Incamake
DenseNet numuyoboro wemeza aho buri cyiciro cyakira ikarita yibiranga ibice byose byabanjirije iyinjiza. Uku guhuza kwinshi gukarishya gahoro gahoro, gushishikariza kongera gukoresha, kandi bigera ku kuri gukomeye hamwe nibintu bike ugereranije n’imiyoboro yimbitse igereranijwe.
DenseNet na Dense Connectivity ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
DenseNet, yatangijwe na Huang, Liu, van der Maaten, na Weinberger muri 2017, ihuza buri cyiciro nizindi nzego muburyo bwo kugaburira imbere. Igice gifite L igiteranyo cyose gifite L (L + 1) / 2 ihuza itaziguye aho kuba bisanzwe L. Byibanze, DenseNet ihuza amakarita yimiterere yinjira aho kuyateranya nkuko ResNet ibikora, bityo buri cyiciro kibona ubumenyi rusange bwibice byose byabanjirije kandi bigatanga umusanzu muto wikarita nshya (umuvuduko witerambere, akenshi k = 12 cyangwa 32). Umuyoboro ugabanyijemo ibice byuzuye bitandukanijwe ninzibacyuho yerekana urugero. Igishushanyo cyoroshya ikibazo cyo kubura-buhoro buhoro, gishimangira gukwirakwiza ibintu, kandi ni byiza cyane: DenseNet-BC yahuye na ResNet neza kuri ImageNet hamwe na kimwe cya gatatu cyibipimo.
Ubushishozi
Igikorwa cyo gusobanura ni umuyoboro-wuzuye, ntabwo ari ibintu byongeweho. Layeri l yakira [x0, x1, ..., x (l-1)] ihujwe hamwe kandi ikoresha imikorere ya BN-ReLU-Conv. Kuberako buri cyiciro kongeramo k gusa ikarita yikarita, kubara umuyoboro bikura kumurongo kandi biguma bito. Bottleneck (1x1 conv) ibice hamwe no kwikuramo inzibacyuho bituma kubara bibarwa, mugihe buri cyiciro kigumana inzira itaziguye igihombo, gitanga ubugenzuzi bwimbitse.
Kumenya DenseNet no Guhuza Byinshi
DenseNet numuyoboro wemeza aho buri cyiciro cyakira ikarita yibiranga ibice byose byabanjirije iyinjiza. Uku guhuza kwinshi gukarishya gahoro gahoro, gushishikariza kongera gukoresha, kandi bigera ku kuri gukomeye hamwe nibintu bike ugereranije n’imiyoboro yimbitse igereranijwe. DenseNet na Dense Connectivity ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata DenseNet na Dense Connectivity nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha DenseNet na Dense Connectivity ahindura imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Imiyoboro yerekana amashusho yubuvuzi (urugero, CheXNet yo gutahura umusonga) yubatse umugongo wa DenseNet-121 kugirango ishyire mu gituza X-imirasire ifite sensibilité nyinshi.
Indwara-yibihingwa hamwe nibihingwa byashyizwe mubikorwa porogaramu zigendanwa zikoresha DenseNets zoroheje kuko zikubita neza hamwe nibintu bike.
Satelite hamwe na kure-yunvikana-itwikiriye-itondekanya ibyiciro byongera gukoresha gutandukanya itandukaniro ryimiterere.
Icyerekezo cyashyizwe mubikoresho bitagabanije gukoresha ibikoresho bya DenseNet-BC kugirango ubone ResNet urwego rwukuri kubiciro byo kubika bike.
Uburyo bwo Gushyira mu bikorwa
DenseNet na Dense ihuza mubikorwa
Imiyoboro yerekana amashusho yubuvuzi (urugero, CheXNet yo gutahura umusonga) yubatse umugongo wa DenseNet-121 kugirango ishyire mu gituza X-imirasire ifite sensibilité nyinshi.
Imiyoboro yerekana amashusho yubuvuzi (urugero, CheXNet yo kumenya umusonga) yubatse umugongo wa DenseNet-121 kugirango ishyire mu gituza X-imirasire hamwe na sensibilité yo hejuru Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
DenseNet na Dense ihuza mubikorwa
Indwara-yibihingwa hamwe nibihingwa byashyizwe mubikorwa porogaramu zigendanwa zikoresha DenseNets zoroheje kuko zikubita neza hamwe nibintu bike.
Indwara-yibihingwa hamwe nibihingwa byashyizwe mubikorwa porogaramu zigendanwa zikoresha DenseNets zoroheje kuko zikubita neza neza hamwe nibipimo bike Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe.
DenseNet na Dense ihuza mubikorwa
Satelite hamwe na kure-yunvikana-itwikiriye-itondekanya ibyiciro byongera gukoresha gutandukanya itandukaniro ryimiterere.
Satelite hamwe na kure-yunvikana-yubutaka-itondekanya ibyiciro byongera gukoresha gutandukanya itandukaniro ryimiterere yamakipe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
DenseNet na Dense ihuza mubikorwa
Icyerekezo cyashyizwe mubikoresho bitagabanije gukoresha ibikoresho bya DenseNet-BC kugirango ubone ResNet urwego rwukuri kubiciro byo kubika bike.
Icyerekezo cyashyizwe mubikoresho bitarimo ububiko bwibikoresho bifashisha DenseNet-BC kugirango ubone urwego rwa ResNet kurwego rwibiciro byo kubika Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.