Incamake
Impinduka zifatika reka urusobe rw'imitsi rugoreka icyitegererezo cyarwo kugirango rukurikize imiterere nyayo yibintu aho kuyihatira kunyura mu idirishya rikomeye. Ibi bituma moderi nziza cyane mugukemura imiterere idasanzwe, impinduka zingana, no kugoreka geometrike.
Impinduka zifatika ni iya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Icyitegererezo gisanzwe cyerekana pigiseli kuri offsets yagenwe - umurongo wa 3x3 utunganijwe neza kuri buri mwanya. Ibyo bikora neza kumiterere ariko biragoye mugihe ibintu bigoramye, birambuye, cyangwa bidasanzwe. Imyanzuro ihindagurika, yatangijwe na Dai na bagenzi be kuri Microsoft Ubushakashatsi muri 2017, ongeraho agace gato wize kuri buri ngingo yatanzwe. Umuyoboro ureba ibyinjira kandi uhanura ihinduka rya 2D kuri buri cyerekezo cya gride, bityo umurima wakira ushobora guhobera guhobera impande zigoramye cyangwa gukurikira urugingo rucuramye. Guhindura RoI guhuza ikoresha igitekerezo kimwe kubiranga akarere. Verisiyo ya 2 (2018) yongeweho kuri buri ngingo yuburemere bwo guhindura, kureka igabanuka rikagabanuka cyangwa ryongerera buri cyitegererezo, cyakajije umurego mubintu-byerekana neza ibipimo nka COCO.
Ubushishozi
Offsets ikorwa nigice cyongeweho cyemeza ikora muburyo bubangikanye, isohora 2N indangagaciro ya N-point ya kernel (dx imwe, dy imwe kumurongo). Kuberako offsets zahanuwe zigabanyijemo ibice, icyitegererezo cya pigiseli yagereranijwe hamwe na bilinear interpolation, ituma ibikorwa byose bitandukana. Offsets yize iherezo-iherezo binyuze mubisanzwe gusubira inyuma - nta kugenzura gutandukanye kubwira umuyoboro aho ugomba kureba. Igiciro cyiyongereye ni gito kuko ishami rya offset ryoroheje ugereranije namakarita nyamukuru aranga.
Kumenya imyanzuro ihindagurika
Impinduka zifatika reka urusobe rw'imitsi rugoreka icyitegererezo cyarwo kugirango rukurikize imiterere nyayo yibintu aho kuyihatira kunyura mu idirishya rikomeye. Ibi bituma moderi nziza cyane mugukemura imiterere idasanzwe, impinduka zingana, no kugoreka geometrike. Impinduka zifatika ni iya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Impinduka zifatika nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Deformable Convolutions aringaniza ukuri hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na labels bihoraho. 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.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mugihe kimwe, uburenganzira bwishusho no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse. 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
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya. 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
Kumenyekanisha ibintu kuri COCO, aho ibice byahinduwe byongera ubunyangamugayo kubintu birebire cyangwa bizunguruka nka gari ya moshi na giraffi
Igice cya semantike cyerekana ibibarabara, bifasha moderi gukurikirana inzira zigoramye hamwe nu nyubako zidasanzwe
Guhindura DETR kugirango imenyekane kugeza iherezo, ukoresheje offsets yize kugirango transformateur yitondere neza
Kwerekana amashusho yubuvuzi, aho ibibyimba ningingo bifite imiterere idakomeye imiyoboro ihamye ifata nabi
Uburyo bwo Gushyira mu bikorwa
Impinduka zifatika mubikorwa
Kumenyekanisha ibintu kuri COCO, aho ibice byahinduwe byongera ukuri kubintu birebire cyangwa bizunguruka nka gari ya moshi na giraffi.
Kumenyekanisha ibintu kuri COCO, aho ibice byahinduwe byongera ubunyangamugayo kubintu birebire cyangwa bizunguruka nka gari ya moshi na giraffe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Impinduka zifatika mubikorwa
Igice cya semantike cyerekana ibibarabara, bifasha moderi gukurikirana inzira zigoramye hamwe nu nyubako zidasanzwe.
Gutandukanya ibice byerekana umuhanda, bifasha abanyamideli gukurikirana inzira zigoramye hamwe nu nyubako zidasanzwe zubatswe Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Impinduka zifatika mubikorwa
Guhindura DETR kugirango imenyekane kugeza iherezo, ukoresheje offsets yize kugirango transformateur yitondere neza.
DETR ihindagurika kugirango imenyekane kugeza ku ndunduro, ukoresheje offsets yize kugirango transformateur yitondere neza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Impinduka zifatika mubikorwa
Kwerekana amashusho yubuvuzi, aho ibibyimba ningingo bifite imiterere idakomeye imiyoboro ihamye ifata nabi.
Kwerekana amashusho yubuvuzi, aho ibibyimba ningingo bifite imiterere idakomeye imiyoboro ihamye ifata nabi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.
Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.
Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.
Igishushanyo mbonera
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.