AI mu gusuzuma indwara
AI mu gusuzuma indwara y’ibihingwa igaragaza indwara ziterwa n’amafoto y’ibabi, ifasha abahinzi gukora mbere yuko icyorezo gikwirakwira.
Incamake
It matters because diseases destroy an estimated 20-40% of global crop yields each year.
Kwibira cyane
Kwipimisha indwara yibihingwa ikoresha icyerekezo cya mudasobwa kugirango ishyire ubuzima bwikimera kumashusho yamababi, ibiti, cyangwa imbuto. Umuhinzi afotora ifoto hamwe na terefone, hamwe numuyoboro uhuza imitsi - ukunze gutozwa kuri datasets nka PlantVillage ufite ibihumbi icumi byanditseho amababi arwaye kandi afite ubuzima bwiza - ahanura indwara (urugero, inyanya yatinze kurwara, ingese y'ingano, cyangwa mozayike y'imyumbati). Kurenga porogaramu za terefone, drone hamwe na kamera zishyirwaho na traktor hamwe na sensor ya multispectral na hyperspectral bifata imihangayiko itagaragara mumaso yumuntu, kubera ko ibimera birwaye byerekana urumuri ruri hafi ya infragre mbere yuko ibimenyetso bigaragara. Ibipimo byibimera nka NDVI bigereranya ibi. Intego ni kare, kuvura kwaho: gutera uturere twibasiwe gusa bizigama amafaranga kandi bigabanya ikoreshwa ryica udukoko. Inzitizi ikomeye-nyayo kwisi ni uko moderi yatojwe na laboratoire akenshi isitara kumafoto yumurima urimo akajagari hamwe n'amatara atandukanye, amateka, hamwe nibimenyetso bifatika.
Ubushishozi
Sisitemu nyinshi zikoresha CNN cyangwa icyerekezo cyo guhindura amashusho mugushira mumashusho, kenshi hamwe no kwimura kwimuka - guhera kumurongo wateganijwe kuri ImageNet, hanyuma ugahuza neza kumashusho yindwara yibimera kuburyo ikorana namakuru make yanditseho. Kubaskuti bo mu kirere, kamera zinyuranye zifata imirongo ya infragre; Ibipimo nka NDVI (Ubusanzwe Itandukaniro Ry’ibimera) Ibendera ryashimangiye uturere. Igice gikomeye ni uguhindura indangarugero: icyitegererezo cyahuguwe kumababi ya laboratoire gisukuye kigomba kuba rusange muburyo bwimiterere yumurima, bityo rero kongera amakuru hamwe namakuru yakusanyirijwe hamwe ni ngombwa.
Ingaruka z'Ingamba
Build choices
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo.
Itsinda hamwe nakazi
Guhuza ibikorwa byiza bikora umusaruro wunguka abakoresha bashobora kwizera.
Risk and safety
Gukoresha neza ibibazo bigabanya umunaniro wimpinduka hamwe ningaruka zo gushyira mubikorwa.
Kazoza ka AI mugupima indwara
Gusuzuma ni uguhuza n'ibikorwa: drone hamwe na sprayers yubwenge bizamenya kandi bivure indwara murwego rumwe, bakoreshe imiti gusa aho bikenewe. Witegereze ku bikoresho bigezweho kugirango porogaramu ikore kumurongo mugice gito cyicyaro cyicyaro, hamwe na AI ya multimodal ihuza amashusho nikirere, ubutaka, hamwe namakuru ya satelite kugirango hamenyekane icyorezo mbere yuko ibimenyetso bigaragara. Abajyanama ba AI bazatanga abahinzi uburyo bwo kuvura ururimi rworoshye mu ndimi zaho, kandi imiyoboro yo kuburira hakiri kare izakurikirana udukoko twangiza nudukoko twangiza nka posita ingano ku mipaka.
Gushyira mu bikorwa Isi
Porogaramu za terefone zigendanwa nka Plantix reka abahinzi bafotora ikibabi bakabona indwara zihita wongeyeho inama zo kuvura.
Indege zitagira abadereva zifite kamera nyinshi zibara ikarita ya NDVI kugirango ibendera ibendera irwaye cyangwa ihangayitse mu murima mbere yuko ibimenyetso bigaragara mu jisho.
Dataset ya PlantVillage ihugura CNNs zerekana indwara nka tomato yatinze kurwara hamwe nibirayi hakiri kare kumashusho yamababi.
Abashakashatsi bohereje AI mu rwego rwo gukurikirana imyumbati y’imyumbati n’ingano muri Afurika no muri Aziya, baburira abahinzi gukora hakiri kare.
Ingaruka & Kurinda
Gutangiza inzira yamenetse birashobora kongera ibibazo bihari.
Amakipe arashobora gukora cyane kandi agakuraho ibitekerezo byabantu bikenewe.
Ubwiza burashobora gutemba niba ibisubizo bidahwema gusuzumwa.
Igishushanyo mbonera
Shushanya ibikorwa byubu hanyuma umenye intambwe-yo guterana hejuru.
Sobanura aho abantu bagenzura mbere yo kwikora byuzuye.
Hugura abakoresha kubisobanuro, inzira zo kuzamuka, hamwe nubuziranenge.
Kurikirana ibisubizo-urwego rwibisubizo kugirango wemeze agaciro karambye.
Komeza Ubushakashatsi
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the AI in Crop Disease Diagnosis quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Ubuyobozi bukurikira
AI mu bihingwa bitanga umusaruro
Ibibazo bikunze kubazwa
What is AI in Crop Disease Diagnosis?
AI mu gusuzuma indwara y’ibihingwa igaragaza indwara ziterwa n’amafoto y’ibabi, ifasha abahinzi gukora mbere yuko icyorezo gikwirakwira. Ntacyo bivuze kuko indwara zangiza 20-40% byumusaruro wibihingwa ku isi buri mwaka.
Nubuhe buryo bwa AI bukunze kugaragara mugupima indwara yibihingwa ku ifoto yamababi?
CNNs (hamwe na transformateur iyerekwa) itondekanya indwara wiga amashusho uhereye kumashusho menshi yanditseho amababi.
Ni ukubera iki ibyuma bifata amajwi menshi kandi hafi ya-infragre bifasha kumenya indwara?
Guhangayikishwa n’ibimera bihinduka hafi-ya-infragre igaragara hakiri kare, bityo ibyo byuma bishobora gufata indwara mbere yijisho ryumuntu.
Igipimo cya NDVI gipima iki?
NDVI.
Niki 'domaine shift,' inzitizi nyamukuru kuburwayi bwibihingwa?
Abanyamideli bahuguwe kumashusho ya laboratoire asukuye akenshi barwana namafoto yumurima afite amatara atandukanye, amateka, nibimenyetso byuzuye.
Kuki kwiga kwimura bikoreshwa mugupima indwara zibihingwa?
Kwimura imyigire yongera gukoresha ibintu kuva muburyo bunini bwateganijwe, kugabanya umubare wanditseho ibihingwa bikenewe.