Incamake
Kwiyemeza kwagutse (nanone bita atrous convolutions) shyiramo icyuho hagati yuburemere bwa filteri kuburyo intangiriro itwikiriye ahantu hanini cyane utongeyeho ibipimo. Bareka imiyoboro ibona imiterere yagutse, ingenzi kubice n'amajwi, mugihe ikomeza gukemura neza.
Kwiyongera hamwe na Atrous Convolutions ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Intangiriro isanzwe yimikorere ikora kuri pigiseli yegeranye. Imyanzuro yagutse ikwirakwiza uburemere bumwe bwikigero gitandukanijwe nigipimo cyo kwaguka, gusimbuka pigiseli hagati, bityo intangiriro ya 3x3 hamwe niyaguka 2 ikwirakwiza akarere 5x5 mugihe ikomeje gukoresha uburemere 9 gusa. Ibi byagura umurima wakira neza mugihe ushizemo ibice hamwe nibiciro byiyongera, ukareka umuyoboro ugahuza imiterere nini nini utabanje guhuriza hamwe cyangwa gutambuka byagabanya ikarita yimiterere. Ijambo atrous riva mu gifaransa ipantaro, bisobanura hamwe nu mwobo. Ibi ni iby'igiciro cyinshi mubikorwa byo guhanura nkibice bisobanutse, aho ukeneye byombi birebire hamwe na pigiseli-bisohoka neza, no muri WaveNet kugirango ugaragaze amajwi maremare ashingiye.
Ubushishozi
Gutondekanya imyanzuro yagutse hamwe nibiciro 1, 2, 4, 8 bikura umurima wakira nkimbaraga zibiri mugihe ibipimo bibarwa bigumaho. Atrous Spatial Pyramid Pooling (ASPP) muri DeepLab ikoresha ibipimo byinshi byo kwaguka kuburinganire kandi ikabihuza, ifata ibintu kumunzani myinshi mumurongo umwe. Igipimo kimwe gishobora gutera ibihangano, bityo ibiciro byatoranijwe neza kugirango bikomeze.
Kumenya Kwagura no Kwiyemeza
Kwiyemeza kwagutse (nanone bita atrous convolutions) shyiramo icyuho hagati yuburemere bwa filteri kuburyo intangiriro itwikiriye ahantu hanini cyane utongeyeho ibipimo. Bareka imiyoboro ibona imiterere yagutse, ingenzi kubice n'amajwi, mugihe ikomeza gukemura neza. Kwiyongera hamwe na Atrous Convolutions ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata ibyemezo byahinduwe na Atrous nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Dilated na Atrous Convolutions atezimbere ubwubatsi, 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
DeepLab ikoresha ibyemezo bya atrous hamwe na ASPP muburyo bugezweho bwa semantique igice cyerekana amashusho
WaveNet itondekanya impanvu zitera kubyara amajwi nukuri
Igice cyo kuvura amashusho, nkibibyimba cyangwa imbibi zingingo, aho imiterere yagutse wongeyeho ibisobanuro byiza byombi
Igihe-nyacyo cyerekana kugereranya-kwiyitaho-ikenera imirima minini yakira idatakaje imyanzuro
Uburyo bwo Gushyira mu bikorwa
Impinduka zagutse na Atrous Imyitozo
DeepLab ikoresha ibyemezo bya atrous hamwe na ASPP muburyo bugezweho bwa semantique igice cyerekana amashusho.
DeepLab ikoresha ibyemezo bya atrous hamwe na ASPP muburyo bugezweho bwo gutandukanya ibyiciro byo mumihanda Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Impinduka zagutse na Atrous Imyitozo
WaveNet itondekanya impanvu zitera kubyara amajwi nukuri.
WaveNet itondekanya impanvu zagutse kugirango zitange amajwi n'amajwi bifatika Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Impinduka zagutse na Atrous Imyitozo
Igice cyo kuvura amashusho, nkibibyimba cyangwa imbibi zingingo, aho imiterere yagutse wongeyeho ibisobanuro byiza byombi.
Igice cyo gushushanya amashusho yubuvuzi, nkibibyimba cyangwa imbibi zingingo, aho imiterere yagutse hongeweho ibisobanuro birambuye byombi Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Impinduka zagutse na Atrous Imyitozo
Igihe-nyacyo cyerekana kugereranya-kwiyitaho-ikenera imirima minini yakira idatakaje imyanzuro.
Ibihe nyabyo bigereranya imyumvire yo gutwara ibinyabiziga ikenera imirima minini yakira idatakaje imyanzuro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.