DETR Guhindura
DETR.
Incamake
It matters because it gave detection a clean, end-to-end pipeline that inspired a wave of transformer-based vision models.
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.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.
Build choices
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.
Itsinda hamwe nakazi
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.
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
Ingaruka & Kurinda
Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.
Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.
Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.
Igishushanyo mbonera
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Kugarura SwinIR
Ibibazo bikunze kubazwa
What is DETR Transformer Detection?
DETR. Nibyingenzi kuko byatanze gutahura umuyoboro usukuye, uva kumpera-iherezo ryashishikarije umurongo wa moderi yerekana icyerekezo.
Niki DETR ikuraho ugereranije na detector gakondo nka Byihuta R-CNN?
DETR iherezo-iherezo kandi ihanura urutonde rwibisanduku bitaziguye, ikuraho inanga hamwe nintambwe ntarengwa yo guhagarika nyuma yo gutunganya.
Niyihe algorithm DETR ikoresha kugirango ihuze ibyahanuwe nibintu-byukuri mugihe cy'amahugurwa?
DETR ikoresha algorithm yo muri Hongiriya kugirango ikore umukoro umwe-umwe hagati yo guhanura hamwe nukuri-kubintu bifatika.
Nibihe 'DETR yibibazo'?
Ibibazo byibibazo numubare uhamye wize yize; decoder ihindura buriwese mubintu byahanuwe cyangwa ibisubizo 'ntakintu'.
Ni ubuhe bwubatsi muri rusange DETR ihuza?
DETR ihuza umugongo wemeza ibintu hamwe na transformateur encoder-decoder yo guhanura.
Kuki DETR idakeneye gukandamizwa bitarenze urugero?
Igihombo cyumuntu umwe kuri kimwe cyigisha icyitegererezo cyo gusohora ubuhanuzi bumwe kuri buri kintu, bityo kwigana-gukuraho nyuma yo gutunganya ntabwo ari ngombwa.