Overview
Kufungidzira kwemunhu kunoona nzvimbo dzemajoini emuviri, senge magokora, mabvi, nemapendekete, kuvaka skeleton yedhijitari yemunhu kubva pamifananidzo kana vhidhiyo. Inoshandura mapixels akaomeswa kuita data yakarongeka nezve mafambiro anoita vanhu.
Human Pose Estimation ndeyekombuta-kuona mafambiro anodudzira kana kugadzira midhiya yekuona yekuongorora, mashandiro, uye kugadzira.
Deep Dive
Pose estimation inowana seti yemakiyi emuviri (kazhinji 17 kusvika 33 majoini) uye anoabatanidza kuita skeleton. Mazano makuru maviri aripo. Nzira dzepamusoro-pasi dzinotanga kuona munhu mumwe nomumwe ane bhokisi rinosungirirwa, zvino fungidzira majoini mukati maro; dzakarurama asi dzinononoka kana vanhu vakawanda varipo. Pazasi-kumusoro nzira, seOpenPose, tarisa ese makiyi emufananidzo kamwechete uye wobva waaisa muvanhu, izvo zvinoyera zviri nani mumhomho. Mamodheru anogona kuburitsa 2D marongero kana kuasimudza mu3D. Maturusi ane mukurumbira anosanganisira OpenPose, Google's MoveNet neMediaPipe, uye HRNet, inochengetedza maficha epamusoro-soro kuitira kunyatsobatanidzwa kwenzvimbo. Iyo tekinoroji inopa masimba ekusimba maapplication, kufamba kwekutora, uye mitambo analytics.
Technical Insight
Pane kudzoreredza majoini anorongedzerwa zvakananga, mamodheru chaiwo anofanotaura mepu yekupisa pajoini, mepu ingangove ine pixel inopenya inotaridza ingangove nzvimbo yekubatana. Pazasi-kumusoro masisitimu anowedzera Chikamu Affinity Minda, mamepu evector encoding nzira yemakumbo, saka akaonekwa makiyi anogona kubatanidzwa mune skeletons akaringana kunyangwe nevanhu vari pamusoro. High-resolution backbones senge HRNet inochengetedza yakanaka yemamiriro ekunze mukati metiweki yese, ichivandudza kurongeka kwemajoini madiki kana padhuze.
Kugona Kwemunhu Pose Estimation
Kufungidzira kwemunhu kunoona nzvimbo dzemajoini emuviri, senge magokora, mabvi, nemapendekete, kuvaka skeleton yedhijitari yemunhu kubva pamifananidzo kana vhidhiyo. Inoshandura mapixels akaomeswa kuita data yakarongeka nezve mafambiro anoita vanhu. Human Pose Estimation ndeyekombuta-kuona mafambiro anodudzira kana kuburitsa midhiya yekuona yekuongorora, mashandiro, uye kugadzira. Kuvaka kunzwisisa kwakadzama, bata Human Pose Estimation 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 Human Pose 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
Fitness uye yoga mapurogiramu anotarisa fomu remushandisi uye kuverenga kudzokorora kubva kufoni kamera
Markerless inofamba inobata mavara ehupenyu mumafirimu nemitambo yemavhidhiyo
Sports analytics inoyera makona emutambi akabatana, nhanho, uye maitiro
Physical therapy uye gait kuongorora kuronda kupora kwemurwere uye kufamba kwemhando
Maitiro Ekuita
Human Pose Estimation mukuita
Fitness uye yoga mapurogiramu anotarisa fomu remushandisi uye kuverenga kudzokorora kubva kufoni kamera.
Fitness uye yoga maapplication anotarisa chimiro chemushandisi uye kuverenga kudzokororwa kubva kunhare kamera Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Human Pose Estimation mukuita
Markerless inofamba inobata mavara ehupenyu mumafirimu nemitambo yemavhidhiyo.
Kusina mucherechedzo kufambisa kubatwa kweanopopotera mavara mumafirimu nemitambo yemavhidhiyo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Human Pose Estimation mukuita
Sports analytics inoyera makona emutambi akabatana, nhanho, uye maitiro.
Ongororo yemitambo inoyera makona emutambi akabatanidzwa, nhanho, uye hunyanzvi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mabindu emhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Human Pose Estimation mukuita
Physical therapy uye gait kuongorora kuronda kupora kwemurwere uye kufamba kwemhando.
Physical therapy uye gait ongororo yekutevera kupora kwemurwere uye mafambiro emhando 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.
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.