Kwenzekeni
Abacwaningi bethule i-YOLOEZ, isixhumi esibonakalayo somsebenzisi esinomthombo ovulekile esiklanyelwe ukusiza abasebenzisi bakhe futhi basebenzise amasistimu okubona ekhompuyutha asekelwe ku-YOLO ukuze bathole amaphutha esakhiwo. Leli phepha lithi leli thuluzi lihlanganisa ukulebula kwedatha, ukuqeqeshwa okuyimodeli kanye nencazelo esibonakalayo esisodwa, ngenhloso yokunciphisa ubuchwepheshe bokuhlela obuvame ukudingeka ekuqaphelweni kwezempilo okuqhutshwa yi-AI.
Iphepha, elithunyelwe ku-arXiv ngo-Agasti 25, 2026, lethula i-YOLOEZ njengethuluzi elibonisa ukuphela ukuya ekupheleni lokuqapha kwezempilo kwesakhiwo. Umsebenzi wayo ohlosiwe uwukubona okuzenzakalelayo kokubonakala kwamaphutha njengokuqhekeka nokonakala. Ababhali bafaka leli thuluzi njengempendulo kugebe phakathi kwamakhono ombono wesimanje wekhompyutha kanye nobuchwepheshe obudingekayo ukuze kusetshenziswe lawo makhono ekugelezeni komsebenzi wobunjiniyela. Bahlonza ukulebula kwedatha, ukuqeqeshwa okuyimodeli nokuthunyelwa njengezinyathelo zobuchwepheshe ezivame ukudinga ulwazi lokuhlela. I-YOLOEZ ihloselwe ukuhlanganisa lezo zinyathelo kusixhumi esibonakalayo esisodwa ukuze umsebenzisi akwazi ukusuka ezithombeni zokuhlola aye kumtshina oqeqeshiwe bese eqonda ngaphandle kokubhala ikhodi.
Iphepha libeka i-YOLOEZ ekuqhubekeleni phambili okude kobuchwepheshe bokuhlola. Izindlela zangaphambilini zokubona ikhompuyutha ezisekelwe embundwini, ukutholwa konqenqema nezici ezenziwe ngesandla zaziklanyelwe ukuhlonza okuzenzakalelayo, kodwa ababhali bathi lezo zindlela zazizwela kakhulu emsindweni, izinguquko ezimweni zesithombe kanye nokukhubazeka okuvela ezikalini eziningi. Umthombo uthi izindlela zokufunda kamuva ngomshini, ezihlanganisa amanethiwekhi e-convolutional neural kanye nezinhlelo ze-YOLO, zithuthukise ukunemba kokutholwa kanye nokuhlaziywa kwesikhathi sangempela. Ngakho-ke umnikelo wephepha awuwona umklamo omusha wenhloso ejwayelekile ochazwe ku-abstract. Ukugeleza komsebenzi nesendlalelo sesofthiwe okuhloswe ngaso ukwenza ikilasi elikhona lezindlela zokuthola i-AI kube lula ukulisebenzisa kuzilungiselelo zokuhlola kwesakhiwo.
Ngokusho kwababhali, i-YOLOEZ yahlolwa ngokumelene nesofthiwe ekhona kanye nezindlela zakudala zokucubungula izithombe. I-abstract ibika ukuthi isebenze kahle kakhulu ngezindlela ezivamile kuwo wonke amamethrikhi amaningi okuthola futhi yehlisa izithiyo zokutholwa uma iqhathaniswa namanye amathuluzi esimanje okubona ngekhompyutha. Lezi izimangalo ezenziwe iphepha, hhayi okutholwe ngokuzimela emthonjeni ohlinzekiwe. Leli phepha linamakhasi ayi-11 ubude, liqukethe izibalo eziyisikhombisa futhi lamukelwe engqungqutheleni ye-ASME SMASIS 2026, ngokusho kwerekhodi le-arXiv. Umthombo awukhombi isethi yedatha yokuhlola, uhlu lwamamethrikhi noma unikeze imiphumela yezinombolo kokokusebenza okunikezwa lapha, ngakho isikali nokubaluleka okungokoqobo kwenzuzo yokusebenza okubikiwe kuhlala kungacacile.
Imininingwane yomthombo: arxiv.org ↗
Kungani kubalulekile
Lesi siphakamiso sibhekana nesithiyo esisebenzayo sokusebenzisa i-AI ekuhloleni ingqalasizinda: izinhlangano zingase zibe nezithombe nezidingo zokuhlola kodwa zintula ochwepheshe abangalungisa idatha, baqeqeshe imodeli yokuthola futhi bayisebenzise. Uma izimangalo zababhali zibambe iqhaza ekuhlolweni okubanzi, ukugeleza komsebenzi okungekho ikhodi okuphindaphindekayo kungenza ukuhlola okusiza umshini kufinyeleleke kalula kumathimba onjiniyela nawokulungisa kuyilapho kugcinwa indima yokubuyekezwa komuntu.
Ukuhlolwa kwesakhiwo kuhlobene nokugcinwa okusekelwe esimweni, ukuhlola umjikelezo wempilo kanye nokuthatha izinqumo ezibikezelayo, ngokusho kwephepha. Kulowo mongo, isistimu ekwazi ukuhlonza imifantu noma ukonakala okungenzeka ingasiza ukuhlela umsebenzi wokuhlola futhi ihlabe umkhosi izithombe ukuze zibhekwe eduze. Inani elingaba khona emphakathini akukhona ukuthi umtshina ozenzakalelayo ungangena esikhundleni sonjiniyela; umthombo awusho lokho. Kunalokho, inzuzo engaba khona iwukusiza amaqembu ukuthi acubungule idatha ebonakalayo kakhudlwana futhi aqondise ukunaka okulinganiselwe kochwepheshe ezindaweni ezingase zidinge ukuhlolwa.
Idizayini ye-no-code iyisiphakamiso esisebenzayo sephepha. Ukwakha umtshina onenkinga ngokuvamile kuhilela ukuqoqa nokulebula izibonelo, ukukhetha nokumisa imodeli, ukuyiqeqesha, ukuhlola imiphumela yayo kanye nokuhlanganisa okucatshangelwayo ekuhambeni komsebenzi. Isinyathelo ngasinye singaba isithiyo ezinhlanganweni ezingenabo abasebenzi abafunda ngomshini. Ngokubeka leyo misebenzi kusixhumi esibonakalayo esisodwa sesithombe, i-YOLOEZ ingenza ukuhlola nokuthunyelwa kwendawo kwenzeke kakhudlwana emaqenjini onjiniyela aqonda inkinga yokuhlola kodwa angagxili ekuthuthukisweni kwesofthiwe. Incazelo yomthombo ovulekile iphinda iphakamise ukuthi abasebenzisi bangakwazi ukuhlola noma ukulungisa ukuhamba komsebenzi, nakuba umthombo ungacacisi ilayisense yawo, amasistimu okusebenza asekelwe noma amalungiselelo okulungisa.
Ukufinyeleleka kungase futhi kudale ubungozi uma kwenziwa iphutha njengokwethembeka. I-interface elula ingenza kube lula ukuqeqesha imodeli, kodwa ayiqinisekisi ukuthi izithombe zokuqeqesha zimelela izakhiwo, osayizi abakhubazekile, izimo zezulu noma ama-engeli ekhamera okuhlangatshezwane nawo ekusebenzeni. Okubi okungamanga kungashiya ukukhubazeka kungahlatshwe umkhosi, kuyilapho amanga angadla isikhathi sokuhlola esiyivelakancane. Ukuqhathanisa okubikiwe kwephepha nezindlela zakudala kuyasiza njengomphumela wokuqala, kodwa akusunguli ukuphepha noma ukulungela ukulawula. Umthombo onikeziwe awunabufakazi bokusetshenziswa kwenkambu, ukuphindaphinda okuzimele, ukuhlolwa kokwamukelwa kochwepheshe, ukulinganiswa kwamaphuzu okuthenjwa noma ukuhlaziya ukuthi amaphutha emodeli azithinta kanjani izinqumo zokunakekela. Leyo mikhawulo ibalulekile ngoba izinqumo zengqalasizinda zingathwala imiphumela engaphezu kwesikolo sokunemba sesihlukanisi sesithombe.
I-Interactive Mechanism: Indlela Esebenza Ngayo Ngempela
Hlola ubuchwepheshe obuyisisekelo ngemuva kwalokhu kuthuthukiswa ngokuhlanganyela.
crm_get_transaction(id='4092').Which component of an AI application is the machine-learning model itself?
Ongakubuka ngokulandelayo
Umthombo uchaza i-YOLOEZ njengomthombo ovulekile futhi uthi isofthiwe ehlobene iyatholakala, kodwa ayinikezi isixhumanisi sesofthiwe, imiphumela enemininingwane yebhentshimakhi noma ubufakazi obuvela ekusetshenzisweni kokusebenza ku-abstract. Imibuzo ebalulekile ihlanganisa ukuthi yiziphi izakhiwo nezinhlobo zokukhubazeka ezihloliwe, ukuthi isistimu isebenza kanjani ngaphansi kokushintsha ukukhanya nemibono, ingakanani idatha yokuqeqeshwa edingekayo, nokuthi ingabe abangezona izinhlelo bangayisebenzisa ngokuthembekile yini ngaphandle kokwehlisa amazinga okuhlola.
Inkinga yokuqala okufanele ibukwe ubufakazi obusekela izimangalo zokusebenza. I-abstract ithi i-YOLOEZ isebenze kahle kakhulu kunezindlela ezivamile zokucubungula izithombe kuwo wonke amamethrikhi amaningi okutholayo, kodwa ayisho ukuthi ukuqhathanisa kusebenzise idathasethi yomphakathi, izithombe eziqoqwe ngasese, izibonelo zokwenziwa noma ingxube. Abafundi bazodinga imininingwane egcwele yokuhlola ukuze bahlole inombolo yezakhiwo, ukusatshalaliswa kwezinhlobo zokukhubazeka, ukuhlukaniswa kokuhlolwa kwesitimela nokuthi ingabe izithombe ezisuka esakhiweni esifanayo zivele kukho kokubili ukuqeqeshwa nokuhlola. Leyo mininingwane inquma ukuthi ingabe imiphumela ebikiwe ikala ukujwayela noma ngokuyinhloko ukusebenza ezimeni ezijwayelekile zokubonwa.
Umbuzo olandelayo ngothi ingabe ukugeleza komsebenzi we-no-code kusebenza kubasebenzisi abahlosiwe. Umthombo uthi ithuluzi lehlisa izithiyo zokutholwa, kodwa i-abstract ayibiki isifundo sokusebenziseka, izikhathi zokuqeda umsebenzi, izimfuneko zokuqeqeshwa noma amanani amaphutha kubantu abangenalo ulwazi lokuhlela. Futhi ayichazi ukuthi abasebenzisi bakhetha kanjani izinqubomgomo zokulebula, balungise izilungiselelo zemodeli, bahlole ukutholwa okungamanga noma bakhiqize kabusha isilingo sangaphambilini. Ukugeleza komsebenzi okuwusizo ngempela kungadinga okungaphezu kwesixhumi esibonakalayo esinesithombe: kuzodinga izilawuli ezicacile, izilungiselelo ezilandelekayo kanye nezivikelo ekukhiqizeni buthule umtshina ongathembekile.
Izimo zokusatshalaliswa zizobaluleka ngokukhethekile. Isithombe sesakhiwo singahluka ngenxa yomsindo, ukukhanya, umbono kanye nesilinganiso sokukhubazeka—izici ezifanayo iphepha elizihlonza njengezinselele zezindlela zangaphambili. Ukubika okwengeziwe kufanele kubonise ukuthi i-YOLOEZ ikusingatha kanjani lokho kuhlukahluka nokuthi ingabe ukusebenza kuyashintsha kukho konke ukhonkolo, insimbi noma ezinye izinto zokwakha. Umthombo futhi ukhomba ukusetshenziswa okungase kube khona ekunakekeleni okubikezelwayo, amawele edijithali namasistimu esakhiwo ahlakaniphile, kodwa awunikezi imiphumela yokusebenzisa noma imininingwane yokuhlanganisa yalezo zilungiselelo. Kuze kube yilapho ubufakazi obunjalo butholakala, i-YOLOEZ iqondwa kangcono njengomnikelo othembisayo womthombo ovulekile wocwaningo kanye nokuhamba komsebenzi kunobufakazi bokuthi ukuhlolwa kwe-AI okungenayo ikhodi kulungele izinqumo zengqalasizinda ezingagadiwe.