704626321792603, -0.14948271214962006, -1.2133868932724, 0.6016377210617065, 0.4282894432544708, 0.5556715130805969, -1.6031619310379028, -0.24404680728912354, 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
[ 1.1268960237503052, 0.28453686833381653, -0.679395318031311, -0.8858278393745422, 1.611341118812561, -0.14164914190769196, -0.2296445220708847, -0.018305432051420212, 0.23998813331127167, -1.093042254447937, 1.3802626132965088, 0.44124001264572144, -0.9641396999359131, 0.4840232729911804, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5066691637039185, 0.8212277889251709, 1.284635305404663, 2.239473581314087, -0.13094423711299896, 0.3087698519229889, 0.7267297506332397, -0.7276812791824341, 0.21502640843391418, -1.5588226318359375, 0.21339285373687744, 0.3235574960708618, -0.24969521164894104, 1.4191657304763794, 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
[ -0.6855415105819702, -0.5008300542831421, -0.5654434561729431, 0.007412919774651527, 0.040141403675079346, -0.5012349486351013, -0.7679834961891174, 1.9430660009384155, -0.5465599894523621, 0.31108489632606506, -0.3509650230407715, 0.9690387845039368, 0.2832302153110504, 0.6103769540786743...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.29681986570358276, 0.5213457345962524, -0.6833922863006592, 0.5838478803634644, -1.4702826738357544, 0.9618144631385803, 0.028576310724020004, -0.22810162603855133, -0.6297767758369446, -0.5787786245346069, 1.3975330591201782, -1.3554062843322754, -0.3827148973941803, 1.7038612365722656,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.3206052780151367, 1.7574933767318726, 0.5792003273963928, 1.2742711305618286, 0.8271996974945068, -0.2781827449798584, 1.0359305143356323, -1.8338100910186768, -0.2822781205177307, 1.2200099229812622, -0.30304157733917236, 0.5316677689552307, -0.2453058511018753, -1.471047282218933, 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
[ 0.06468537449836731, -0.060476481914520264, -0.20902365446090698, -0.6717280745506287, 1.0428259372711182, -0.019520552828907967, 2.6057331562042236, -0.37419697642326355, 0.8716375827789307, 1.0654045343399048, 0.6030526161193848, -0.9876532554626465, 0.20617227256298065, -1.1566787958145...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0293524265289307, 0.5161035060882568, 0.23405343294143677, 2.017962694168091, -0.49482572078704834, -0.6402414441108704, 2.5247890949249268, 0.0651007741689682, -1.0559601783752441, -1.429036259651184, -0.08594324439764023, 0.028639981523156166, -0.7099594473838806, -0.22517189383506775...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.6435412168502808, -1.8628650903701782, -0.5094065070152283, -0.43110644817352295, 1.1262918710708618, 0.19707874953746796, 1.2355202436447144, -1.0164624452590942, -0.18161740899085999, -0.2422143518924713, -0.8952502608299255, -0.640555202960968, 0.032231684774160385, 0.5437566041946411...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.8565150499343872, -1.8425869941711426, -0.6676590442657471, 0.051470961421728134, -0.11120821535587311, 0.37779808044433594, 0.22236330807209015, -0.00043794786324724555, -0.07169903069734573, 0.1664278507232666, -0.3948776125907898, -2.4637415409088135, -1.6629332304000854, -1.441053390...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.027227520942688, 0.9893873929977417, 0.7895753383636475, 0.9613469243049622, -1.368298053741455, 2.0975658893585205, -1.7906394004821777, 0.4995642602443695, 1.210898518562317, -0.29320088028907776, -0.5959941148757935, 1.308661699295044, -0.33735892176628113, 1.0913987159729004, 0.331...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.40561163425445557, 1.5256673097610474, 0.40671637654304504, 0.7208162546157837, 0.06949638575315475, 0.9603930115699768, -0.8639422655105591, 0.987718403339386, -0.11029904335737228, 2.0018022060394287, -0.744068443775177, -0.1107395738363266, -1.1996451616287231, -1.0837414264678955, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.44502636790275574, -0.3825393617153168, 1.6126023530960083, 0.5740681886672974, -1.4417433738708496, 0.6747166514396667, 0.7495837807655334, 0.515956699848175, -1.853367567062378, 0.5757944583892822, -0.2081405222415924, -0.7864982485771179, 0.8401405215263367, 0.991416871547699, -0.85...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7993354201316833, 0.8859175443649292, -0.3107203245162964, -1.1388134956359863, 0.32578298449516296, -1.0031628608703613, 0.8968560099601746, -1.8337031602859497, -0.014690782874822617, 0.3801037073135376, 1.1687580347061157, 0.17943553626537323, 0.8834742903709412, -2.3966968059539795,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.78574138879776, 0.33680254220962524, -1.7049915790557861, 1.5702186822891235, -1.6220351457595825, 0.29792019724845886, 0.8956443667411804, 0.5799109935760498, -1.7789623737335205, -2.138012170791626, 0.9306313991546631, 0.8669756650924683, 0.9999059438705444, -0.30379167199134827, -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
[ -0.9238625168800354, -0.1936921924352646, 0.4788309931755066, -0.41131630539894104, 0.8110622763633728, 1.1449726819992065, -0.6917421817779541, 1.921621322631836, 0.5456398725509644, -1.868126630783081, 0.8022557497024536, -0.277286559343338, -0.9097973108291626, -2.1582586765289307, -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
[ -0.7382238507270813, -0.8517745137214661, -0.1458718329668045, -0.6169435977935791, 0.5229025483131409, 0.33265936374664307, -0.44165003299713135, 1.8295671939849854, -0.04653920233249664, 0.5528393983840942, -1.5342367887496948, -0.935602068901062, -0.633126974105835, -0.42259007692337036...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1713199615478516, -1.03011155128479, -0.3003982901573181, -0.9757436513900757, 0.5162363648414612, 1.1846568584442139, -0.17288917303085327, -0.4176369309425354, 0.445156455039978, -1.9664596319198608, 1.5660278797149658, 0.06936009228229523, 1.8565447330474854, 0.9856297373771667, -2....
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.6789141893386841, 1.7571803331375122, 0.7726202607154846, -1.1969956159591675, 0.35077497363090515, 0.3789503276348114, -0.17029428482055664, 0.887411892414093, -2.1118481159210205, -1.1327470541000366, -0.4492402970790863, -0.3383404314517975, -0.7018800377845764, -0.022101491689682007...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2923997938632965, -0.9037231206893921, 0.4071710705757141, -1.1673060655593872, 0.5490944981575012, 0.5868884325027466, -0.490336149930954, 0.5795365571975708, -1.3269846439361572, -0.4505254924297333, -0.8541029095649719, 1.1625233888626099, 4.778257846832275, 1.4579851627349854, -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
[ 0.10686637461185455, 0.4004504978656769, -0.5009376406669617, 0.687262773513794, -0.5214369893074036, -0.46713927388191223, -0.6307831406593323, 1.1098828315734863, 0.6456456184387207, -1.4546960592269897, -0.3194107413291931, -1.4687683582305908, -0.386834055185318, 0.5609903931617737, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.5150070190429688, 0.7180641889572144, 0.45547887682914734, 0.4507772624492645, -0.6568337082862854, -0.38249239325523376, 0.522158145904541, 0.06982465088367462, -0.23303715884685516, -0.06827149540185928, 1.1238987445831299, -0.865445077419281, 1.1111810207366943, 0.8399877548217773, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -2.3525402545928955, -0.45641738176345825, 0.9451146125793457, -1.7489495277404785, 0.12908384203910828, -1.267230749130249, -1.3244035243988037, -0.6371383666992188, 0.8359920978546143, -0.779353141784668, -0.29107385873794556, -1.0615472793579102, -1.5612283945083618, 1.1953098773956299,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.2748574018478394, -0.4364985227584839, -0.8081682920455933, -1.035243034362793, 0.5734623074531555, 0.8643201589584351, -0.7364580631256104, 0.12036001682281494, 0.09162966907024384, 1.6577953100204468, -0.0707145556807518, 0.3129478991031647, -1.5727348327636719, -0.2677340805530548, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.24910569190979, -1.6464771032333374, 1.2452671527862549, -0.5229313373565674, -0.5080083012580872, -0.32205528020858765, 0.7681803107261658, -1.7259811162948608, 1.1872674226760864, -0.6409432291984558, 3.161505937576294, -1.6817355155944824, -0.2164606899023056, 0.08720533549785614, -...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2852063477039337, -0.1990627497434616, -0.7072679400444031, 0.26064229011535645, 1.713125228881836, -0.16367460787296295, 0.5997071862220764, -0.12178928405046463, 0.629642128944397, -0.4833892583847046, 0.00022606540005654097, 0.4625297486782074, -0.789244532585144, 1.2222931385040283, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0638662576675415, 0.6056375503540039, 1.4368118047714233, -1.187712550163269, 0.21527612209320068, -0.9775392413139343, -1.100818157196045, -0.10183070600032806, -0.23458713293075562, -0.7710685729980469, 2.5595602989196777, -0.11718720942735672, -0.1577945202589035, -0.6227460503578186,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.197435975074768, 1.8760405778884888, -0.14040470123291016, -0.742357075214386, 0.6034809350967407, 0.32457464933395386, 0.6653913259506226, -1.3939964771270752, -0.05435287579894066, 0.35869571566581726, 0.6100865006446838, 0.21343494951725006, -0.1638089120388031, 0.8256131410598755, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0740747451782227, -0.33683910965919495, -0.10762042552232742, 0.5017530918121338, -2.3580946922302246, -0.003000048454850912, 2.1199963092803955, 0.49719440937042236, 1.7474327087402344, 0.4252048134803772, -0.3183453381061554, -2.0172269344329834, 0.23070116341114044, -0.23261165618896...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4996665120124817, 1.285790205001831, 0.6461988687515259, 1.7693102359771729, 0.45161616802215576, -1.9704853296279907, -1.4725117683410645, -0.9746978282928467, -0.9233230948448181, -2.1042535305023193, -0.6346420645713806, -0.08988925814628601, 2.3246471881866455, -0.5686583518981934, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.2613663971424103, 1.1921406984329224, -0.5064834952354431, -1.1110765933990479, -2.049708843231201, -0.20562982559204102, 0.03989109396934509, 1.2024781703948975, 0.31876930594444275, 0.8333824872970581, -0.9974048733711243, 0.5293231010437012, -0.1730225384235382, 0.5471872687339783, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6422691941261292, -0.6912106275558472, -0.36299410462379456, 0.8238239288330078, -0.5441733002662659, 1.6738160848617554, 0.26753777265548706, -0.9029627442359924, 1.9731776714324951, -0.37241294980049133, 0.3394883871078491, 1.172055721282959, 0.8164885640144348, -0.5808423161506653, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9399490356445312, -0.37033572793006897, 0.35618147253990173, 1.1978731155395508, -0.12461675703525543, 0.054788894951343536, 0.9617844820022583, -0.4535195231437683, -0.6426389217376709, -0.30205774307250977, 1.0642791986465454, 1.418004035949707, 0.6123581528663635, 0.05060809105634689,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.38084766268730164, 1.535779595375061, 0.3530030846595764, 1.8073573112487793, -2.4441869258880615, -0.22694166004657745, 0.19498111307621002, 1.795748233795166, 0.459930419921875, 0.7020692229270935, 1.3210971355438232, 2.6264889240264893, 0.1678629219532013, 0.28119784593582153, 0.94...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.3376566171646118, 2.080824375152588, 1.0419859886169434, 1.019019603729248, 1.6970529556274414, 0.7185883522033691, -1.7988674640655518, 0.9071927666664124, 1.1658610105514526, -1.0334513187408447, -1.422127604484558, 0.4107342064380646, -0.5783679485321045, 1.6322495937347412, -2.0635...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.7283240556716919, -1.5238157510757446, 1.2582107782363892, -0.9564850926399231, -0.52947998046875, -0.2752574384212494, 1.1074497699737549, -0.012502131052315235, 0.4472060203552246, -0.1653812974691391, 0.7760951519012451, -0.43576186895370483, 0.20950590074062347, -0.08605131506919861...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3788341283798218, 0.29761114716529846, 0.26126137375831604, -1.8825585842132568, -0.7209492921829224, -1.258717656135559, -0.2653469145298004, 0.5179209113121033, 0.4115797281265259, 0.47479280829429626, -0.16616925597190857, -1.3265763521194458, 1.081637978553772, -0.8266477584838867, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6280686259269714, -1.2642213106155396, 0.30159351229667664, 0.03246346861124039, -1.8717689514160156, 0.444277822971344, -0.19427676498889923, -1.5718520879745483, -2.4573159217834473, 1.930776834487915, -0.27996116876602173, -0.4311191737651825, 0.018130790442228317, 0.06632756441831589...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.49830031394958496, 1.4765878915786743, -1.395707130432129, 0.9838913679122925, -2.064833402633667, 0.12287900596857071, 1.4070947170257568, 2.430063247680664, 0.15446971356868744, -0.9042781591415405, -0.1748330444097519, 1.0489675998687744, -0.5469251871109009, 0.9014531970024109, -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
[ -1.4460339546203613, 1.0320507287979126, -0.2229117453098297, 0.5696761608123779, -0.5750834941864014, -0.5289446711540222, -0.016352463513612747, -1.0011659860610962, 0.5483430027961731, -0.29114535450935364, -0.6579613089561462, 0.06600085645914078, -1.3972735404968262, -0.17041553556919...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.25315213203430176, -2.786623239517212, 0.29009997844696045, -0.868567168712616, -0.8320653438568115, 0.33378735184669495, -2.014502763748169, -1.020996332168579, 1.9282463788986206, -0.3150923252105713, 0.41897207498550415, -1.7732949256896973, 0.4351530969142914, -0.8915729522705078, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.514204502105713, 2.0696754455566406, 0.36053305864334106, -0.8474750518798828, -0.22680388391017914, -1.438420295715332, -0.2703265845775604, 0.46281805634498596, -1.452972412109375, 0.03434586152434349, 0.12638767063617706, -1.8550158739089966, -1.1673020124435425, -0.09964878112077713,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1358532905578613, 1.7823656797409058, 0.339520663022995, -0.5000814199447632, 0.20364709198474884, -0.7832682132720947, -0.32008546590805054, -0.5487321019172668, -2.386589288711548, 1.2032740116119385, 1.3265599012374878, -0.8694676160812378, -1.1233642101287842, -0.9377729296684265, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.01743619702756405, 2.33984637260437, -1.9419962167739868, -1.7375067472457886, 0.9127563834190369, 0.036510493606328964, -0.18320228159427643, 1.285718321800232, -1.5302927494049072, 0.4139373004436493, -1.1691553592681885, 2.079084634780884, -0.20929107069969177, 1.4517533779144287, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.19848456978797913, -1.105873465538025, 0.8360065817832947, -0.8229272365570068, 0.06700397282838821, -1.7453409433364868, -1.1934596300125122, -0.7877766489982605, -2.3423047065734863, -1.7549430131912231, -0.8819090723991394, -1.1192514896392822, 1.2797346115112305, 0.4016138017177582, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.017195360735058784, -0.20978273451328278, 1.5828988552093506, 0.4154367446899414, -0.5866141319274902, -1.7711549997329712, 1.3473259210586548, -0.3362322747707367, -1.0670298337936401, -0.4525822401046753, 0.10937748104333878, 1.449527621269226, -1.981821060180664, -2.1852293014526367, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.4391343593597412, 0.20819441974163055, -0.09310653805732727, 1.0141490697860718, 0.5109186768531799, -0.08963587880134583, -0.19410885870456696, 1.2433512210845947, -0.4690782427787781, -1.994257926940918, -0.24625146389007568, 0.00149377784691751, -0.29467034339904785, -1.60347592830657...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6312530636787415, 0.5544236898422241, -0.5005194544792175, -0.39539477229118347, 0.6910541653633118, -0.2992955148220062, 0.43239790201187134, -1.9764797687530518, 0.5765970349311829, 1.2739461660385132, -0.2723885774612427, -1.2835948467254639, -0.9242225885391235, 1.076041579246521, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.18483926355838776, -1.1696712970733643, -2.343146324157715, -1.1216506958007812, 0.14019514620304108, 0.47174617648124695, 0.5905371308326721, -1.9484139680862427, -0.22793085873126984, -0.4233010709285736, 0.38935768604278564, -1.3116893768310547, 1.109079360961914, -1.366518497467041,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6378793716430664, 0.1519906371831894, 0.1200890764594078, -0.8326936960220337, 0.6300563812255859, -1.14462149143219, 1.5372587442398071, -0.37804916501045227, 0.12635445594787598, -0.6532366275787354, -0.9075835347175598, -0.08998887240886688, -0.6081727743148804, 0.29737019538879395, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.5063032507896423, -0.014818835072219372, 0.1371593028306961, 0.6352733373641968, 0.41591277718544006, -0.014145554974675179, 0.21518678963184357, 1.854966402053833, -0.2961260974407196, 1.2450227737426758, 1.5537101030349731, -2.7419800758361816, 0.9274973273277283, 0.7141052484512329, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0284868478775024, 0.951370894908905, -2.3099849224090576, -0.3753373324871063, -1.4073139429092407, -1.3309274911880493, 0.078659787774086, -0.25167030096054077, 0.8164746761322021, 0.3207664489746094, 0.6650288701057434, -0.3609926104545593, 1.2631696462631226, 1.239961862564087, -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
[ -2.398170232772827, 1.9180206060409546, 0.08200783282518387, -0.45112892985343933, -0.26736295223236084, 0.7436543107032776, -0.38918182253837585, 0.34716665744781494, -1.3999944925308228, 0.6409960985183716, 0.0476665236055851, -0.5339767336845398, -1.3868650197982788, 1.3931549787521362,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.3410647511482239, -0.5731207728385925, -0.9853732585906982, 0.026252426207065582, -2.0683841705322266, -0.6475460529327393, -0.6268414855003357, 2.1749508380889893, 0.5092251896858215, -0.268815815448761, -1.075279712677002, 1.1328349113464355, 1.1621445417404175, -0.8833472728729248, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2941610515117645, 1.7791465520858765, -1.6670533418655396, -1.247204065322876, -0.27855435013771057, -0.96110600233078, 0.9007925987243652, -0.3997981548309326, -0.5859825015068054, 0.6393312811851501, -0.49075013399124146, 1.0676368474960327, -0.8096413612365723, 0.8189740180969238, 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
[ -0.36876699328422546, -0.9478005170822144, 0.47343939542770386, -0.9427172541618347, 0.3175216317176819, -0.07714369893074036, 1.2411648035049438, 0.39848795533180237, 1.6129815578460693, 0.061014965176582336, 0.9454524517059326, -1.2159690856933594, 0.044298961758613586, 0.996055781841278...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.1340773105621338, -1.1208387613296509, 1.4088717699050903, 0.46197089552879333, 1.0619608163833618, -0.6381229162216187, 0.1363765299320221, -0.02945125475525856, -0.02440149523317814, 0.4467368721961975, -0.0763871893286705, -0.03189815953373909, -0.3886846601963043, -1.3493597507476807...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.9444789290428162, -0.7785105109214783, -0.965770959854126, 0.5466671586036682, 1.0659587383270264, -1.83604097366333, -0.7735892534255981, 0.5664007663726807, -0.6514860391616821, 0.2910560667514801, 1.2829512357711792, 0.10203142464160919, -0.9213477969169617, -0.3109276592731476, -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
[ -0.7927243709564209, -0.9249061942100525, -0.1723780333995819, 2.048593521118164, 0.034953538328409195, -0.8446272015571594, -0.634303629398346, 1.3565129041671753, -0.16684730350971222, 0.3851231336593628, -0.15705327689647675, 0.6408456563949585, 1.3065177202224731, 1.296859860420227, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.02103421278297901, 0.8166964054107666, 0.4347335696220398, 0.29481494426727295, 0.2688400447368622, -0.20577241480350494, 0.4418110251426697, 0.014627212658524513, -0.2184390127658844, -0.1460951566696167, 0.0633506029844284, 0.23759496212005615, -1.2027099132537842, 0.9190729856491089,...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1966139078140259, 2.056417226791382, -0.8943597674369812, 0.7435762882232666, -0.8766967058181763, 1.95128333568573, -0.7174850702285767, 0.012056801468133926, -0.4290822148323059, 0.24651668965816498, -1.427381992340088, 0.8860783576965332, 0.5349733233451843, -1.335239052772522, 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
[ -0.6663864254951477, -0.03768233209848404, 0.7375377416610718, 0.6958540081977844, -1.6995952129364014, 2.10383677482605, 0.7157882452011108, 1.0230871438980103, 1.8870344161987305, 1.5772351026535034, 1.0874061584472656, -0.6782888174057007, -0.6832195520401001, 1.0962930917739868, 0.91...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.775756299495697, -1.3487650156021118, -0.6800564527511597, -2.0121817588806152, -0.5859127640724182, 0.3372070789337158, 1.7027994394302368, -1.3442068099975586, -0.6035385131835938, -1.2102149724960327, -1.4158002138137817, 0.6272575855255127, -0.4034740626811981, 0.7888643145561218, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0702160596847534, -0.4060772657394409, 2.4826996326446533, -0.22891980409622192, 0.5072314143180847, 0.9167447686195374, -0.2899680733680725, 0.8094975352287292, 1.3616797924041748, -2.673600673675537, -0.516497015953064, -0.8141006231307983, -0.1283462643623352, -0.8934639096260071, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8901913166046143, -0.08345983922481537, 0.9021807312965393, -0.7222689390182495, 1.4039639234542847, -0.71053147315979, -1.3314878940582275, -0.15630178153514862, 0.9338085055351257, 1.6217674016952515, 0.4643300771713257, -0.46521899104118347, 1.2853448390960693, -0.8716715574264526, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.0915888547897339, 2.05558443069458, -2.041107416152954, 0.5911530256271362, 0.3690218925476074, -0.2175520956516266, -0.44787120819091797, 0.16805759072303772, -0.7408976554870605, -0.14534488320350647, 0.35134246945381165, 0.8118528723716736, -1.5223075151443481, -0.8441383838653564, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.6278416514396667, -0.765024721622467, 0.7476784586906433, -0.12377932667732239, 0.5305662155151367, -0.3270474374294281, 1.1454353332519531, -1.5013391971588135, 0.3736122250556946, -0.7862994074821472, -2.2580270767211914, 1.9053611755371094, 0.08104846626520157, -0.38080060482025146, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.2880687117576599, 0.4676222801208496, 0.5833831429481506, -1.2395721673965454, -1.466754674911499, -0.013277261517941952, -0.7425141334533691, -0.9123215675354004, -1.8604023456573486, 0.884160041809082, -0.5971752405166626, -0.7325991988182068, -1.433133602142334, 0.5439773797988892, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 1.0604641437530518, -0.21204239130020142, 1.0907270908355713, 1.399671196937561, -0.9709251523017883, -0.7832486629486084, -0.8952597975730896, 2.5438644886016846, 0.16997261345386505, -0.07925957441329956, 0.17693127691745758, -0.6080760359764099, 2.0192885398864746, 2.5218732357025146, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.1740111112594604, -0.860144317150116, -0.25821879506111145, -1.0568222999572754, 0.4812968671321869, -0.8501794934272766, -1.7234760522842407, 0.7070035934448242, 0.9900360703468323, -0.32608842849731445, -0.35209593176841736, -0.5619180798530579, 0.3173943758010864, 0.08980736136436462...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.8683108687400818, -0.6970043778419495, 0.6567161083221436, -0.5058974623680115, -0.7070648074150085, 0.33758652210235596, -1.8657536506652832, 0.7818281054496765, 0.5004391670227051, -0.7842239737510681, -0.24939627945423126, -1.1863280534744263, -1.2733210325241089, -1.5923875570297241...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -0.06983961910009384, -1.5411139726638794, 0.404720276594162, -2.1274526119232178, -0.12705875933170319, -0.364735871553421, 1.172224521636963, 1.496303915977478, -0.4208764433860779, -0.1776919960975647, 0.19263973832130432, -1.0046840906143188, -0.2621869444847107, 0.3300391137599945, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ 0.553215742111206, -0.7653680443763733, 0.5255079865455627, 0.6320366263389587, 0.48264622688293457, -0.6813263297080994, 0.7590758204460144, -0.083529032766819, 0.08971279114484787, 0.38570737838745117, 0.5629907846450806, -1.2494268417358398, -0.2964980900287628, 0.4964698851108551, -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
[ 0.31811919808387756, 1.1278808116912842, 0.09626161307096481, 1.5381791591644287, -0.14806389808654785, 0.44206494092941284, -0.9506242275238037, 2.0010182857513428, 2.1085879802703857, -1.41461181640625, 1.0648802518844604, -0.5151119232177734, 1.0898528099060059, -1.2893977165222168, 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
[ 0.6632675528526306, -1.5560989379882812, -0.3735767900943756, -1.1444871425628662, 0.1120084673166275, 1.491980791091919, -0.5431602001190186, -0.382862389087677, 1.0419244766235352, 1.045706868171692, -0.4906061887741089, -1.2688342332839966, 0.20445460081100464, -1.9388928413391113, -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
[ -0.49218136072158813, 0.816673219203949, 1.3877688646316528, 0.7240582704544067, 1.0788174867630005, 0.10850585252046585, -0.5509893298149109, 0.4310031533241272, 1.0166091918945312, -0.878559947013855, 0.8040444850921631, 0.870517373085022, 0.18416082859039307, -0.301370233297348, 1.266...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis
[ -1.8576476573944092, 0.648023784160614, -0.5928703546524048, -1.1248524188995361, -1.564826488494873, 0.21188771724700928, -0.462969034910202, 0.31268638372421265, 0.03674476593732834, -0.12034589797258377, 0.7830750942230225, 1.2100154161453247, 0.009374076500535011, -0.5774948000907898, ...
SDSS spectra interpolated to DESI wavelength grid and processed through SpecFormer
specutils
SDSS
DESI
polymathic-ai/specformer
7,500
2,319
768
SpecFormer standard preprocessing (normalize, slice, pad)
HSC_vs_SDSS_analysis_script
These embeddings can be compared with HSC image embeddings for cross-modal analysis