Dubawa
Zurfafawar juzu'ai masu iya rabuwa suna haifar da daidaitaccen juyi zuwa matakai biyu masu rahusa, yana yanke adadin ninkawa da sigogi. Su ne dabarar da ke ba da damar hanyoyin sadarwa na jijiyoyi suyi aiki akan wayoyi da na'urorin gefen ba tare da narkar da baturi ba.
Juyin Juyin Halitta Mai Zurfi shine shingen gini na fasaha wanda ke shafar ingancin samfuri, farashin kayan more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
Daidaitaccen juzu'i yana haɗa bayanai a cikin sararin samaniya da tashoshi a cikin aiki mai yawa guda ɗaya, mai tsada. Juyin juyayi mai zurfi mai zurfi ya raba wannan zuwa matakai biyu. Na farko, mataki mai zurfi yana aiki da ƙaramin tacewa kowane tashar shigarwa da kanta, yana ɗaukar tsarin sararin samaniya a cikin kowane tashoshi amma ba zai taɓa haɗa tashoshi ba. Na biyu, matakin da ya dace yana amfani da juzu'in 1x1 don haɗa tashoshi a kowane pixel, haɗa bayanan tashar ba tare da kallon maƙwabta ba. Ta hanyar ɓata matattarar sararin samaniya daga haɗawar tashoshi, jimlar ƙididdigewa tana faɗuwa da ƙarfi, sau 8 zuwa 9 don tacewa 3x3, tare da ƙarancin daidaito kaɗan. Wannan factorization shine kashin bayan MobileNet da Xception.
Fahimtar Fasaha
Don taswirar shigarwar kernel 3x3 M zuwa abubuwan N akan taswirar fasali, daidaitaccen juyi yana kashe kusan sau 9 sau M N ninka-ƙara kowane wuri. Sigar keɓancewar ta biya sau 9 M don ɓangaren zurfin hikima da M sau N don madaidaicin 1x1. Matsakaicin shine kusan 1/N + 1/9, don haka ga manyan N tanadin yana kusanci 1/9 na sararin samaniya.
Jagorar Juyin Juyin Halitta Mai Zurfi
Zurfafawar juzu'ai masu iya rabuwa suna haifar da daidaitaccen juyi zuwa matakai biyu masu rahusa, yana yanke adadin ninkawa da sigogi. Su ne dabarar da ke ba da damar hanyoyin sadarwa na jijiyoyi suyi aiki akan wayoyi da na'urorin gefen ba tare da narkar da baturi ba. Juyin Juyin Halitta Mai Zurfi shine shingen gini na fasaha wanda ke shafar ingancin samfuri, farashin kayan more rayuwa, latency, da aminci a sikeli. Don haɓaka fahimta mai zurfi, ɗauki Juyin Rarrabu Mai zurfi a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Ƙarfafa Rarrabuwar Zurfafawa suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa tare da dogaro da farashi. 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.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A lokaci guda, Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin. 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
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. 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.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba. 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.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa. 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
MobileNet da MobileNetV2 suna amfani da su don gudanar da rarrabuwar hoto kai tsaye akan wayoyin hannu tare da ƙarancin jinkiri
Rabe-raben hoto na ainihin lokaci da blur bango a cikin aikace-aikacen kiran bidiyo sun dogara da kasusuwa masu nauyi masu nauyi.
Gano abu akan na'urar a cikin kyamarori masu tsaro da jirage marasa matuki, inda wuta da lissafi ke iyakance
Xception yana amfani da su a sikelin don tura daidaiton ImageNet yayin sarrafa ƙidayar siga
Hanyoyin Aiwatarwa
Juyin Juyin Halitta Mai Zurfi a aikace
MobileNet da MobileNetV2 suna amfani da su don gudanar da rarrabuwar hoto kai tsaye akan wayoyin hannu tare da ƙarancin jinkiri.
MobileNet da MobileNetV2 suna amfani da su don gudanar da rarrabuwar hoto kai tsaye akan wayowin komai da ruwan tare da ƙananan ƙarancin ƙima yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Juyin Juyin Halitta Mai Zurfi a aikace
Rabe-raben hoto na ainihin-lokaci da ɓarkewar bango a cikin aikace-aikacen kiran bidiyo sun dogara da ƙasusuwan baya masu sassauƙa masu nauyi.
Rarraba hoton hoto na ainihi da blur bango a cikin aikace-aikacen kiran bidiyo sun dogara da ƙananan kasusuwa masu rabe-raben baya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni 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.
Juyin Juyin Halitta Mai Zurfi a aikace
Gano abu akan na'urar a cikin kyamarori masu tsaro da jirage marasa matuki, inda wuta da lissafi ke iyakance.
Gano abu akan na'urar a cikin kyamarori na tsaro da drones, inda iko da ƙididdige ke iyakance Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da ƙimar kuskure a kan lokaci.
Juyin Juyin Halitta Mai Zurfi a aikace
Xception yana amfani da su a sikelin don tura daidaiton ImageNet yayin sarrafa ƙidayar siga.
Xception yana amfani da su a sikelin don tura daidaiton ImageNet yayin sarrafa ƙididdigar ƙididdiga ta Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.