Overview
Lumiere imhando yezvinyorwa-kune-vhidhiyo kubva Google Tsvagiridzo inogadzira vhidhiyo yeklipu kamwechete uchishandisa Space-Time U-Net. Izvo zvine basa nekuti inobata kuenderana kwechinguva padanho rekuvaka, ichigadzira yakapfava, inowirirana kufamba kupfuura mapaipi anosona makiyi makiyi pamwe chete.
Lumiere Space-Nguva Vhidhiyo Generation ndeyekombuta-yekuona workflows inodudzira kana kugadzira midhiya yekuona yekuongorora, mashandiro, uye kugadzira.
Deep Dive
Yakaunzwa mukutanga kwa2024, Lumiere inodenha akajairika 'makiyi mafiremu wozozadza mukati' dhizaini inoshandiswa nemajenareta mazhinji evhidhiyo. Iwo mafambisirwo enzira anotanga agadzira mashoma makiyi makiyi uye obva apindira, izvo zvinogona kugadzira jerky kana kusawirirana kufamba nekuti hapana network imwe chete inomboona yakazara nguva. Lumiere pachinzvimbo inogadzira iyo nguva yenguva yeklipu mune imwe pass ine yayo Space-Nguva U-Net (STUNet). Iyo network inodzika samples munzvimbo uye nguva, kugadzirisa compact inomiririra yevhidhiyo yese pamwe chete kuitira kuti kufamba kuenderane pasi rose. Iyi dhizaini zvakare inogonesa huwandu hwemabasa ekugadzirisa senge mufananidzo-kune-vhidhiyo, kupenda, stylized chizvarwa, uye 'cinemagraphs' inongo raramisa dunhu rakasarudzwa rechirimo.
Technical Insight
Pfungwa huru ndeye Space-Nguva U-Net. Mufananidzo wakajairwa U-Net downsamples uye upsamples muhupamhi uye kureba; STUNet inowedzera iyo axis yenguva, kudzikisa sampuli munzvimbo uye nguva pamwe chete. Nekudzvanya chiyero chenguva, network inogona kubata yakazara clip mundangariro uye kushandisa zvese convolutions uye kutarisisa pamafuremu ese panguva imwe chete. Nekuti inogadzira yega furemu mune imwechete yakabatana pass pane kupindirana pakati pe sparse keyframes, mhedzisiro inokonzeresa inowirirana pasi rose.
Mastering Lumiere Space-Nguva Vhidhiyo Generation
Lumiere imhando yezvinyorwa-kune-vhidhiyo kubva Google Tsvagiridzo inogadzira vhidhiyo yeklipu kamwechete uchishandisa Space-Time U-Net. Izvo zvine basa nekuti inobata kuenderana kwechinguva padanho rekuvaka, ichigadzira yakapfava, inowirirana kufamba kupfuura mapaipi anosona makiyi makiyi pamwe chete. Lumiere Space-Nguva Vhidhiyo Generation ndeyekombuta-yekuona workflows inodudzira kana kugadzira midhiya yekuona yekuongorora, mashandiro, uye kugadzira. Kuvaka kunzwisisa kwakadzama, tora Lumiere Space-Nguva Vhidhiyo Generation semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Lumiere Space-Nguva Vhidhiyo Generation chiyero chechokwadi nemashandiro anoita semhando yedata, kusiyana kwemwenje, uye kuenderana kwemazita. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Visual AI inogona kuita otomatiki yekuongorora, yekuona, uye yekumaka mabasa pachiyero. Panguva imwecheteyo, kodzero dzeMufananidzo uye kubvumirwa kunogona kuve njodzi dzepamutemo kana hunhu husina kujeka. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Visual AI inogona kuita otomatiki yekuongorora, yekuona, uye yekumaka mabasa pachiyero.
Visual AI inogona kuita otomatiki yekuongorora, yekuona, uye yekumaka mabasa pachiyero. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zvekugadzira zvinogona prototype pfungwa nekukurumidza nekudzokororwa kwemaoko mashoma.
Zvikwata zvekugadzira zvinogona prototype pfungwa nekukurumidza nekudzokororwa kwemaoko mashoma. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Mashandisirwo anogona kushandisa masaini emifananidzo nemavhidhiyo ayo aimbove akaoma kugadzirisa.
Mashandisirwo anogona kushandisa masaini emifananidzo nemavhidhiyo ayo aimbove akaoma kugadzirisa. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Kusandura mutsara wemashoko zvakananga kuita chidimbu chemukati chemasekondi mashoma
Kugadzira mabhaisikopo anovhenekera mvura chete kana bvudzi mune imwe foto ichiri
Kuisa chitarisiko chakashongedzwa, senge papercraft kana watercolor, nguva dzose pavhidhiyo yakagadzirwa
Vhidhiyo inpendi yekuisa kana kubvisa chinhu chinofamba uchichengeta kufamba kusina musono
Maitiro Ekuita
Lumiere Space-Nguva Vhidhiyo Generation mukuita
Kusandura mutsara wemashoko zvakananga kuita chidimbu chemukati chemasekondi mashoma.
Kushandura mameseji ekukurumidza kuita yakabatana mashoma-sekondi inofamba clip Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Lumiere Space-Nguva Vhidhiyo Generation mukuita
Kugadzira mabhaisikopo anovhenekera mvura chete kana bvudzi mune imwe foto ichiri.
Kugadzira mabhaisikopo anovhenekera mvura chete kana bvudzi mune imwe nzira ichiri foto Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Lumiere Space-Nguva Vhidhiyo Generation mukuita
Kuisa chitarisiko chakashongedzwa, senge papercraft kana watercolor, nguva dzose pavhidhiyo yakagadzirwa.
Kushandisa chitarisiko chakashongedzwa, senge papercraft kana watercolor, nguva dzose pane inogadzirwa vhidhiyo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Lumiere Space-Nguva Vhidhiyo Generation mukuita
Vhidhiyo inpendi yekuisa kana kubvisa chinhu chinofamba uchichengeta kufamba kusina musono.
Vhidhiyo inpendi yekuisa kana kubvisa chinhu chinofamba uchichengeta inofamba isina musono Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Kodzero dzemifananidzo uye kubvumirwa kunogona kuve njodzi dzepamutemo kana provenance isina kujeka.
Kuita kwemuenzaniso kunogona kusiyanisa kupenya, huwandu hwevanhu, uye nharaunda.
Manyepo enhema anogona kusacherechedzwa kunze kwekunge zvikumbaridzo zvekuvimba zvikatariswa.
Implementation Roadmap
Tsanangura maitiro ekugamuchirwa echokwadi, kurangarira, uye mutengo wekukanganisa.
Tsanangura maitiro ekugamuchirwa echokwadi, kurangarira, uye mutengo wekukanganisa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Edzai nedata rinoenderana nemamiriro chaiwo ekugadzira.
Edzai nedata rinoenderana nemamiriro chaiwo ekugadzira. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Wedzera ongororo yemunhu kune yakaderera-kusavimbika kana yakakwirira-inokanganisa kufanotaura.
Wedzera ongororo yemunhu kune yakaderera-kusavimbika kana yakakwirira-inokanganisa kufanotaura. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tevera modhi kudonha uye simbisa mushure mekuchinja kwekamera kana dataset.
Tevera modhi kudonha uye simbisa mushure mekuchinja kwekamera kana dataset. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.