Dubawa
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.
Ganewar Canji na DETR na cikin ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da kerawa.
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.
Jagorar Ganewar Canjin DETR
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. Ganewar Canji na DETR na cikin ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da kerawa. Don gina zurfin fahimta, bi da DETR Transformer Detection a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi suna amfani da daidaiton daidaiton Gane Mai Canjawa DETR tare da haƙiƙanin aiki kamar ingancin bayanai, bambancin haske, da daidaiton lakabi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin. A lokaci guda, Haƙƙin Hoto da yarda na iya zama haɗari na shari'a idan ba a fayyace ba. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin.
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu.
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa.
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
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
Hanyoyin Aiwatarwa
DETR Ganewar Canji a aikace
Gano da dambe masu tafiya a ƙasa da ababen hawa a cikin bayanan binciken tuƙi mai cin gashin kai.
Ganowa da dambe masu tafiya a ƙasa da ababen hawa a cikin bayanan bincike na tuƙi mai cin gashin kai Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
DETR Ganewar Canji a aikace
Ƙaddamar da ɓangarori na panoptic lokacin da aka tsawanta zuwa hasashen mashin kowane-pixel.
Ƙarfafa ɓangarorin panoptic lokacin da aka tsawaita zuwa tsinkayar abin rufe fuska kowane-pixel Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da farashi na kuskure akan lokaci.
DETR Ganewar Canji a aikace
Yin hidima azaman gine-ginen ƙashin baya don buɗe ƙamus da na'urori masu gano ƙasa.
Yin hidima a matsayin gine-ginen kashin baya don buɗe ƙamus da masu gano ƙasa Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
DETR Ganewar Canji a aikace
Gano abubuwa a cikin hotunan shiryayye ba tare da daidaita girman anka kowane saitin bayanai ba.
Gano abubuwa a cikin hotunan kantin sayar da kayayyaki ba tare da daidaita girman anka ta kowane saitin bayanai Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da farashi na kuskure akan lokaci.
Hatsari & Tsare-tsare
Haƙƙoƙin hoto da yarda na iya zama haɗari na shari'a 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.
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.