Incamake
Imiyoboro ya Pyramide (FPN) reka reka disikete ibone ibintu mubunini butandukanye muburyo bwubaka 'pyramide' nini yibiranga bihendutse. Ninimpamvu za detektori zigezweho zisanga abanyamaguru ntoya na kamyo nini iri hafi mumashusho amwe.
Imiyoboro ya Pyramide ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Ibintu mumashusho bigaragara kumunzani myinshi, kandi ikarita imwe yikarita irwanira gukemura byose. Kera ishaje yubatswe amashusho piramide muguhindura ifoto inshuro nyinshi no gukoresha umuyoboro kuri buri kopi, yatinze. FPN, yatangijwe na Lin n'abandi. muri 2017, ahubwo yongera gukoresha piramide karemano isanzwe imbere murusobe rwemeza. Umugongo nka ResNet utanga amakarita aranga ibintu bigenda biba bito kandi bisobanutse cyane murusobe. FPN yongeyeho inzira-hejuru yinzira: irerekana ibintu byimbitse, bisobanutse bikungahaye kandi ikabihuza ikoresheje guhuza impande zombi hamwe n’ibintu bito, bikemurwa cyane. Igisubizo ni urutonde rwikarita yibiranga byose birakomeye mubisobanuro nyamara bigakomeza neza neza ahantu hatandukanye, bitezimbere kuburyo bugaragara ibintu bito bitagaragara hafi yikiguzi cyinyongera.
Ubushishozi
FPN ifite inzira-epfo-ruguru (umugongo) n'inzira-hejuru-inzira. Urwego rwo hejuru-hasi urwego rwazamuwe na 2x (hafi-umuturanyi) kandi wongeyeho element-ubwenge kuri 1x1-ihujwe na karita yerekana ikarita ihuza imiterere. Kwemeza 3x3 noneho koroshya ikarita yahujwe kugirango igabanye aliasing. Ibi bitanga urwego P2-P5 hamwe numuyoboro uhamye (akenshi 256), buriwese ashinzwe kumenya ibintu byurwego runaka.
Kumenyekanisha ibiranga imiyoboro ya piramide
Imiyoboro ya Pyramide (FPN) reka reka detector ibone ibintu mubunini butandukanye muburyo bwubaka 'pyramide' nini yibiranga bihendutse. Ninimpamvu za detektori zigezweho zisanga abanyamaguru ntoya na kamyo nini iri hafi yishusho imwe. Imiyoboro ya Pyramide Ihuza ni iyerekanwa rya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa kubisesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata imiyoboro ya Pyramide nkurugero rwimikorere, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha imiyoboro ya Pyramid iringaniza neza nukuri kubikorwa nkubwiza bwamakuru, itandukaniro ryumucyo, hamwe na label ihamye. 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
Gutahura abanyamaguru bato, ba kure hamwe nibinyabiziga binini byegeranye icyarimwe mumodoka yo kwiyitirira imodoka
Gutanga urugero rwicyiciro muri Mask R-CNN, aho FPN igaburira ibintu byinshi murwego rwakarere hamwe nabayobozi ba mask
Kubona ibibyimba bito hamwe ningingo nini mumiyoboro yo kuvura amashusho
Gushakisha ibintu bitandukanye mubunini bwa satelite n'amashusho yo mu kirere, kuva mubwato buto kugeza ku nyubako nini
Uburyo bwo Gushyira mu bikorwa
Ibiranga imiyoboro ya Pyramide mubikorwa
Gutahura abanyamaguru bato, ba kure hamwe nibinyabiziga binini byegeranye icyarimwe mumodoka yo kwiyitirira imodoka.
Kumenya abanyamaguru bato, ba kure hamwe nibinyabiziga binini byegeranye icyarimwe icyarimwe mumodoka yo kwiyitirira ubwikorezi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ibiranga imiyoboro ya Pyramide mubikorwa
Gutanga urugero rwicyiciro muri Mask R-CNN, aho FPN igaburira ibintu byinshi murwego rwakarere hamwe nabayobozi ba mask.
Gutanga urugero rwicyiciro muri Mask R-CNN, aho FPN igaburira ibintu byinshi mubyifuzo byakarere ndetse nabayobozi ba mask Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ibiranga imiyoboro ya Pyramide mubikorwa
Kugaragaza ibibyimba bito hamwe ningingo nini mumiyoboro yo kuvura amashusho.
Kugaragaza ibibyimba bito hamwe ningingo nini mu miyoboro y’ubuvuzi bwerekana amashusho Amakipe akunze kubona umusaruro mwiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byanduye, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byigihe.
Ibiranga imiyoboro ya Pyramide mubikorwa
Gushakisha ibintu bifite ubunini butandukanye mubyogajuru n'amashusho yo mu kirere, kuva ubwato buto kugeza ku nyubako nini.
Gushakisha ibintu bifite ubunini butandukanye mubukorikori hamwe n’amashusho yo mu kirere, kuva mu bwato buto kugeza ku nyubako nini Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana 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.