Ultralytics Uyasebenza

I-Ultralytics iyisethi yamathuluzi namamodeli okuqhakambisa ukuthuthukiswa kombono wekhompyutha, egxile ekuphathweni kwedatha, ekuqeqeshweni kwamamodeli nasekusetshenzisweni kwawo ezinkundleni eziningi. Insiza yayo eyinhloko uchungechunge lwamamodeli e-YOLO, oluhambisana nenkundla yokuqeqesha ebonakalayo i-Ultralytics HUB.

Le nkundla ilungele abathuthukisi, abacwaningi namaqembu ezinkampani abafuna ukusebenzisa amamodeli ombono asevele ekhona, baqale ukuqeqesha ngokushesha noma bahlanganise amamodeli ezinhlelweni zangempela.

Le nkundla ihlinzeka ngamamodeli asukela ku-YOLOv5 kuya ku-YOLO11, angasetshenziselwa imisebenzi efana nokutholwa kwezinto, ukuhlukaniswa kwezithombe, ukuhlukaniswa kwezingxenye zesithombe nokulinganiswa kokuma.

Nge-Ultralytics HUB, abasebenzisi bangalayisha idatha futhi baqeqeshe amamodeli ngendlela ebonakalayo, banciphise ukuncika kukhodi yokuqeqesha. Ngemva kokuqeda ukuqeqesha, imodeli ingakhishwa ibe amafomethi afana ne-ONNX, TensorFlow ne-CoreML ukuze isetshenziswe kumafoni e-iOS, e-Android noma kumadivayisi ekhompuyutha asemaphethelweni enethiwekhi.

Abathuthukisi bangayisebenzisa ukwengeza amandla ombono wekhompyutha, afana nokutholwa kwezinto, ezinhlelweni, ezinhlelweni zokuphepha noma emigqeni yokukhiqiza, futhi bangasebenzisa amamodeli akhona njengesisekelo sokuqeqesha nokuqinisekisa.

Abacwaningi bangasebenzisa amamodeli ochungechunge lwe-YOLO njengesisekelo sezivivinyo, ucwaningo lwama-algorithm, ukuqhathanisa amamodeli nokuqinisekisa izixazululo. Amaqembu ezinkampani wona angayisebenzisa ekuthuthukiseni ama-prototype emisebenzi yombono nasekulungiseleleni ukusetshenziswa kwayo kamuva.

I-Ultralytics ihlanganisa izinqubo eziyinhloko kusukela ekuqeqeshweni kuya ekukhishweni kwemodeli, kodwa ukuthi imodeli izozanelisa yini izidingo zangempela kuncike ohlotsheni lomsebenzi, kudatha yokuqeqesha nakudivayisi okuqondwe kuyo. Ukuqeqesha okubonakalayo kwehlisa umgoqo wokusebenzisa ikhodi, kodwa akusho ukuthi umsebenzi wokulungisa idatha, ukusetha amapharamitha nokuhlola imiphumela awusadingeki.

Ngemva kokukhipha imodeli, kufanele kuhlolwe ukuhambisana kwefomethi nendawo yokusebenza yefoni noma yedivayisi esemaphethelweni enethiwekhi, bese kuqinisekiswa ngokusetshenziswa kwangempela ukunemba kokubonwa nokusebenza kwayo lapho isetshenziswa.