I-YOLO26 kukhishwa lokusha kakhulu emndenini wemamodeli ekubona kwemakhompyutha ngesikhatsi sangempela lakhiwe yi-Ultralytics — imodeli levulekile lebona tintfo ngekhatsi kwesitfombe noma kwemsakato wevidiyo ngesikhatsi letivela ngaso. Tintfo letintsatfu ngayo tibalulekile kumnikati webhizinisi ngaphambi kwekutsi tibaluleke kumtfutfukisi: nyalo ikhicita umphumela wayo wekugcina ngco, ngaphandle kwesinyatselo sekucubungula ngemuva lebesivame kwehlisa kufakwa futsi sikwente kube matima; iyimodeli yinye lehlanganisa imisebenti lesikhombisa yekubona esikhundleni setinhlelo letisikhombisa letehlukene; futsi isebenta ngekushesha lokufika ku-43% ku-CPU lejwayelekile kunekukhishwa lokwendlulile ngesayizi lencane kakhulu. Ngekwemukhuba loku kusho kutsi ikhamera lesevele ifakiwe esitolo sakho, efektri noma ekamelweni lekukhombisa ingaba ngumtfombo wedatha yekusebenta lesebenta kudivayisi lencane lesendzaweni — ngaphandle kwemaseva labitako, futsi ngaphandle kwekutsi ividiyo iphume endzaweni yakho.

Yini lokushintjile ngempela kulokukhishwa?

Emamodeli langaphambilini abedvweba emashumi emabhokisi lacokwako atungeleta yonkhe intfo, bese asebentisa sinyatselo sekuhlanta lesibitwa ngekuthi non-maximum suppression kuze kukhetfwe libhokisi lelincono bese kulahlwa lasele. Lesinyatselo besiphila ngaphandle kwemodeli, loko lokusho kutsi kube nemasethingi lengetiwe, kucubungula lokungetiwe kanye nalenye intfo lengaphuka nakufakwa kuma-hardware lehlukene. I-YOLO26 ikhipha umphumela wekugcina ngco ensizeni yekubona, ngemkhawulo wetintfo letingemakhulu lamatsatfu esitfombeni ngasinye, ngako-ke kuyixhuma eluhlelweni lwekusebenta kumelula, kushesha, futsi akuvamile kakhulu kutsi iziphatse ngendlela lehlukile ekukhicitweni kunaleyo leyatiphatsa ngayo ekuhloleni.

Imibhalo lesemtsetfweni iphindze ichaze inhloko yekubona lelula leshiya i-DFL loss, indlela levuselelwe yekucecesha leyakhelwe esisebentini sekwentela ncono lesixubile lesibitwa ngekuthi yi-MuSGD lesebolekwe ekuceceshweni kwemamodeli lamakhulu elulwimi, kanye nekushintja lokuhloselwe ngalokucacile tintfo letincane. Tintfo letincane tiyo ngempela letibalulekile emisebentini yangempela: ilebuli ebhokisini lelisekugcineni kwemgwaco, noma sici lesingangeluphawu esikhicitweni lesihamba emgceni.

Imisebenti lesikhombisa yekubona kumodeli yinye

Incenye lebalulekile ngekwekuhweba akusiko kunemba kwako — kutsi umndeni lofanako uhlanganisa imisebenti lesikhombisa ngemasisindvo lalungile kanye neluhlelo lwekusebenta lunye. Loko kunciphisa linani letinhlelo lototsenga, uwagcine futsi ucecesha licembu lakho ngato:

  • Kubona: kutsi intfo ikuphi nekutsi iyini. Sisekelo sekubala, kulandzelela nekwexwayisa.
  • Kwehlukanisa ngamunye: imaski lenembile entfweni ngayinye esikhundleni selibhokisi, lewusito ekulinganiseni tindzawo netici.
  • Kwehlukanisa ngencazelo: kuhlela yonkhe iphikseli, njengekwehlukanisa umgwaco endzaweni yekugcina.
  • Kulinganisa kujula: kwahlulela libanga kusuka ekhamereni yinye ngaphandle kwesitfwebuli se-laser lesengetiwe.
  • Kuhlela: ingabe lesimo siyahambisana yini nemitsetfo noma cha.
  • Kulinganisa simo semtimba: kulandzelela emaphoyinti lamcoka emtimba, lokusetjentiswa kakhulu ekuphepheni nasekuhlatiyeni kunyakata.
  • Kubona lokuchiphile: emabhokisi latsambekile etintfo letingahambisani nema-eksisi, njengemaphalethi netitfombe letitsatfwe emoyeni.

Imibhalo lesemtsetfweni ibika kutfutfuka kunekukhishwa lokwendlulile ngalokufika ku-3.7 wemaphoyinti ekhwalithini yemaski ekwehlukaniseni, kufika ku-7.2 wemaphoyinti ekulinganiseni simo semtimba, kanye nemaphoyinti langu-3.4 ekuboneni lokuchiphile kulihlolo le-DOTA. Emanani abalulekile, kodvwa lokubaluleke kakhulu kutsi avela kumodeli yinye kunekutsi avele kumaphrojekthi lamatsatfu lehlukene.

Emanani lancuma kutsi utsenga ma-hardware lanjani

Umndeni ufika ngemasayizi lasihlanu, ngalinye linekuhwebelana lokucacile emkhatsini wekunemba, kushesha netindleko. Emanani lashicilelwe kulihlolo le-COCO asuka ku-40.9 kuya ku-57.5 ekunembeni, futsi asuka ku-1.7 kuya ku-11.8 wema-millisecond ekhadini le-T4:

  • Sayizi lencane kakhulu: inemapharamitha letigidzi letingu-2.4 kuphela, isebenta ku-CPU lejwayelekile ngaphandle kwekhadi lemifanekiso. Kukhetsa lokunengcondvo kwekhamera yinye egatjeni noma esitolo lesincane.
  • Emasayizi laphakatsi: kulingana lokuhle kwemakhamera lamanyenti kudivayisi yinye lesendzaweni.
  • Sayizi lenkhulu kakhulu: inemapharamitha letigidzi letingu-55.7, etimeni lapho kunemba kubaluleke kakhulu kunetindleko, njengekuhlola ikhwalithi ngemininingwane lemincane.

Umtsetfo wekusebenta: cala ngesayizi lencane kakhulu lesombulula inkinga yakho. Emaphrojekthi lamanyenti ekubona kwemakhompyutha langaphumeleli ngekwekuhweba akahluleki ngobe imodeli beyibutsakatsaka kakhulu — ahluleka ngobe umuntfu wakhetsa imodeli lenkhulu kakhulu bese utfola kutsi kuyisebentisa emakhamereni lamashumi lamabili kubita kakhulu kunekonga lekukhicitako.

Lapho loku kukusita khona ngempela

  • Ematitolo: kubala emaphalethi nemabhokisi ekwemukeleni nasekutfumeleni, nekubamba umehluko emkhatsini waloko lokuhambe ngempela naloko luhlelo lolukubhalile.
  • Emafektri: kuhlola ngemehlo emgceni lokumisa liqoqo nakuvela iphethini yesici lesiphindzaphindzwako, esikhundleni sekusitfola sesikhasimende.
  • Kudayisa nemakamelo ekukhombisa: kulinganisa kunyakata ngekhatsi egatjeni, tindzawo letimiwa kuto, nemashalofu laphele ngaphandle kwekutsi kubekhona lobonako.
  • Kuphepha: kucinisekisa timphahla tekutivikela etindzaweni letinengoti nekwexwayisa masinyane uma umuntfu angena endzaweni lengavunyelwe.
  • Emagceke nemaloli: kubhala kungena nekuphuma kwemaloli nekukuxhumanisa ne-oda yekulayisha ngalokutenteka.
  • Kwakha ngenkontileka: kubhala ngemifanekiso inchubekela phambili yesayithi nekuyibophela esicelweni sekukhokhelwa esikhundleni sekutsembela embikweni lobhalwe ngesandla.

Lokufanako kuto tonkhe leti kutsi kute nalesinye sato lesidzinga bunhlakanipho lobentiwe lobujwayelekile noma imodeli lenkhulu yelulwimi. Tidzinga umbuto munye lochaziwe — mangakhi emabhokisi laphume ngalomnyango lamuhla — kanye neluhlelo lolowuphendulako ngaphandle kwekungenela kwemuntfu.

Kubona ngencazelo esikhundleni seluhlu lolungaguculeki

Lokukhishwa kuphindze kunike emandla luhlobo lwesilulumagama lesivulekile lolubitwa ngekuthi yi-YOLOE-26 lolubona tigaba lolungazange lucecesheliswe tona, lolucondziswa yincazelo lebhaliwe noma sibonelo lesibonakalako. Loko kusombulula inkinga yakadzeni: sonkhe sigaba lesisha besisho lomunye umjikeleto wekucecesha. Endzaweni lapho imikhicito ishintja njalo, njengasekudayiseni, lesici sisho kuphila lokude lokuwusito ngaphambi kwekutsi luhlelo ludzinge kwakhiwa kabusha.

Lilayisensi ngaphambi kwekhodi

Leliphuzu libulala emaphrojekthi lamaphelele ngemuva kwekutsi aphotfulwe. Emasisindvo nekhodi ye-YOLO26 kuyatfolakala ngaphansi kwe-AGPL-3.0 noma ngelayisensi yekuhweba levela ku-Ultralytics. I-AGPL ibeka tibopho kunobe ngubani lowakha umkhicito lonikwa labanye ngenetiwekhi, futsi ingafuna kwabelana ngekhodi yakho yemtfombo. Uma kusetjentiswa kwangekhatsi kuphela emisebentini yakho, simo simelula; uma wakha umkhicito lowutsengisela emakhasimende, lungisa ludzaba lwelayisensi nemeluleki wetemtsetfo ngaphambi kwemugca wekucala wekhodi, hhayi ngemuva kwekuniketa.

Emakhamera neMtsetfo Wekuvikela Imininingwane Yemuntfu (PDPL)

Nobe nguyiphi ikhamera lethwebula bantfu ikhicita imininingwane yemuntfu, futsi Umtsetfo Wekuvikela Imininingwane Yemuntfu (PDPL) waseSaudi Arabia kanye nemtsetfo wawo wekuwusebentisa lovela eLigunyeni LaseSaudi Lemininingwane Nebunhlakanipho Lobentiwe (SDAIA) kuyasebenta kuyo. Ngekwemukhuba loko kusho kudalula nekubeka timemetelo etindzaweni lekuthwetjulwa kuto, inhloso lecacile nalenemkhawulo yekucubungula, nekunciphisa loko lokugcinwako. Tindzaba letimnandzi kutsi kusebenta kahle kwe-YOLO26 ku-CPU letijwayelekile kwenta kucubungula endzaweni kwenteke ngempela: ividiyo ayikaze iphume endzaweni, futsi loko lokugcinwako linani lelivelako, hhayi sitfombe. Lowo mklamo wehlisa ingoti yakho yetemtsetfo netindleko takho ngesikhatsi sinye.

Ungacala kanjani ngekhatsi kwemaviki lasitfupha

Ungacali ngephrojekthi yekubona kwemakhompyutha lehlanganisa sakhiwo sonkhe. Khetsa ikhamera yinye nemubuto munye lolinganisekako, cokelela idatha esayithini yakho kunekuyitsatsa ku-inthanethi, cecesha ngesayizi lencane, bese ulinganisa umphumela uwucatsanisa nekubala ngesandla emavikini lamabili. Uma kuhlola kwekucala kufakazela kutsi luhlelo longa emahora noma luvimbela kulahlekelwa lokunenzuzo lecacile, lwandzise ikhamera yinye ngesikhatsi. Uma kungenjalo, usebentise emaviki lasitfupha esikhundleni sebhajethi yemnyaka wonkhe.

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