Dubawa
Juyin juyayi (wanda kuma ake kira arous convolutions) yana sanya gibi tsakanin ma'aunin tacewa don haka kwaya ta rufe wuri mafi girma ba tare da ƙara sigogi ba. Suna barin cibiyoyin sadarwa su ga faffadan mahallin, mahimmanci don rarrabuwa da sauti, yayin da suke kiyaye ƙuduri.
Dilated and Atrous Convolutions wani shingen gini ne na fasaha wanda ke shafar ingancin ƙira, tsadar ababen more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
Kwayar jujjuyawar al'ada ta al'ada tana taɓa pixels kusa. Juyin juzu'i yana yada ma'aunin kernel iri ɗaya ta hanyar dilation rate, yana tsallake pixels a tsakani, don haka kernel 3x3 tare da dilation 2 yana ɗaukar yanki 5x5 yayin da yake amfani da ma'aunin nauyi 9 kawai. Wannan yana faɗaɗa filin karɓuwa sosai lokacin da kuka tara yadudduka tare da haɓaka ƙima, barin cibiyar sadarwar ta tattara babban mahallin mahallin ba tare da haɗawa ko taswira wanda zai rage taswirar fasalin ba. Kalmar atrous ta fito ne daga Faransanci wando, ma'ana tare da ramuka. Wannan yana da kima a cikin ɗimbin tsinkaya kamar rarrabuwar kawuna, inda kuke buƙatar duka faɗin gani da ingantaccen fitarwa na pixel, kuma a cikin WaveNet don yin ƙirar dogayen dogaro da sauti.
Fahimtar Fasaha
Tsara faɗuwar juzu'i tare da ƙimar 1, 2, 4, 8 yana haɓaka filin karɓa azaman ƙarfin biyu yayin da ƙidayar sigina ke tsayawa. Atrous Spatial Pyramid Pooling (ASPP) a cikin DeepLab yana gudanar da ƙimar dilation da yawa a layi daya kuma yana haɗa su, yana ɗaukar abubuwa a ma'auni masu yawa a cikin fasfo ɗaya. Ƙididdigar ƙima guda ɗaya na iya haifar da gridding kayan tarihi, don haka ana zaɓe ƙima a hankali don ci gaba da ɗaukar nauyi.
Jagorar Dillated and Atrous Convolutions
Juyin juyayi (wanda kuma ake kira arous convolutions) yana sanya gibi tsakanin ma'aunin tacewa don haka kwaya ta rufe wuri mafi girma ba tare da ƙara sigogi ba. Suna barin cibiyoyin sadarwa su ga faffadan mahallin, mahimmanci don rarrabuwa da sauti, yayin da suke kiyaye ƙuduri. Dilated and Atrous Convolutions wani shingen gini ne na fasaha wanda ke shafar ingancin ƙira, tsadar ababen more rayuwa, latency, da aminci a sikeli. Don gina zurfin fahimta, bi Dilated and Atrous Convolutions azaman samfurin aiki, ba sifa 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 Dilated and Atrous Convolutions suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa akan 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
DeepLab yana amfani da juzu'i mai ban tsoro da ASPP don rarrabuwar kawuna na zamani na al'amuran tituna.
WaveNet ta tattara ɗimbin rikice-rikicen dalilai don samar da ingantaccen sauti da magana
Bangaren hoton likitanci, kamar ƙari ko iyakokin gabobin jiki, inda faɗin mahallin da cikakkun bayanai duka al'amura
Fasali na ainihin lokacin don tsinkayen tuƙi wanda ke buƙatar manyan filayen karɓa ba tare da rasa ƙuduri ba
Hanyoyin Aiwatarwa
Dilated and Atrous Convolutions a aikace
DeepLab yana amfani da rikice-rikice masu ban tsoro da ASPP don rarrabuwar kawuna na zamani na al'amuran titina.
DeepLab yana amfani da rikice-rikice masu ban tsoro da ASPP don rarrabuwar kawuna na zamani na al'amuran tituna 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.
Dilated and Atrous Convolutions a aikace
WaveNet ta tattara ɗimbin rikice-rikicen dalilai don samar da ingantaccen sauti da magana.
WaveNet ta tattara ɗimbin rikice-rikicen dalilai don samar da ingantaccen sauti da magana Kungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Dilated and Atrous Convolutions a aikace
Bangaren hoton likitanci, kamar ƙari ko iyakokin gabobin jiki, inda faɗin mahallin da cikakkun bayanai duka al'amura.
Rarraba hoton likitanci, kamar ƙari ko iyakokin gabobin jiki, inda faɗin mahallin da cikakkun bayanai duka Ƙungiyoyin yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Dilated and Atrous Convolutions a aikace
Fasali na ainihin lokacin don tsinkayen tuƙi wanda ke buƙatar manyan filayen karɓa ba tare da rasa ƙuduri ba.
Fahimtar yanayin lokaci na ainihi don tsinkayen tuƙi wanda ke buƙatar manyan filayen karɓa ba tare da rasa ƙuduri ba Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure a kan 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.