Overview
Stereo kudzika fungidziro inodzoreredza kuti zvinhu zviri kure zvakadii nekuenzanisa kaviri kadiki kamera mawonero, sezvinoita maziso ako maviri. Inoshandura mifananidzo yakati sandara kuita mamepu echinhambwe e3D ayo marobhoti, mota, uye mafoni anovimba nawo kuti anzwisise nzvimbo.
Stereo Depth Estimation ndeyekombuta-yekuona workflows inodudzira kana kugadzira midhiya yekuona yekuongorora, mashandiro, uye kugadzira.
Deep Dive
Stereo kudzika fungidziro inoshandisa makamera maviri echinhambwe chakasiyana (iyo yekutanga). Nzvimbo imwe cheteyo munyika inogara panzvimbo yakati siyanei yakatwasuka mumifananidzo yekuruboshwe nekurudyi, uye shanduko iyoyo inonzi disparity. Zvinhu zviri pedyo zvinochinja zvakanyanya; vari kure vanototadza kufamba. Hudzamu hunoverengerwa se (focal kureba x baseline) / mutsauko, saka hudzamu uye mutsauko zvine hukama. Chikamu chakaoma ndechekufananidza mapixels pakati pemifananidzo miviri, kunyanya pamadziro akajeka, kudzokorora mapatani, kana nzvimbo dzinoratidzira apo mapikisiki mazhinji anotaridzika zvakafanana. Nzira dzechinyakare senge Semi-Global Matching scanlines pamwe ne scanlines, nepo azvino akadzika network akadai sePSMNet uye RAFT-Stereo anodzidza akapfuma maficha uye anonatsiridza mutsauko nguva nenguva, achigadzira gobvu, kudzika kwakaringana kunyangwe munzvimbo dzinonyengera.
Technical Insight
Mapikicha ese ari maviri anotanga kugadziridzwa saka mapoinzi anofananidzira anorara pamutsara wakachinjika mumwe chete, zvichidzikisa kutsvaga kune imwe dimension. Huwandu hwemutengo unovakwa nekuyedza musiyano wega wega wepixel yega yega, kuyera kuti kuruboshwe nekurudyi zvinobvumirana zvakadii. Manetiweki anounganidza vhoriyamu iyi ne3D convolutions kana anodzokororwa zvinodzokororwa, wobva watora yakapfava-argmin pamusoro pekusiyana kuti uwane sub-pixel chaiyo. Hukama hwakasiyana pakati pekusiyana nekudzika hunoreva kudzika-kure kune ruzha pane kudzika kwepedyo.
Mastering Stereo Depth Estimation
Stereo kudzika fungidziro inodzoreredza kuti zvinhu zviri kure zvakadii nekuenzanisa kaviri kadiki kamera mawonero, sezvinoita maziso ako maviri. Inoshandura mifananidzo yakati sandara kuita mamepu echinhambwe e3D ayo marobhoti, mota, uye mafoni anovimba nawo kuti anzwisise nzvimbo. Stereo Depth Estimation ndeyekombuta-yekuona workflows inodudzira kana kugadzira midhiya yekuona yekuongorora, mashandiro, uye kugadzira. Kuvaka kunzwisisa kwakadzama, tora Stereo Depth Estimation semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Stereo Depth Estimation 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
Kuzvityaira uye kunobatsira mutyairi anoshandisa makamera estereo kuona chinhambwe chemota, vanofamba netsoka, uye macurbs ekubhureki nekuchengeta nzira.
Warehouse uye ekurima marobhoti anovaka 3D mepu kuti abate zvinhu, kudzivirira zvipingamupinyi, uye kutora michero pakadzika chaipo.
AR / VR mahedhifoni senge passthrough zvishandiso anofungidzira kamuri geometry saka chaiwo zvinhu zvinogara zvakanaka panzvimbo chaiyo.
Mars rovers (semuenzaniso, Kutsungirira) anoshandisa stereo navigation makamera kuronga nzira dzakachengeteka pamusoro pematombo asina GPS.
Maitiro Ekuita
Stereo Kudzika Estimation mukuita
Kuzvityaira uye kunobatsira mutyairi anoshandisa makamera estereo kuona chinhambwe chemota, vanofamba netsoka, uye macurbs ekubhureki nekuchengeta nzira.
Kuzvityaira uye kunobatsira mutyairi masisitimu anoshandisa makamera estereo kuyera chinhambwe kumotokari, vanofamba netsoka, uye nzira dzemabhureki nekuchengetedza nzira Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Stereo Kudzika Estimation mukuita
Warehouse uye ekurima marobhoti anovaka 3D mepu kuti abate zvinhu, kudzivirira zvipingamupinyi, uye kutora michero pakadzika chaipo.
Warehouse nemarobhoti ekurima anovaka 3D mepu kuti abate zvinhu, kudzivirira zvipingamupinyi, uye kutora michero pakadzika chaiko Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Stereo Kudzika Estimation mukuita
AR / VR mahedhifoni senge passthrough zvishandiso anofungidzira kamuri geometry saka chaiwo zvinhu zvinogara zvakanaka panzvimbo chaiyo.
AR/VR mahedhifoni senge passthrough midziyo inofungidzira kamuri geometry kuitira kuti zvinhu chaizvo zvigare zvakanaka panzvimbo chaiyo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Stereo Kudzika Estimation mukuita
Mars rovers (semuenzaniso, Kutsungirira) anoshandisa stereo navigation makamera kuronga nzira dzakachengeteka pamusoro pematombo asina GPS.
Mars rovers (semuenzaniso, Kutsungirira) anoshandisa stereo navigation makamera kuronga nzira dzakachengeteka pamusoro penzvimbo ine matombo pasina GPS 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.