Amabwiriza ya AI

DETR Guhindura

DETR.

Incamake

DETR. Nibyingenzi kuko byatanze gutahura umuyoboro usukuye, uva kumpera-iherezo ryashishikarije umurongo wa moderi yerekana icyerekezo.

DETR Transformer Detection niyibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryamashusho yo gusesengura, ibikorwa, no guhanga.

Kwibira cyane

Yatangijwe na Facebook AI muri 2020, DETR ihuza umugongo wa CNN hamwe na transformateur encoder-decoder. CNN ikuramo ibiranga amashusho; encoder ivanga imiterere yisi yose mumashusho yose; na decoder ifata umurongo uhamye wize 'ibintu byabajijwe' hanyuma igahindura buri kimwe mubintu byamenyekanye (urwego wongeyeho imipaka) cyangwa igisubizo 'ntakintu'. Agashya kingenzi ni uguhuza ibice bibiri: mugihe cyo guhugura algorithm yo muri Hongiriya isanga umukoro umwe-umwe hagati yo guhanura nibintu-byukuri, bityo icyitegererezo cyiga gusohora agasanduku kihariye kuri buri kintu mu buryo butaziguye. Ibi bivanaho kutarenza urugero guhagarika no guhuza inanga. Ibicuruzwa byari bitinze guhuza buhoro kandi bigabanya intege nke-zukuri, zikurikiranwa nka DETRable DETR yakemuwe.

Ubushishozi

Uburyo bwa DETR busobanura nuburyo bushingiye ku gihombo gihuye na Hongiriya. Aho kugira ngo utange amanota ibihumbi n'ibisanduku bya ankor, bisohora umubare uteganijwe wo guhanura (akenshi ibibazo 100 byibibazo) kandi bigahuza umwe-umwe kubintu bifatika, bihana amakosa yo gutondekanya hamwe nagasanduku k'amakosa kuri babiri bahuje kandi bigasunika ibibazo bitagereranywa kuri 'ntakintu.' Kuberako guhuza ari umwe-umwe, gutahura kwigana guhagarikwa nigishushanyo aho guterwa nintambwe itandukanye yo gutunganya.

Kumenya DETR Guhindura

DETR. Nibyingenzi kuko byatanze gutahura umuyoboro usukuye, uva kumpera-iherezo ryashishikarije umurongo wa moderi yerekana icyerekezo. DETR Transformer Detection niyibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryamashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata DETR Transformer Detection nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.

Mubimenyerezo, amakipe akomeye akoresha DETR Transformer Detection iringaniza neza hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na labels bihoraho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.

AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mugihe kimwe, uburenganzira bwishusho no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.

Ingaruka z'Ingamba

AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.

AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.

Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.

Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Ejo hazaza ha DETR Guhindura

DETR yatangije umuryango wose wo guhindura ibintu. Ibihinduka nka DETR, DeB-DETR, DN-DETR, na DINO byihutishije imyitozo kandi binonosora ukuri, hamwe nuburyo bwa DINO bugera hejuru yibipimo byerekana. Ikibazo gishingiye kubibazo, impera-iherezo-paradigima ubu igera kubice, gukurikirana, no gutahura 3D, hamwe na disikuru zifungura-amagambo zubaka kuri yo. Tegereza gukomeza guhuza gutahura, gutandukanya, hamwe nururimi rushingiye kububiko bumwe, hamwe na DETR yibukwa nkintambwe yingenzi yakuyeho intoki zakozwe nintoki.

Gushyira mu bikorwa Isi

Gutahura no guterana abanyamaguru n'ibinyabiziga muri datasets yubushakashatsi bwigenga

Imbaraga panoptic segmentation iyo yaguwe kuri pigiseli ya mask yo guhanura

Gukora nkumugongo wububiko bwugurura-amagambo hamwe nubutaka

Gushakisha ibintu mumashusho acururizwamo utabanje guhuza ingano ya ankeri kuri dataset

Uburyo bwo Gushyira mu bikorwa

Kumenyekanisha DETR Guhindura mubikorwa

Gutahura no guterana abanyamaguru n'ibinyabiziga muri datasets yubushakashatsi bwigenga.

Gutahura no guterana abanyamaguru hamwe nibinyabiziga mumibare yubushakashatsi bwigenga-bwikipi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Kumenyekanisha DETR Guhindura mubikorwa

Imbaraga panoptic segmentation iyo yaguwe kuri pigiseli ya mask yo guhanura.

Guha imbaraga panoptic segmentation iyo yongerewe kuri pigiseli ya maskike yo guhanura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.

Kumenyekanisha DETR Guhindura mubikorwa

Gukora nkumugongo wububiko bwugurura-amagambo hamwe nubutaka.

Gukora nkumugongo wububiko bwugurura-amagambo-hamwe na disiketi zipima Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Kumenyekanisha DETR Guhindura mubikorwa

Gushakisha ibintu mumashusho acururizwamo utabanje guhuza ingano ya ankeri kuri dataset.

Kubona ibintu mumashusho acururizwamo utabanje guhuza ingano ya ankeri kuri dataset Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

Ingaruka & Kurinda

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Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.

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Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.

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Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.

Igishushanyo mbonera

1

Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.

Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

2

Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.

Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

3

Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.

Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

4

Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.

Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

Komeza Ubushakashatsi