Kacdoonnada kala sooci kara ee qotodheer
Isku-dhufashada si qoto-dheer loo kala saari karo waxay keentaa is-rog-rogid caadi ah oo laba tillaabo ka jaban, taasoo dhimaysa tirada isku-dhufashada iyo cabbirrada.
Dulmar
They are the trick that lets neural networks run on phones and edge devices without melting the battery.
quusid qoto dheer
Isku dhafka caadiga ah wuxuu isku daraa macluumaadka meel bannaan iyo kanaalada labadaba hal hawlgal oo cufan, kaas oo qaali ah. Isku soo wada duuboo si qotodheer loo kala saari karo ayaa tan u kala qaybiya laba marxaladood. Marka hore, tillaabada qoto dheer waxay khusaysaa hal shaandheyn yar halkii kanaal wax gelin ah si madax bannaan, iyada oo qabanaysa qaabab bannaan oo kanaal kasta ah laakiin waligiis ma qasin kanaalada. Marka labaad, tillaabada micnaha leh waxay isticmaashaa iskudhafan 1x1 si ay isugu geyso kanaalada pixel kasta, isku dhafka macluumaadka kanaalka adigoon fiirin deriska. Iyada oo la kala saarayo shaandhaynta meelaha bannaan ee isku dhafka kanaalka, wadarta xisaabinta ayaa si aad ah hoos ugu dhacaysa, badiyaa 8 ilaa 9 jeer shaandhada 3x3, iyada oo keliya luminta saxnaanta yar. Farsamayntani waa laf dhabarta MobileNet iyo Xception.
Aragtida Farsamada
Khariidaynta 3x3 kernel M kanaalada wax-soo-saarka N ee ka sarreeya khariidadda sifada, isku-dhafka caadiga ah wuxuu ku kacayaa qiyaastii 9 jeer M jeer N ku-dhufashada goob kasta. Nooca la kala saari karo wuxuu ku kacayaa 9 jeer M qaybta qoto dheer oo lagu daray M times N marka loo eego 1x1. Saamiga wuxuu ku saabsan yahay 1/N + 1/9, sidaas darteed N weyn ee kaydinta waxay la xiriirtaa 1/9 isirka bannaan.
Saamaynta Istiraatijiyadeed
Qiimaha iyo miisaaniyada
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
Go'aamo cad
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
Xakamaynta tayada
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Mustaqbalka Kacdoonnada Kala Go'a ee Qoto dheer
Isku-dhafka qoto-dheer ee la kala saari karo ayaa ah qayb ka mid ah moodooyinka aragga wax-ku-oolka ah waxayna si sii kordheysa uga muuqdaan naqshadaha isku-dhafka ah ee CNN-transformer sida MobileViT iyo ConvNeXt blocks. Sida aaladda AI u korto, dardar-geliyayaasha qalabka ayaa ku daraya taageerada hooyo ee ops qoto dheer. Filo isticmaalka joogtada ah ee aragtida-waqtiga-dhabta ah, dareemayaasha la xidhan karo, iyo goob kasta oo daahida, xusuusta, iyo miisaaniyadaha tamarta ay ku dhagan yihiin, oo inta badan lagu daro xisaabinta iyo raadinta naqshadaha neerfaha.
Dhaqangelinta Adduunka-dhabta ah
MobileNet iyo MobileNetV2 waxay u isticmaalaan inay si toos ah ugu socodsiiyaan kala soocida sawirada taleefannada casriga ah ee leh daahitaanka ugu yar
Qaybinta sawirka-waqtiga-dhabta ah iyo jahawareerka asalka ah ee abka wicitaanka fiidyaha waxay ku tiirsan yihiin laf-dhabar yar oo la kala saari karo
Ogaanshaha walxaha qalabka ee kamaradaha ammaanka iyo diyaaradaha aan duuliyaha lahayn, halkaasoo awoodda iyo xisaabinta ay xaddidan yihiin
Xception waxay ku dabaqdaa miisaan si ay u riixdo saxnaanta ImageNet iyadoo la xakameynayo tirinta cabbirka
Khatarta & Dariiqyada Ilaalada
Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Qorshe Hawleedka Dhaqangelinta
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
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Hagaha xiga
Isbeddellada Deformable
Su'aalaha soo noqnoqda
What is Depthwise Separable Convolutions?
Isku-dhufashada si qoto-dheer loo kala saari karo waxay keentaa is-rog-rogid caadi ah oo laba tillaabo ka jaban, taasoo dhimaysa tirada isku-dhufashada iyo cabbirrada. Waa khiyaamada u saamaxaysa shabakadaha neural-ku inay ku shaqeeyaan taleefannada iyo aaladaha cidhifyada iyaga oo aan dhalaalin batteriga.
Waa maxay labada tillaabo ee kacaanka si qoto dheer u kala go'a u kala qaybiyo convolution-ga?
Talaabada qoto dheer ayaa kanaal kasta si gooni ah u shaandhaysa, tillaabada 1x1 ee micnaha leh waxay markaas isku daraysaa macluumaadka kanaalada.
Talaabada qoto dheer, sidee loo daaweeyaa kanaalada wax gelinta?
Qoto dheer ee isku dhafka ah waxay quseysaa shaandheyn meel gaar ah kanaal kasta oo wax gelin ah iyada oo aan la qasin kanaalada, taas oo ah tan ka dhigaysa mid raqiis ah.
Qiyaastii intee in le'eg ayay 3x3 si qotodheer u kala go'i karaan u dhimi karaa xisaabinta marka la barbar dhigo heerka 3x3 convolution oo leh kanaalo wax soo saar badan?
Marka loo eego 3x3 kernel saamiga kaydku wuxuu ku soo wajahan yahay 1/9 marka tirada kanaalada wax soo saarku ay badan yihiin, taasoo siinaya qiyaastii 8 ilaa 9 jeer hawlo yar.
Waa maxay doorka rog-rogista (1x1) ee nashqadan?
Isku-dhafka 1x1 ee dhinac u leexan wuxuu isku daraa kanaalada pixel kasta, taasoo tillaabada qoto dheer ay si ula kac ah uga fogaatay samaynta.
Qaab dhismeedka caanka ah ee si qoto dheer u faafiyey iskudhafyada kala soocida ee aaladaha mobilada?
MobileNet waxaa lagu dhisay iskudhaf qotodheer oo lakala saari karo si gaar ah si loo suurtageliyo in si hufan loo ogaado taleefannada.