Overview
InstructPix2Pix inokutendera kuti ugadzirise foto nekunyora murairo wakajeka senge 'ita nguva yechando' kana 'shandura katsi kuita imbwa', hapana masiki kana maturusi ekusarudza anodiwa. Yakadzidzisa modhi yekuparadzira kutevedzera mirairo yekugadzirisa zvakananga.
InstructPix2Pix Instruction Editing ndeyekombuta-kuona mafambiro anodudzira kana kuburitsa midhiya yekuona yekuongorora, mashandiro, uye kugadzira.
Deep Dive
InstructPix2Pix (Brooks et al., 2023) imodhi yekuparadzira yakanyatso kurongedzwa kuti itore mufananidzo wekuisa pamwe nekuraira mameseji uye unoburitsa mufananidzo wakagadziridzwa mune imwechete yekupfuura. Hungwaru hwayo hunyengeri idata rekudzidzisa: vanyori vakashandisa GPT-3 kugadzira isati-uye-mushure memusoro wenyaya, ndokuzoshandisa Prompt-to-Prompt neStable Diffusion kubatanidza kufananidzwa pamberi / mushure memifananidzo peya. Izvo zvakavapa dhatabheti hombe ye (yekutanga mufananidzo, rairo, yakagadziridzwa mufananidzo) katatu kudzidzira pairi, ese asina manyorero ekunyora. Nekuti mirairo inotsanangura shanduko pane chiitiko chakazara, modhi inochengetedza zvikamu zvisina kutaurwa zvemufananidzo. Inoshandisa zviyero zviviri zvekutungamira, imwe yekuti inonyatsotevera sei kuraira uye imwe yekuti inonamatira sei kumufananidzo wepakutanga, ichirega vashandisi vachitengeserana nekugadzirisa simba kurwisa kutendeka.
Technical Insight
Mamiriro emodhi pane ese ari maviri mufananidzo uye rairo, uchishandisa classifier-yemahara nhungamiro pamwe nematemo maviri. Chikero chimwe chinoyera murairo wezvinyorwa, chimwe chinoyera mufananidzo wekuisa. Kusimudza chikero chemufananidzo kunochengeta yakawanda yepakutanga yakasimba, uku kusimudza chiyero chemavara kunoita kuti kugadziridzwa kuve nehasha. Iyi nhungamiro yehuviri ndiyo inoita kuti murayiridzo mumwe chete wegeneric uchinje chikamu chimwe chete uchisiya imwe foto ichizivikanwa.
Mastering InstructionPix2Pix Murairo Kugadzirisa
InstructPix2Pix inokutendera kuti ugadzirise foto nekunyora murairo wakajeka senge 'ita nguva yechando' kana 'shandura katsi kuita imbwa', hapana masiki kana maturusi ekusarudza anodiwa. Yakadzidzisa modhi yekuparadzira kutevedzera mirairo yekugadzirisa zvakananga. InstructPix2Pix Instruction Editing ndeyekombuta-kuona mafambiro anodudzira kana kuburitsa midhiya yekuona yekuongorora, mashandiro, uye kugadzira. Kuti uvake kunzwisisa kwakadzama, bata InstructPix2Pix Instruction Editing semuenzaniso wekushandisa, kwete kana chinhu chimwe chete: tsanangura zvaunoda mhedzisiro, tsanangura fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune izvo zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa InstructPix2Pix Instruction Editing 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
A blogger anonyora 'wedzera mashizha ekudonha' kuti atorezve mufananidzo wechirimo wenzvimbo yemwaka.
Mutengesi we e-commerce anoraira 'shandura ruvara rwehembe kuti ive navy' kuti ibudise mavara echigadzirwa kubva pane imwe pfuti.
Mudzidzisi anogadzirisa mufananidzo wenhoroondo ne 'colorize this' kuti aite kuti chifananidzo chitema-ne-chena chive chakajeka pachidzidzo.
Mugadziri wememe anoraira 'kuisa magirazi ezuva pambwa' pasina kuvhara kumeso kwembwa.
Maitiro Ekuita
RairaPix2Pix Murairo Kugadzirisa mukuita
A blogger anonyora 'wedzera mashizha ekudonha' kuti atorezve mufananidzo wechirimo wenzvimbo yemwaka.
A blogger anonyora 'wedzera mashizha ekudonha' kuti atorezve mufananidzo wechirimo wenzvimbo yemwaka positi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
RairaPix2Pix Murairo Kugadzirisa mukuita
Mutengesi we e-commerce anoraira 'shandura ruvara rwehembe kuti ive navy' kuti ibudise mavara echigadzirwa kubva pane imwe pfuti.
Mutengesi we e-commerce anoraira 'shandura ruvara rwehembe kuti ive navy' kuti ibudise ruvara rwechigadzirwa kubva kune imwe pfuti Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
RairaPix2Pix Murairo Kugadzirisa mukuita
Mudzidzisi anogadzirisa mufananidzo wenhoroondo ne 'colorize this' kuti aite kuti chifananidzo chitema-ne-chena chive chakajeka pachidzidzo.
Mudzidzisi anogadzirisa mufananidzo wenhoroondo ne 'colorize this' kuti aite kuti chifananidzo chitema-ne-chena chive chakajeka chechidzidzo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
RairaPix2Pix Murairo Kugadzirisa mukuita
Mugadziri wememe anoraira 'kuisa magirazi ezuva pambwa' pasina kuvhara kumeso kwembwa.
Mugadziri wememe anoraira 'kuisa magirazi ezuva paimbwa' pasina kuvhara kumeso kwembwa 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.
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.