DETR Ganewar Canji
DETR (Detection TRAnsformer) yana sake fasalin gano abu azaman matsalar saiti-tsari kai tsaye wanda aka warware tare da na'ura mai canzawa, cire matakan da aka ƙera da hannu kamar akwatunan anga da ƙarancin maƙarƙashiya.
Dubawa
It matters because it gave detection a clean, end-to-end pipeline that inspired a wave of transformer-based vision models.
Zurfafa nutsewa
Facebook AI ne ya gabatar da shi a cikin 2020, DETR yana haɗa kashin baya na CNN tare da mai canza maɓalli. CNN ta fitar da siffofi na hoto; mai rikodin ya haɗu da mahallin duniya a duk faɗin hoton; kuma mai ƙaddamarwa yana ɗaukar ƙayyadaddun saiti na koyo 'abu' queries' kuma ya juya kowannensu zuwa ko dai wani abu da aka gano (aji da kuma bounding box) ko sakamakon 'babu abu'. Mabuɗin sabon abu shine daidaitawa biyu: yayin horo algorithm na Hungary yana samun aiki ɗaya zuwa ɗaya tsakanin tsinkaya da abubuwan gaskiya na ƙasa, don haka ƙirar ta koyi fitar da akwati na musamman akan kowane abu kai tsaye. Wannan yana kawar da ƙarancin dannewa da daidaitawar anga. Kasuwancin cinikin sun kasance jinkirin haɗuwa da ƙarancin ƙarancin abu mai rauni, waɗanda ke biyo baya kamar Deformable DETR magance.
Fahimtar Fasaha
Hanyar ma'anar DETR ita ce asarar da aka saita tare da daidaitawar Hungarian. Maimakon ya zira kwallaye dubunnan akwatunan anga, yana fitar da takamaiman adadin tsinkaya (sau da yawa tambayoyin abu 100) kuma yana daidaita su daya-da-daya zuwa abubuwa na gaskiya, yana hukunta duka rarrabuwa da kurakuran akwatin akan nau'ikan da suka dace da kuma tura tambayoyin da ba su dace ba zuwa 'babu abu'. Domin daidaitawa ɗaya-zuwa ɗaya, ana danne abubuwan gano kwafi ta ƙira maimakon ta wani mataki na daban na bayan aiwatarwa.
Dabarun Tasiri
Gudu da sikelin
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin.
Gina zaɓuɓɓuka
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu.
Ƙungiya da aikin aiki
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa.
Makomar DETR Transformer Detection
DETR ta ƙaddamar da dukan dangin na'urorin gano na'urorin ganowa. Bambance-bambancen kamar Deformable DETR, DAB-DETR, DN-DETR, da DINO sun haɓaka horo sosai da ingantattun daidaito, tare da nau'ikan nau'ikan nau'ikan DINO sun kai saman ma'auni na ganowa. Tushen tambaya, tsarin ƙarshe-zuwa-ƙarshen yanzu ya ƙara zuwa rarrabuwa, bin diddigin, da ganowa na 3D, da masu gano ƙamus suna ginawa akansa. Yi tsammanin ci gaba da haɗuwar ganowa, rarrabuwa, da ƙaddamar da harshe zuwa haɗin gwiwar gine-ginen taswira, tare da tunawa da DETR a matsayin muhimmin matakin da ya cire kayan aikin hannu.
Aiwatar da Gaskiyar Duniya
Gano da dambe masu tafiya a ƙasa da ababen hawa a cikin bayanan binciken tuƙi mai cin gashin kai
Ƙaddamar da ɓangarori na panoptic lokacin da aka tsawanta zuwa hasashen mashin kowane-pixel
Yin hidima azaman gine-ginen ƙashin baya don buɗe ƙamus da na'urori masu gano ƙasa
Gano abubuwa a cikin hotunan shiryayye ba tare da daidaita girman anka kowane saitin bayanai ba
Hatsari & Tsare-tsare
Haƙƙoƙin hoto da yarda na iya zama haxarin doka idan ba a fayyace ba.
Ayyukan samfuri na iya bambanta a ko'ina cikin haske, ƙididdiga, da mahalli.
Ƙarya tabbataccen ƙila ba za a iya lura da shi ba sai dai idan an kula da ƙofofin amincewa.
Taswirar Hanya
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Ci gaba da Bincike
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Jagora na gaba
Maida Mai Canjawa SwinIR
Tambayoyin da ake yawan yi
What is DETR Transformer Detection?
DETR (Detection TRAnsformer) yana sake fasalin gano abu azaman matsalar saiti-tsari kai tsaye wanda aka warware tare da na'ura mai canzawa, cire matakan da aka ƙera da hannu kamar akwatunan anga da ƙarancin maƙarƙashiya. Yana da mahimmanci saboda ya ba da gano bututu mai tsabta, ƙarshen-zuwa-ƙarshe wanda ya zaburar da motsin ƙirar hangen nesa na tushen canji.
Menene DETR ke cirewa idan aka kwatanta da na'urorin gano na gargajiya kamar Faster R-CNN?
DETR ƙarshen-zuwa-ƙarshe ne kuma yana tsinkayar saitin kwalaye kai tsaye, yana kawar da anka da matakin da ba mafi girman murkushewa bayan aiwatarwa ba.
Wanne algorithm DETR ke amfani da shi don daidaita tsinkaya zuwa abubuwan gaskiya yayin horo?
DETR yana amfani da algorithm na Hungarian don samar da aiki ɗaya zuwa ɗaya tsakanin tsinkaya da abubuwan gaskiya na ƙasa don saita asarar sa.
Menene tambayoyin 'abu' na DETR?
Tambayoyin abubuwa ƙayyadaddun adadin abubuwan da aka koya ne; dikodi yana jujjuya kowanne zuwa hasashen abu ko sakamakon 'babu abu'.
Wane tsarin gine-gine na DETR ya haɗu?
DETR nau'i-nau'i-nau'i-nau'i ne na kashin baya juyi don fasali tare da maɓalli mai canza canji don saita tsinkaya.
Me yasa DETR baya buƙatar ƙarancin ƙarancin ƙima?
Haɓakawa ɗaya-ɗaya tana koya wa ƙirar don fitar da tsinkaya guda ɗaya akan kowane abu, don haka kwafin-cire bayan aiwatarwa ba lallai ba ne.