White dwarfs from machine learning J/ApJS/276/53 ivo://CDS.VizieR/J/ApJS/276/53 doi:10.26093/cds/vizier/bb-8m-1n CDS Zhang J. Bu Y. Zhang M. Xie D. Yi Z. 2026-08-03T07:26:10Z 2025-12-12T13:41:59Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr white-dwarf-stars surveys visible-astronomy White dwarfs (WDs) are the ultimate stage for approximately 97% of stars in the Milky Way and are crucial for studying stellar evolution and galaxy structure. Due to their small size and low luminosity, WDs are not easily observable. Traditional search methods mostly rely on analyzing photometric parameters, which need high-quality data. In recent years, machine learning has played a significant role in astronomical data mining, due to its speed, real time, and precision. However, we have identified two common issues. On the one hand, many studies are based on high-quality spectral data, while a large amount of image data remain underutilized. On the other hand, existing astronomical algorithms are essentially classification algorithms, with sample incompleteness being a critical weakness. In our study, we propose the WD Network (WDNet) algorithm, which is a new object detection algorithm that integrates multiple advanced technologies and can directly locate WDs in images. WDNet overcomes the degradation issue of WDs and detected 31,065 candidates in 80,448 images. The candidates exhibit a wide range of types, including DA, DB, DC, DQ, and DZ, with surface gravity within 7.8dex~8.4dex, effective temperatures within 10000K~56000K, colors within -1<u-g<1 and -0.8<g-r<0.4, and reduced proper motion within 20~35mag. In the future, WDNet will conduct large-scale searches using the Chinese Space Station Telescope and Sloan Digital Sky Survey V. 2025ApJS..276...53Z https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/276/53 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to III/210 : Spectroscopically Identified White Dwarfs (McCook+, 1999) III/235 : Spectroscopically Identified White Dwarfs (McCook+, 2008) V/156 : LAMOST DR7 catalogs (Luo+, 2019) V/154 : Sloan Digital Sky Surveys (SDSS), Release 16 (DR16) (Ahumada+, 2020) III/286 : APOGEE-2 DR17 final allStar catalog (Abdurro'uf+, 2022) J/ApJS/156/47 : DA WDs from the Palomar Green Survey (Liebert+, 2005) J/AJ/137/4377 : List of SEGUE plate pairs (Yanny+, 2009) J/other/SCPMA/57.176 : Carbon stars & DZ white dwarfs in SDSS sp. (Si+ 2014) J/MNRAS/472/4173 : Bright white dwarfs for high-speed photometry (Raddi+, 2017) J/ApJS/234/31 : Carbon stars from LAMOST using machine learning (Li+, 2018) J/MNRAS/482/4570 : Gaia DR2 white dwarf candidates (Gentile Fusillo+, 2019) J/MNRAS/485/5573 : Gaia-DR2 100pc white dwarf population (Torres+, 2019) J/ApJ/883/175 : 1st release of the MaNGA Stellar Library (Yan+, 2019) J/MNRAS/508/3877 : Catalogue of white dwarfs in Gaia EDR3 (Gentile+, 2021) J/MNRAS/506/1651 : XGBoost ML classifier of BASS DR3 sources (Li+, 2021) J/A+A/662/A40 : Hot subdwarf stars studied with Gaia (Culpan+, 2022) J/MNRAS/509/2674 : White dwarfs in LAMOST DR5 (Guo+, 2022) J/A+A/679/A127 : 100pc WD spectral classification (Garcia-Zamora+, 2023) J/A+A/678/A20 : New white dwarf-open cluster associations (Prisegen+, 2023) J/ApJS/268/28 : LAMOST DR9 white dwarf cand. from deep-learning (Tan+, 2023) J/ApJS/269/59 : Low-surface-brightness galaxy cand. from SDSS (Xing+, 2023) J/A+A/682/A5 : Gaia white dwarfs Classification (Vincent+, 2024) http://www.sdss.org/ : SDSS homepage http://www.lamost.org/ : LAMOST homepage http://www.montrealwhitedwarfdatabase.org/ : Montreal WD Database (MWDD) home https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJS/276/53 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJS/276/53 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJS/276/53 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJS/276/53 https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJS/276/53 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJS/276/53 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/ApJS/276/53/table4 (Candidates catalog) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/276/53/table4? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/276/53/table4? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/276/53/table4? 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21813-21814 21817-21818 21836-21837 21839 21856-21857 21859 21869-21870 21884-21885 21887 21893 21895 21897-21898 21900 21902-21904 21906-21907 21916-21917 21919-21920 21923 21926-21927 21930-21931 21933 21936-21937 21951 21960-21962 21976-21977 21979 21988 21990-21991 21993-21994 22079 22101-22102 22105 22107-22108 22115 22121-22122 22126 22161-22163 22169-22173 22175 22177-22179 22192-22194 22227-22228 22230-22231 22237-22239 22271-22274 22337 22345 22347 22369 22371-22373 22375 22377 22380 22382-22383 22402 22408 22410 22414 22433-22434 22442-22444 22446-22447 22454-22455 22458-22459 22469 22471 22488-22489 22491 22497-22500 22502-22503 22505-22509 22520-22521 22524-22525 22650-22651 22653 22665-22668 22670 22679 22688-22690 22716-22718 22720-22721 22723 22725 22727 22729 22731-22733 22735-22736 22738-22739 22746 22753-22755 22760-22762 22768 22770 22781-22783 22793 22795-22798 22804-22805 22807-22808 22810-22812 22817 22820-22821 22823-22824 22826 22834-22835 22838-22839 22842-22844 22846 22850-22851 22856-22857 22859-22860 22862-22863 22865-22867 22873 22875 22882-22883 22904-22905 22907-22909 22911 22913-22914 22916-22917 22925-22929 22931-22933 22935 22940-22941 22945-22947 22952-22953 22955-22958 22960-22962 22976-22977 22983 22988-22989 22993 22995-22996 23001 23005 23048-23050 23057-23058 23060 23065 23072-23074 23101 23103-23104 23117-23119 23121-23123 23132-23134 23137-23139 23148-23150 23152-23154 23182-23183 23186-23187 23196-23198 23202-23203 23208-23209 23211 23213-23214 23216-23218 23224 23226-23228 23230-23234 23247 23249 23255-23256 23260 23267-23269 23271-23272 23274-23276 23278 23280 23290 23293-23296 23298 23336-23337 23339-23341 23343 23356 23359 23398 23401 23403 23406-23407 23411 23413 23418 23420-23421 23428-23429 23441 23444-23445 23470-23471 23481-23483 23485-23486 23488 23532 23545-23546 23550 23552-23553 23556 23561-23563 23567 23571 23574 23576-23577 23579-23582 23584-23586 23588-23590 23600 23604 23618-23619 23622-23623 23640-23642 23644 23682 23688 23809-23814 23816 23825-23827 23837 23839 23863 23882 23904-23906 24042 24050-24051 24053-24057 24059-24060 24062-24063 24096-24097 24100-24101 24104 24108 24113 24115 24120-24121 24124 24138 24141-24143 24153-24155 24176-24177 24179-24181 24233-24235 24237-24238 24243 24247 24252-24253 24255 24290-24291 24294-24295 24298-24301 24314 24316-24317 24323 24325-24327 24344-24346 24352 24388-24390 24400 24442 24445-24447 24460-24461 24463 24465 24467 24471 24476-24478 24485-24486 24498 24500 24515 24517-24519 24521 24523-24526 24528 24530-24533 24535-24537 24877 24883 24888-24889 24891 24899-24900 24902 24904-24905 24908 24910 24914 24928 24930 24976 24980 24983 25024 25026-25027 25032-25033 25035 25037 25039 25061 25072-25073 25075 25081 25083 25130 25216-25218 25229 25234 25241 25243-25245 25247 25268-25269 25289-25290 25294-25295 25306 25312-25313 25316 25319 25332-25333 25335 25431 25511-25513 25515 25518-25519 25522 25528 25531 25534-25535 25565 25567 25582 25587-25590 25592-25594 25680-25681 25683 25686 25689 25692 25694-25695 25713 25716 25718-25719 25724-25725 25727 25812-25813 25822 25837-25839 25842-25845 25847-25848 25850-25853 25855 25876 25879 25898 25903 25905 25907 25909-25911 25914-25915 25917 25919 25926-25928 25930-25931 25937-25940 25942-25946 25949-25951 25953-25954 25960-25962 25964 25966-25967 25973-25976 25980-25981 25984 25986-25987 25996-25998 26001-26003 26005 26007 26012-26013 26015 26017-26018 26020 26022 26024-26026 26040-26042 26044-26045 26047 26058 26061-26062 26065 26067-26070 26072 26074-26075 26085 26088-26089 26091 26096 26098-26099 26108-26109 26111-26113 26115 26125-26127 26142 26158 26163-26166 26168 26170-26171 26173-26174 26177-26179 26181-26182 26184 26186 26188-26189 26191 26205-26210 26213-26215 26221-26224 26226-26230 26232 26234-26235 26238-26239 26243 26245 26247 26249-26250 26260 26262-26263 26271-26272 26274-26278 26280 26282-26283 26285 26287-26289 26295 26302-26303 26305-26308 26310-26312 26314-26317 26319-26320 26322 26326 26334 26344-26345 26349-26350 26353-26355 26368-26370 26376 26378 26380-26382 26396 26398-26400 26403-26406 26410-26411 26413-26415 26424-26425 26427 26432-26433 26448-26449 26451 26456-26458 26461-26464 26466-26467 26469 26471-26472 26474 26476-26478 26485-26488 26490 26492 26494-26496 26504-26506 26508-26510 26512 26514-26515 26520-26521 26523-26525 26532 26534-26535 26537-26539 26542-26544 26546-26547 26549 26551 26556 26559-26562 26564-26565 26567-26570 26572-26573 26575 26578-26581 26583-26586 26588 26590-26591 26593 26595 26601-26604 26606 26612-26613 26615 26845-26847 26861 26863 26866-26867 26885 26897 26901-26903 26909-26911 26925 26933-26934 26936-26937 26939-26940 26943 26945-26949 26952 26954 26962-26963 26972-26973 26975 26978-26979 26981-26984 26986-26987 26992 26996-26997 26999-27000 27004-27005 27007 27009 27018-27022 27028 27030-27031 27033-27035 27045 27047-27049 27051 27053 27055 27060-27061 27069 27078-27079 27081-27085 27089-27092 27095-27096 27098 27100-27101 27106-27109 27111 27114-27115 27119 27132 27134 27167 27183 27187 27189-27191 27193-27194 27201 27203 27209-27214 27220 27223 27229-27231 27236 27238-27239 27260 27269 27271 27277 27279 27288-27289 27291-27293 27295 27304 27306-27310 27316 27318-27319 27336-27337 27339 27341-27345 27347 27349-27350 27352 27357 27359-27361 27363-27365 27367 27380-27382 27384-27386 27388-27389 27391 27396 27398-27399 27404-27405 27407 27414-27416 27418-27419 27424 27426-27429 27431-27433 27435 27437-27439 27441 27449 27451 27460 27462 27469-27470 27473-27475 27478-27479 27482 27484 27489-27493 27495 27500-27501 27503-27504 27507 27509-27510 27512-27513 27515 27517-27522 27524 27527 27529 27531-27534 27536-27537 27539-27540 27542-27543 27548 27550 27552 27554-27557 27569-27570 27576 27579-27580 27582 27584 27587 27589-27591 27593-27597 27599 27605-27607 27609-27610 27612-27614 27616 27618-27619 27624-27626 27632 27634-27638 27640 27643 27650 27652 27654-27656 27658-27659 27663 27665-27667 27670-27672 27675-27678 27689 27691-27693 27696-27697 27704-27705 27708-27709 27711 27713-27715 27717-27718 27722 27725-27726 27732 27734-27736 27738-27739 27741-27742 27745-27747 27749 27751-27753 27755-27756 27758 27760 27762-27763 27769-27771 27780 27782-27783 27788 27791 27794 27798-27799 27805-27807 27809-27812 27814-27817 27819 27822 27824-27825 27827-27829 27832 27835-27836 27838-27839 27841 27848-27849 27852-27854 27857-27859 27863-27864 27866-27867 27870-27872 27874-27876 27878-27879 27884 27886 27889 27891 27898 27904-27906 27913 27915 27920 27923-27925 27927-27929 27931 27940 27942 27944 27946-27950 27956 27958-27959 27968 27971 27976-27977 27981-27982 27985-27986 27988-27989 27993 27995 27998 28001-28003 28006 28009 28012-28013 28016 28019-28022 28026-28028 28032 28035 28041-28043 28050-28054 28058-28060 28062-28063 28071 28080-28081 28083 28086 28090-28094 28096 28098 28100 28104-28105 28107-28110 28114 28116 28119-28120 28128-28129 28133 28135 28137-28139 28142-28144 28148-28149 28153 28155-28156 28158 28161 28163-28164 28168 28170-28171 28173-28174 28177 28179-28180 28183-28186 28189-28190 28193-28195 28201 28203 28205-28206 28213 28215 28217-28219 28228-28229 28231 28233-28237 28241-28243 28248 28250 28252-28253 28262-28264 28267 28274-28278 28280 28282-28283 28289 28291 28296-28298 28300-28302 28309 28311 28316 28318-28319 28322-28323 28326-28327 28329-28332 28334-28335 28339 28341-28344 28346-28347 28350-28351 28357-28358 28361 28363-28364 28366 28368-28369 28371-28373 28375 28378 28381 28383 28388-28390 28397 28400 28405-28406 28408-28409 28411-28412 28414-28415 28418-28421 28423-28425 28427-28429 28432-28434 28440-28442 28444-28445 28448 28453-28457 28459 28464-28466 28468 28470-28471 28477-28478 28480-28482 28492 28496-28497 28499-28501 28503 28505 28507 28509 28514 28522-28523 28528-28530 28532-28533 28535 28538-28539 28541-28543 28551 28554-28555 28561-28563 28565-28568 28570-28571 28578-28579 28586 28588-28589 28591 28597-28598 28600 28602 28609 28612 28614 28616-28618 28624 28626 28628 28630 28633 28637 28642-28643 28645-28647 28649-28651 28656 28658 28663-28664 28666-28668 28670-28671 29403 29407 29427-29428 29430 29432-29433 29436 29694 29767 29780 29798-29799 29803-29805 29807-29808 29810 29818 29901 29903 29924 29926 29969 29971 29975 30013 30015 30021 30029-30031 30049-30050 30060-30062 30064-30066 30069-30071 30075 30093-30095 30099-30100 30102-30104 30108-30110 30116 30118-30119 30128-30129 30144-30146 30165-30167 30195 30201 30203 30271 30353 30355 30360-30361 30366 30371 30378 30380 30383 30395 30545-30548 30551-30553 30555 30567 30576-30577 30579-30580 30683 30692-30693 30706 30714 30754-30755 30759-30761 30764 30766-30767 30771 30776 30779-30781 30783 30799-30800 30804 30810-30811 30821 30823 30825-30829 30832-30833 30835 30839 30841-30842 30845 30917 30919 30928 30936 30948-30949 30955 30960 30962 30967-30968 30970 30973-30975 31017-31019 31021 31023 31031 31035 31037 31053 31055 31061-31062 31064-31065 31068 31074-31077 31079 31081-31082 31084-31085 31087 31099 31101-31103 31105 31124 31130-31131 31134 31138-31139 31149-31150 31158 31160-31161 31165 31168-31170 31173 31184-31185 31188 31210 31223 31229 31231 31279 31285-31287 31289-31291 31300-31302 31307-31308 31311-31313 31315-31316 31318-31319 31324-31326 31330-31331 31344-31346 31351-31352 31357-31358 31363 31366-31367 31369-31370 31372 31374-31375 31396 31398 31401-31403 31408 31410-31411 31421-31425 31428-31430 31436 31438-31439 31448-31450 31456 31458-31460 31476-31478 31482 31488-31490 31510 31513 31515-31517 31519-31520 31522 31525-31527 31529 31531 31536-31537 31539 31542 31552 31554 31572 31575 31579 31586-31587 31592-31593 31595 31597-31599 31601 31603 31624-31625 31627 31636-31638 31644 31646-31647 31652-31654 31657 31659-31660 31662-31663 31680 31682-31683 31692-31694 31696-31697 31699 31708-31710 31712-31714 31716 31718-31719 31728-31729 31731 31746 31749-31751 31756 31758-31759 31762-31763 31768-31770 31780-31782 31788-31790 31792 31801-31804 31806-31807 31853-31854 31865-31866 31868 31870-31871 31881-31886 31888-31889 31892 31895 31910 31916 31938-31941 31943 31952-31953 31955 31971 31974 31980 31982-31983 31986 31994 32040 32042-32043 32055-32056 32096 32104-32105 32107-32108 32110 32124-32125 32132 32134 32144-32145 32149-32151 32155 32177 32179-32181 32183 32185-32188 32190 32193-32196 32200 32209 32268 32300 32302-32303 32314-32315 32324-32325 32336 32368-32369 32371 32375-32377 32379 32384-32386 32405-32407 32416-32417 32419 32421-32423 32432-32434 32437-32440 32443 32454-32456 32458-32459 32465-32467 32484 32486-32487 32517 32525-32527 32532 32536-32538 32546 32549-32551 32556-32558 32560 32644 32646 32648 32650-32651 32667 32702 32761-32763 32766-32767 35822 35832-35834 35837-35839 36319 36326 36328-36329 36332 36334 36336-36337 36339 36344-36345 36463 36468 36470 36472 36475-36477 36501-36502 36507-36509 36515-36516 36520 36522-36526 36528-36529 36531-36532 36534 36536 36538-36539 36543 36546-36547 36550 36554 36560 36578 36582 36584-36585 36589 36591 36594 36598 36603 36605 36607 36620 36622-36624 36627 36642 36644 36674 36703 36717-36718 36723 36729-36732 36759 36762-36763 36773-36775 36777-36778 36780-36781 36783 36786-36787 36792-36793 36795 36804-36805 36808 36810-36812 36814-36815 36817 36826-36827 36834-36835 36837-36841 36843 36845-36848 36850-36851 36854-36856 36858-36859 38871 40927 40939 40942-40943 40949 40951 40953-40956 40958-40959 44347-44350 44379 44386 44389 44391-44393 44395-44396 44398 44403 44406 44410-44411 44433 44436 44483-44484 44486-44487 44491 44494-44496 44513 44516 44519 44521 44523 44574-44575 44605 44607 44618-44619 44643 44652 44739-44740 44742 44744 44747 44780-44782 44784 44792-44794 44863 44865 44868-44870 44872 44876 44897 44900 44902 44949 44951 44983 44989 44991-44992 44994 45000-45001 45024 45034 45039 45043 45045-45050 48560 48562-48563 48569 48574-48575 48670-48671 48693 48695 48715 48718-48719 48730-48731 48737 48740-48742 48754 48761 48764-48765 48767 48853-48855 48857 48859 48877 48892 48894 48898 48902 48909 48913 48916-48917 48919 48925 48932 48934 48937 48939 48946 48951-48953 48955 48957 48963 48966 48968 48974-48975 48983 48987 48989-48990 48994 48996-48997 48999 49024 49026 49032 49077 49079 49081 49083-49085 49087 49091-49093 49095 49108 49111 49121-49124 49128-49130 49132-49134 49137-49139 49145 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/276/53?format=ascii Optical default J/ApJS/276/53/table4 Candidates catalog recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Seq [1/31065] Unique ID of candidates meta.id;meta.main int Conf [0.4/0.98] Probability of being a White Dwarf stat.fit.goodness double RAJ2000 Right ascension (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 [-24.6/84.7] Declination (J2000) deg pos.eq.dec;meta.main indexed TypeSDSS Certification labels from SDSS DR17 (1) src.class char TypeLAMOST Certification labels from LAMOST DR10 (2) src.class char TypeMWDD Certification labels from MWDD (Dufour+ 2017ASPC..509....3D) src.class char logg [7.73/8.52]? Log of surface gravity from Machine Learning phys.gravity double nullable Teff [10926/61383]? Effective temperature from Machine Learning K phys.temperature.effective double nullable DR7 Display data from LAMOST DR7 (V/156) within 3" meta.ref.url int nullable