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Ucwaningo · Ukuhlela Izithombe

Umhleli Wezithombe we-AI Ongavinjelwe

Shintsha, guqula isitayela, khanyisa kabusha, gqokisa kabusha noma ulungise isithombe esisodwa esikhona ngokubhala umusho owodwa. Awekho amamaski, azikho izihlungi, akukho ukwenqaba — kanye nendlela eyodwa ebaluleke ngaphezu kwazo zonke ezinye zihlangene.

Kubuyekezwe ngoMandulo 5, 2026UmhlahlandlelaShannon 3 · ukuhlela izithombe engxoxweni

Ngamafuphi

I-Shannon ihlela isithombe esisodwa ncamashi esikhona isuka emyalelweni wolimi olujwayelekile — akukho bhulashi, akukho maski, akukho kukhetha. Lowo myalelo kufanele usho okushintshayo KANYE nokuhlalayo, ngoba imodeli ikhiqiza kabusha uhlaka lonke: noma yini ongayiqambi njengengashintshi ikhululekile ukushelela. Ukuqamba izingxenye ezingashintshi — "gcina ubuso, ukuma nezingubo kufana ncamashi" — kuyinto enkulu kunazo zonke ongayenza ngekhwalithi. Indlela yokuhlela iyawamukela umyalo ophikayo (ukusuka embhalweni kuya esithombeni akuwamukeli); faka khona amaphutha ongawafuni kunokubhala "akukho X" emyalelweni. Okukhishwayo kuthatha ngokuzenzakalelayo isilinganiso sohlangothi somthombo. Akukho ukwakha ividiyo futhi ayikho indlela yokunyakazisa isithombe. Ukuhlela kusebenza eqoqweni lethu lama-GPU ohlelweni lwengxoxo, ngaphandle kwesihlungi sokuqukethwe nangaphandle kongqimba lokwenqaba.

Abantu abaningi abasesha umhleli wezithombe we-AI ongavinjelwe banesithombe esisodwa nenkinga eyodwa: ingemuva alilungile, ukukhanya kuyisicaba, ijakidi linombala ongafanele, kumi isihambi ohlakeni, isikeni sinomgqa oshelelayo phakathi — noma ukuhlela kusemthethweni ngokugcwele kanti ithuluzi abalisebenzisayo lenqaba nokulithinta. Lesi sihloko simayelana nokukwenza kahle lokho: hhayi ukuthi imuphi umhleli onezishibilikisi eziningi, kodwa umkhuba owodwa owehlukanisa ukuhlela okuphumelelayo kokuhlela okuthi ngokuthula kwakhe kabusha ubuso besihloko sakho ngesikhathi ungabhekile.

Isithombe somthombo ngokuhlela

Ngokuzenzakalela

Uhlangothi lomthombo lugcinwa

Yebo

Umyalo ophikayo

Asikho

Isihlungi sokuqukethwe

01Kuyini ngempela ukuhlela okusekelwe emyalelweni

Ukuhlela kwe-AI okudala kucela wena ukuba wenze ingxenye enzima: vula ikhanvasi, upende imaski phezu kwendawo ofuna ukuyishintsha, uthayiphe umushwana ochaza okufanele kube phakathi kwayo. Kunembile, kuyanwabuzela, futhi akusizi lutho ngesikhathi ushintsho lwakho lungenawo umugqa ocacile — ushintsho lokukhanya, ukushintshwa kwezingubo okuguqula umumo womzimba, ukuguqulwa kombala kuso sonke isithombe.

I-Shannon isebenza ngendlela ephambene. Awukhethi lutho. Ubhala umusho mayelana nesithombe, nganoma yiluphi ulimi, bese indawo iqondwa emagameni akho. Lokho kwenza ibe yindlela esebenzayo yokungena esikhundleni se-inpainting engavinjelwe kunoma ubani ofuna umphumela kunomsebenzi wokukhetha — kodwa kunomphumela owodwa wobunjiniyela okumele uwuqonde kuqala:

Ukuhlela kungukukhiqizwa kabusha kwalo lonke uhlaka, kusekelwe esithombeni sakho somthombo — hhayi isichibi esibekwa engxenyeni yaso. I-Image Model ifunda okwakho kwasekuqaleni, ifunde umyalelo wakho, bese ikhiqiza isithombe esisha okumele sibe yileso sokuqala kanye noshintsho. Akukho okumiswa ngokomshini. Wonke amaphikseli ayaphindwa axoxiswane kukho konke ukuhlela.

Yingakho "umgwaqo waseTokyo onemvula" — ongenaphutha ethulwini elinemaski — ubuya nomuntu ohluke kancane omile kuwo. Ethulwini elinemaski imaski ibisho ukuthi umuntu akathintwa; lapha umusho wakho kumele usho lokho. Inzuzo: ukuhlela ngomyalelo kwenza lokho amamaski angeke akwenze — ukushintsha indawo yelanga bese izithunzi ziyavumelana, ukushintsha ingubo bese indwangu igoqana nokuma okukhona, ukuguqula isithombe sibe yi-inki nombala oyisicaba kuyilapho ukwakheka kugcinwa. Lokho kuhlela akunawo umngcele ongapendwa; kuyizinhlobano ezisabalele kulo lonke uhlaka.

02Izinsika: into enkulu kunazo zonke ekhwalithi

Ukubethela izinsika kusho ukubhala wonke umyalelo wokuhlela njengemishwana emibili: umushwana woshintsho (okufanele kwehluke, kushiwo ngokuqondile nangokucacile) kanye nomushwana wokugcina (izingxenye okumele zisinde zingathintwanga, ziqanjwe njengamabizo athize). Yomibili ithwala isisindo — umushwana woshintsho wodwa uyisifiso nje. Uma uthatha into eyodwa kuleli khasi: umphumela wakho ubuswa indlela oqamba ngayo ngokusobala okusalayo, hhayi indlela ochaza ngayo ngokukhanyayo okushintshayo.

Izindlela ezintathu imiyalelo engenazinsika eshelela ngazo

Ukushelela kobunikazi. Ubuso bubuya cishe bulungile — ikhala elihluke kancane, umhlathi othuliswe wenziwa muhle. Lokhu ukwehluleka okulimaza kakhulu, ngoba kunzima ukukubona efonini futhi kusobala kunoma ubani owazi lowo muntu.
Ukuguqulwa kwesitayela okuhambisanayo. Ucele ingemuva elisha; uthole nokuguqulwa kombala, ilensi entsha, nejezi elalinemigqa. Imodeli ifunde umyalelo njengencazelo yesithombe sonke esiqondiwe kunokuwufunda njengomehluko osuka emthonjeni.
Ukwanda kobubanzi ngenxa yeziphawulo. "Okumangalisa kakhulu," "okuhlanzeke kakhulu," "okuchwepheshe kakhulu" akuqambi nto neyodwa. Isiphawulo esingenalo ibizo sisebenza kukho konke, ngakho konke kuyanyakaza.

Ulimi lwezinsika

Izinsika zisebenza njengamabizo acacile. "Kugcine kufana" kubuthaka — imodeli ayikwazi ukwazi ukuthi yikuphi ukufana okukhathalelayo. Khetha izinto ezintathu kuya kwezinhlanu ezibalulekile ekuhleleni kwakho bese uziqamba ngokusobala.

Okushintshayo	Izinsika ezifanele ziqanjwe ngokusobala
Ingemuva / indawo	ubuso nezici zobuso, isitayela sezinwele, ukuma, izandla, izingubo, i-engeli yekhamera, ukusikwa, ukukhanya phezu kwesihloko
Ukukhanya / umoya	ubuso, isimo sobuso, ukwakheka kwesikhumba, ukuma, izingubo, okuqukethwe kwangemuva, uhlaka
Izingubo	ubuso, intshebe noma izinwele, ukuma, izandla, izilinganiso zomzimba, ingemuva, indlela yokukhanya, ukuguqulwa kombala
Isitayela / indlela	ukwakheka, ukuma, ubude bezinwele, izimo zezingubo, inani lezihloko, ukusikwa
Ukususwa kwento / ukulungisa	konke okunye ohlakeni — isihloko, izakhiwo ezizungezile, ukugcwala, ithoni, umehluko wombala, umbala
Umbala wento eyodwa	yonke eminye imibala esithombeni, kanye nokwakheka nokwenziwe ngakho into eshintshiwe

Bheka umugqa wokugcina. Ukushintsha umbala kuphambana ngokuthula, ngoba ukuthi "yenza ijakidi libe bomvu" kumema ijakidi elakhiwe kabusha kusukela ekuqaleni — isikwe esisha, indwangu entsha, izinsonga ezintsha. Ngezinsika: "shintsha umbala wejakidi elikhona libe bomvu ojiyile, ugcine isikwe salo, imithungo, ukwakheka kwendwangu nendlela elilenga ngayo kufana ncamashi." Umushwana owodwa womehluko, umphumela ongcono kakhulu.

03Izibonelo ezisebenzayo: umyalelo obuthaka, kungani ushelela, ukubhalwa kabusha okunezinsika

Wonke amaphea angezansi ayinhloso efanayo ebhalwe kabili. Ukuxilongwa okuphakathi yingxenye engasetshenziswa kwezinye izimo.

A. Ukushintsha ingemuva

Obuthaka

put her in Tokyo

Kungani ushelela: lokhu kuchaza isithombe okuqondwe kuso, hhayi umehluko. Akukho okuvikelekile ngalona wesifazane futhi akukho okubamba ikhamera imile, ngakho imodeli ihlaka kabusha bese imkhiqiza kabusha ngesikhathi yakha isigcawu esikholekayo.

Onezinsika

Change the background to a rain-soaked Tokyo crosswalk at night, with neon signage reflecting on wet asphalt behind her. Keep the woman's face, hairstyle, pose and clothing exactly as they are, keep the same camera angle and crop, and match the new background's light to the existing light on her.

Okushintshile: umushwana wokugcina ubophezela ubunikazi, izingubo nohlaka, futhi umushwana wokugcina usho ukuthi umthungo uxazululwa ngamuphi umkhombandlela — ingemuva ligobela ekukhanyeni kwesihloko, hhayi okuphambene.

B. Ukukhanyisa kabusha

Obuthaka

better lighting please

Kungani ushelela: "okungcono" yisiphawulo esingenalo ibizo. Imodeli kumele isungule incazelo, futhi indlela eshibhile yokubukeka ungcono ekukhiqizweni kabusha isikhumba esibushelelezi, amazinyo akhanyayo nomhlathi omncane. Ucele ukukhanya wathola ukulungiswa kobuso.

Onezinsika

Relight the scene as late-afternoon window light coming from the left, warm and soft, with a gentle falloff across the right side of the face and a soft shadow on the wall behind. Keep the face, expression, skin texture, pose, clothing and background contents unchanged, and keep the same framing.

Okushintshile: ukukhanya kuchazwa ngokwemvelo — umkhombandlela, ikhwalithi, izinga lokushisa, ukwehla. Ukwakheka kwesikhumba kubethelwe ngokusobala, ngoba ukukhanyisa kabusha yisikhathi lapho imodeli ilingeka kakhulu ukukususa.

C. Ukugqokisa kabusha isihloko

Obuthaka

give him a suit

Kungani ushelela: isudi ishintsha umumo womzimba, ngakho isifuba kumele sikhiqizwe kabusha — futhi ikhanda elingaphezu kwaso livamise ukuhamba naso. Ukuhlela izingubo ngaphandle kwezinsika kungumthombo wesibili omkhulu wokushelela kobunikazi ngemuva kokushintshwa kwangemuva.

Onezinsika

Replace the man's t-shirt with a charcoal three-piece wool suit, a white dress shirt and a dark green silk tie, tailored to his current posture. Keep his face, beard, hairstyle, pose, hands and body proportions identical, keep the background exactly as it is, and keep the same lighting direction and color grade.

Okushintshile: u-"tailored to his current posture" wenza ingubo ibe ngaphansi kokuma. Izandla zibethelwa ngokwehlukile, ngoba izandla yilapho ukuhlela izingubo kubonakala kakhulu khona kuwohloka.

Qaphela — ingabe lokhu empeleni kungukuhlanganisa? Uma isudi ikhona esithombeni sesibili futhi ufuna leyo sudi kunaleyo echaziwe, lokhu akuseyona ukuhlela kwesithombe esisodwa: nikeza zombili izithombe uqambe izindima zazo. Bheka ukuhlanganisa izithombe eziningi okungavinjelwe.

D. Ukuguqula isitayela sesithombe

Obuthaka

make it anime

Kungani ushelela: igama lesitayela lodwa linikela ngakho konke — ukwakheka, ukusikwa, izinwele, izingubo, inani labantu — futhi u-"anime" uyiminyaka engamashumi amathathu yamasiko angahambisani. Uthola umdwebo omuhle wesigcawu esehlukile.

Onezinsika

Redraw this photograph as a hand-inked 1990s cel-animation frame: flat color fills, visible ink line art, minimal gradients, muted palette. Keep the composition, the subject's pose and gaze direction, hair length and outfit shapes recognizable, and keep the same crop and the same number of people in frame.

Okushintshile: ukuhlela isitayela kudinga insika ehlukile. Awukwazi ukubethela ukwakheka kwendawo — ukwakheka yikho kanye okushintshwayo — ngakho ubethela isakhiwo: ukwakheka, ukuma, imimo, ukusikwa, inani lezihloko. Ukucela ukugcina "isikhumba esifana nesangempela" ngaphansi kwe-cel animation kuyaphikisana.

E. Ukususa okuthile

Obuthaka

no cars in the background

Kungani ushelela: ukuphika kusabeka umqondo phambi kwemodeli futhi akusho lutho ngalokho okugcwalisa indawo eshiyiwe. Ukususa kudinga isitatimende esiqondile sokuqondiwe nokugcwalisayo.

Onezinsika

Remove the parked silver car and the trash bin on the right side of the street, filling the space with a continuation of the same sidewalk, curb and brick wall. Keep everything else in the frame identical — the person, the storefront, the signage, the lighting and the color.

Okushintshile: okuqondiwe kuqanjwa ngento, ngombala nangendawo; okugcwalisayo kushiwo, ngakho imodeli ayisunguli isikwele lapho kumele kube nendlela yabahamba ngezinyawo; futhi u-"everything else" upelwa waba ngamabizo angempela.

F. Ukulungisa isithombe esilimele

Obuthaka

fix this old photo of my grandmother

Kungani ushelela: u-"fix" ufundeka njengo-"thuthukisa," futhi ukuthuthukisa isithombe esidala kusho ukusenza sibe sesimanje — isikhumba esihlanzeke kakhudlwana, umehluko wombala ophakeme, kanye nobuso obungasebona obukagogo wakho.

Onezinsika

Repair the crease running diagonally through the top-left corner of this scanned photograph and remove the dust specks and small white scratches. Keep every facial feature, the film grain, the tonality, the contrast and the original sepia color exactly as they are. Do not sharpen, do not smooth skin, do not recolor.

Okushintshile: umonakalo uyabalwa, ngakho u-"fix" unobubanzi obuchaziwe, futhi ukugcwala nethoni kubethelwe ngoba yikho okwenza ukuphrinta kufundeke njengokwangempela kwaleso sikhathi. Lezo zithintelo ezintathu yisimo esiyivelakancane lapho ukuphika kuthola khona indawo yakho — imiyalelo emayelana nenqubo, hhayi nezinto.

Isimo somyalelo omuhle

Isifanekiso

[Verb] the [specific target] to/into [specific result, described concretely]. Keep the [3–5 named anchors] identical. [Optional: one clause on how the change should relate to what stays.]

Zama amagama angu-25 kuya kwangu-60, ngemisho ephelele kunamathegi amagama ahlukaniswe ngamakhefu — i-Image Model ifunda imiyalo ngendlela imodeli yolimi eyenza ngayo, ngakho inkulumo enhle idlula umhluzi wamathegi. Yeqa udoti wenkathi ye-SDXL (masterpiece, best quality, 8k) kanye nesakhiwo sesisindo esifana no-(word:1.3); akwenzi lutho lapha. Yenza ushintsho olulodwa ngomyalelo ngamunye — izinguquko ezimbili ezingahlobene emushweni owodwa zilwela ukunakwa bese zombili zibuya zenziwe uhhafu.

04Umyalo ophikayo — usekelwe lapha, ngokungafani nokusuka embhalweni kuya esithombeni

Lokhu kudida abantu, ngakho masikusho kucace:

Indlela	Izithombe zomthombo	Umyalo ophikayo	Isilinganiso sohlangothi	Isimo somyalo
Umbhalo uya esithombeni	0	Awusekelwe	Kuyakhethwa (i-square ngokuzenzakalela)	Inkulumo echazayo
Hlela isithombe esisodwa	Sisodwa ncamashi	Usekelwe	Sithathwa emthonjeni	Umyalelo: shintsha + gcina
Hlanganisa izithombe ezingu-2+	Ezimbili noma ngaphezulu	Usekelwe	Ikhanvasi entsha iyakhethwa	Inkulumo eqamba izindima

Ukusuka embhalweni kuya esithombeni akuwamukeli nhlobo umyalo ophikayo — ekwakheni ususa ezeni, ukuchaza kuphela okufunayo yikho ukuziqeqesha (bheka ukwakha izithombe nge-AI okungavinjelwe). Ukuhlela kwehlukile: usunaso isithombe somthombo, futhi ukwehluleka okujwayelekile kokukhiqizwa kabusha kuyaziwa futhi kungaqanjwa, ngakho umyalo ophikayo unokuthile okucacile ongakucindezela.

Yini efanele ibe kuwo

Amaphutha, futhi amaphutha kuphela. Kuwuhlu lwamaphutha, hhayi umgudu wesibili womyalelo:

extra fingers, fused fingers, malformed hands — noma yikuphi ukuhlela okukhiqiza kabusha umuntu.
warped text, garbled lettering, misspelled signage — noma yini enezimpawu, amalebula noma ukupakisha ohlakeni.
duplicated limbs, duplicated railing, repeated windows — ukususa nokwelulwa kwangemuva.
smeared texture, blurry patch, halo around the subject, visible seam — ukushintshwa kwangemuva nokususwa kwezinto.
plastic skin, waxy skin, over-smoothed face, watermark, jpeg artifacts — ukukhanyisa kabusha, ukuhlela izithombe zabantu, inhlanzeko ejwayelekile.

Yini engafanele

Izinqumo zokuqukethwe. Uma ufuna isigqoko sihambe, umyalelo uthi "susa isigqoko" — hhayi umyalo ophikayo othi "isigqoko". Umyalo ophikayo awuzisusi ngokwethembeka izinto ezikhona emthonjeni wakho; unqanda amaphutha ukuba angaveli ekukhiqizweni. Ukuqukethwe lapho kukunika okubi kuzo zombili izindawo: isigqoko sihlala khona, futhi isikhala ebesingacindezela izandla ezisontekile sesihambile.

Enye ingxenye yomthetho isebenza kumyalelo wakho: yeka ukubhala u-"akukho X" kuwo. "Umgwaqo ongenazimoto," "isithombe somuntu esingenazibuko" kokubili kubeka umqondo ongafunwa emushweni bese kucela imodeli ukuba iwuphike — umsebenzi ulimi olwenza kahle kanti ukusekelwa kwesithombe kwenza kabi. Sho okufanele kube khona esikhundleni salokho: "umgwaqo ongenalutho onetiyela elicacile," "isithombe somuntu esinamehlo angavinjiwe." Okukodwa okuhlukile, njengasesibonelweni F, kungumyalelo mayelana nenqubo — "ungalolongi," "ungashintshi umbala" — okwenqaba umsebenzi kunokuqamba into.

Ukwahlukaniswa komsebenzi, ngomugqa owodwa

Umyalelo: okushintshayo, okuhlalayo — kushiwo ngokuqondile. Umyalo ophikayo: izindlela ukukhiqizwa okungonakala ngazo. Kugcine kwehlukene bese kokubili kuba ngcono.

05Isithombe somthombo esisodwa, nokuthi i-Shannon isikhetha kanjani

Ukuhlela kusebenza esithombeni esisodwa ncamashi somthombo: nokho isithombe esivele sisengxoxweni — esinamathiselwe ngaphambili, noma esakhelwe wena — noma esinamathiselwe emlayezweni owuthumela manje. Akukho okulethwa ngaphandle kochungechunge, futhi indlela yokuhlela ayilokothi ihlanganise izithombe ezimbili ngokuthula. Uma inhloso yakho idinga izinto ezivela esithombeni esingaphezu kwesisodwa — ingubo esuka esithombeni A ibekwe kumuntu osesithombeni B — lokho kungukuhlanganisa, okunesimo somyalo esihlukile esiqamba indima yesithombe ngasinye ngokulandelana.

Imibuzo elandelayo nesithombe esifanele sakamuva

Uma isithombe sesisengxoxweni, imibuzo emifushane elandelayo isebenza ngendlela obuyethemba ngayo. "Senze sibe mnyama." "Manje sizame ekushoneni kwelanga." Lokhu kuxazululwa ngokubheka isithombe esifanele sakamuva ochungechungeni — ngokujwayelekile umphumela osanda kuwuthola — ngakho uchungechunge lwemiyalelo emincane luziphatha njengenqwaba yokuhlela. Imiphumela emithathu:

Yenza izinyathelo ngazinye. Umbuzo ngamunye olandelayo ukukhiqizwa kabusha okuphelele, ngakho ukuthi "yenza sibe mnyama futhi ushintshe ijazi lakhe futhi wehlise ikhamera" kungukuhlela kathathu okulwela ukudlula okukodwa. Thumela imilayezo emithathu; uma sekukhona okuthandayo, yima lapho.
Qaphela ukulahleka kwesizukulwane ngesizukulwane. Ukuphambuka okuncane kuyanqwabelana; ngokuhlela kwesithupha ubuso bungabe sebukude kakhulu kokwasekuqaleni yize kungekho sinyathelo esisodwa esibukeke sonakele. Uma ubona ukushelela, yeka ukuchibiyela — nyathelisa kabusha ifayela lokuqala bese ubhala umyalelo owodwa ohlanganisiwe ofaka konke osukufundile ukuthi ubukufuna.
Ochungechungeni olude, cacisa. "Ngisebenzisa isithombe sasebhishi engisinamathisele ngaphambili, …" kususa ukungacaci uma kunezithombe eziningi ezisebenzayo.

Ikhadi lokuqinisekisa lithuba lakho lokugcina lokwengeza insika

Ubuza ngolimi olujwayelekile, nganoma yiluphi ulimi olukhulumayo. I-Shannon inquma ukuthi kuceliwe umsebenzi wesithombe, ibhale umyalelo wokugcina uqobo ngesiNgisi, futhi ikubonise wona ekhadini lokuqinisekisa ngaphambi kokuba kwakhiwe okuthile. Akukho okukhiqizwayo futhi akukho okukhokhiswayo uze uqinisekise. Funda lelo khadi — yilapho ubamba khona umushwana wokugcina oshodayo ngaphambi kokuchitha imali.

Kunemikhuba emibili ehlobene: i-Shannon ayilokothi yakhe ingacelwanga — ukubingelela, umbuzo noma isithombe esinamathiselwe nje akuqali umsebenzi wesithombe. Futhi ukucela i-Shannon ukuba ibheke nje isithombe — isichaze, ifunde umbhalo okuso, isho ukuthi kungani ukwakheka kungasebenzi — kungumsebenzi ovamile wombono, hhayi ukwakha, futhi akubizi lutho olwengeziwe. "Yini obungayishintsha kulesi sithombe?" kuyiseluleko samahhala; ukwenza ngaso kungukuhlela.

06Isilinganiso sohlangothi sithathwa ngokuzenzakalelayo

Isithombe esihleliwe sibuya sinesilinganiso sohlangothi esifanayo nesomthombo waso. Awukhethi futhi awudingi ukukhetha: isithombe se-4:5 sihlala siyi-4:5, isithombe se-16:9 sihlala siyi-16:9, isithombeskrini sefoni esingemuhle sigcina izilinganiso zaso. Ukuhlela okuhlaka kabusha isithombe sakho ngokuthula bekungeke kube ukuhlela — bekuzoba ukusika kanye nokuqagela ngalokho okungaphandle kwemingcele yasekuqaleni.

Lowo umehluko wangempela ezindleleni ezimbili ezinye. Ukusuka embhalweni kuya esithombeni kukucela ukuba ukhethe ku-square (okuzenzakalelayo), portrait, landscape, wide (okwebhayisikobho) kanye no-tall (amaphosta nezithombe zangemuva), futhi isicelo esicacile sinqoba njalo; ukuhlanganisa kukuvumela ukukhetha ikhanvasi entsha, njengoba kungekho mthombo owodwa okuthathwa kuwo. Ngakho uma udinga isimo esihlukile, lokho akusikho ukuhlela — ukuguqula isithombe somkhiqizo se-1:1 sibe yibhanela le-16:9 kusho ukusungula amaphikseli angakaze athwetshulwe. Kwenze ngamabomu, ngokwakha noma ngokuhlanganisa ekhanvasini entsha.

07Akukho ukwakha ividiyo

Kushiwo kucace, ngoba abantu bayabuza

I-Shannon ayikhiqizi ividiyo futhi ayizinyakazisi izithombe. Ayikho indlela yokusuka esithombeni iye kuvidiyo, akukho "yenza lesi sithombe sinyakaze," akukho luphu, akukho cinemagraph. Lokhu akusona isici esisebumbulwini noma esizayo maduze — asikho emkhiqizweni, futhi akukho lutho kuleli khasi okufanele kufundwe njengokuphakamisa okuhlukile.

Lokho i-Shannon 3 ekwenzayo ngezithombe kuyizinto ezintathu ncamashi: ukwakha isithombe esisha, ukuhlela isithombe esisodwa esikhona, kanye nokuhlanganisa izithombe ezimbili noma ngaphezulu zibe sinye. Konke okulapha kuhlala ngaphakathi kwesesibili sazo.

Kufanele kushiwo kabili, ngoba u-"umhleli wezithombe we-AI" no-"umkhiqizi wamavidiyo we-AI" sebeseduze emiqondweni yabantu, futhi ithuluzi elizokhanyisa kabusha isithombe sakho ngenjabulo libukeka sengathi kufanele lisuke inkinobho eyodwa ekusinyakaziseni. Akunjalo — futhi kufanele wazi lokho ngomzuzu wokuqala kunowe-10.

08Kungani ukungavinjelwa kubaluleke kakhulu ekuhleleni kunasekwakheni

Abahleli abahlungiwe behluleka ngendlela ehlukile kubakhiqizi abahlungiwe, futhi ngokuvamile kabi kakhulu. Umkhiqizi ohlungiwe wenqaba umyalo wakho; uyabhala kabusha uzame futhi. Umhleli ohlungiwe angenqaba isithombe somthombo uqobo, engakafundi negama elilodwa lomyalelo wakho. Layisha isithombe senxeba lomtholampilo sombiko wecala bese senqatshwa ekungeniseni. Layisha isithombe somlando sempi ukuze ulungise umgqa oshelelayo bese isibhamu esisohlakeni siqeda ingxoxo. Umsebenzi osemthethweni, ukwenqatshwa kwesigaba sonke, akukho ukubhala kabusha obekungasiza.

I-Shannon iqhuba indlela yesithombe ngaphandle kwesihlungi sokuqukethwe kokukhishwayo futhi ngaphandle kongqimba lokwenqaba kwimodeli ebhala umyalelo. Yilokho okwenza le misebenzi ejwayelekile ikwazi ukwenzeka:

Izithombe zobuciko ezinqunu nomsebenzi womzimba — ukulungisa, ukukhanyisa kabusha nokuguqula isitayela kubadwebi nabathwebuli abasebenza nabantu abadala abavumayo.
Imidwebo yezokwelapha neyobufakazi bomthetho — izithombe zomtholampilo ezihlanjululwe zezinto zokufundisa, imibiko yamacala nomsebenzi wokwakha kabusha abahleli abajwayelekile abawenqabayo ngokushesha.
Izithombe zocwaningo lokuphepha — izithombeskrini, izithombe zokuphepha okuphathekayo nemibhalo yezingxenyekazi zezinhlelo zokuqwashisa nge-phishing nokubika kwamaqembu abomvu.
Udlame ezinganekwaneni — ubuciko bokukhiqiza amafilimu, imidlalo namahlaya lapho inxeba noma isikhali kuyiyo indaba.
Ukugcona ezombusazwe nemidwebo yephephandaba — kunamakhulu ambalwa eminyaka omlando ngemuva kwakho, cishe akukho kusekelwa emathulusini ahlungiwe.
Umsebenzi wamabhrendi nowomfanekiso womuntu owenziwa ngumnikazi wamalungelo — izithombe zakho zomkhiqizo, ukuhlanganiswa kwelogo nezithombe zabantu, kanye nemitapo enzima yomndeni, ngaphandle kokuphikisana nesihlukanisi ngokuthi uvunyelwe yini.

Okungavinjelwe akusho ukungabikho kokuziphendulela. I-Shannon iqhutshwa yi-Shannon Lab LLC (eNew Mexico, e-USA) ngaphansi kweNqubomgomo Yokusebenzisa Ngokuzibophezela eshicilelwe, okuyilapho imikhawulo yangempela ihlala khona — leyo emayelana nomthetho nomonakalo kunokungakhululeki kwesihlukanisi ngesithombe senxeba. Ukungabikho kokwenqaba okuvele ngokushesha kuyisitatimende mayelana nethuluzi, hhayi ngesibopho sakho ngalokho okwenzayo.

09I-API ingena kuphi — nokuthi ayingeni kuphi

Lokhu ukuphambuka okuvamile kubafundi abafika besuka ekuseshweni kwe-API. Ukwakha nokuhlela izithombe kwenzeka ohlelweni lwengxoxo lwe-Shannon, hhayi ku-API. Izilimi ezintathu ze-/v1 — /v1/chat/completions (esimo se-OpenAI), /v1/messages (esimo se-Anthropic) kanye ne-/v1/responses, zonke zisakaza, zonke zisemamodelini afanayo — zikhonza umbhalo nombono. Umbono usho ukuthi amamodeli ayazifunda izithombe ozithumelayo: ayazichaza, abhale phansi umbhalo, ahlaziye ishadi. Akusho ukuthi ayakhiqiza noma aguqule izithombe.

Lokho kusashiya iphethini elisebenzayo: umbono kanye nemodeli yombhalo engavinjelwe kungumsizi onamandla wokubhala imiyalelo. Thumela i-API isithombe sakho somthombo, uyicele ukuba ichaze okusohlakeni futhi ibhale uhlaka lomyalelo onezinsika oqamba ushintsho nezinsika, bese uqhuba lowo myalelo engxoxweni — ubamba izinsika obungazikhohlwa. Izimo zesicelo nezempendulo ziku-mibhalo ye-API.

10Imibuzo ebuzwa njalo

Uyini umhleli wezithombe we-AI ongavinjelwe?

Umhleli othatha isithombe esikhona kanye nomyalelo wolimi olujwayelekile bese ubuyisa isithombe esihleliwe, ngaphandle kwesihlungi sokuqukethwe kokukhishwayo futhi ngaphandle kongqimba lokwenqaba kwimodeli ebhala umyalelo. Usebenza eqoqweni lethu lama-GPU ngaphakathi kohlelo lwengxoxo lwe-Shannon, ngakho umsebenzi abahleli abahlungiwe abawenqabayo — ukulungiswa kwezithombe zobuciko ezinqunu, imidwebo yezokwelapha neyobufakazi bomthetho, izithombe zocwaningo lokuphepha, udlame ezinganekwaneni, ukugcona ezombusazwe — uyenziwa esikhundleni sokwenqatshwa.

Kungani ubuso bushintsha kanti ngicele ukushintsha ingemuva kuphela?

Ngoba ukuhlela ngomyalelo kukhiqiza kabusha uhlaka lonke lusekelwe esithombeni sakho somthombo, hhayi indawo obuyicabanga kuphela — noma yini ongayiqambi njengengashintshi ikhululekile ukushelela. Isixazululo ukubethela izinsika: engeza umushwana wokugcina onjengothi "gcina ubuso, isitayela sezinwele, ukuma nezingubo kufana ncamashi, i-engeli yekhamera nokusikwa kube kunye". Ukuqamba izingxenye ezingashintshi kuyinto enkulu kunazo zonke ongayenza ngekhwalithi.

Ingabe ukuhlela izithombe kwe-Shannon kuyawusekela umyalo ophikayo?

Yebo. Ngokungafani nokusuka embhalweni kuya esithombeni, okungawamukeli nhlobo, izindlela zokuhlela nezokuhlanganisa izithombe eziningi zombili ziyawusekela. Wusebenzise emaphutheni ongawafuni — iminwe eyengeziwe, umbhalo osontekile, amarheyili aphindiwe, ukwakheka okugcotshiwe, isikhumba esifana nepulasitiki, amaphawu amanzi — kunokubhala u-"akukho X" emyalelweni. Izinqumo zokuqukethwe zisemyalelweni, zishiwo ngokuqondile; ukucindezela amaphutha kusemyalweni ophikayo.

Ingabe i-Shannon ingasinyakazisa isithombe sami noma isiguqule sibe yividiyo?

Cha. I-Shannon ayikhiqizi ividiyo futhi ayizinyakazisi izithombe. Ayikho indlela yokusuka esithombeni iye kuvidiyo futhi ayikho ememezelwayo. I-Shannon 3 yakha isithombe esisha, ihlele isithombe esisodwa esikhona, noma ihlanganise izithombe ezimbili noma ngaphezulu zibe sinye — lezo zinto ezintathu, akukho lutho ngaphezu kwazo.

Zingaki izithombe zomthombo ezisetshenziswa ekuhleleni okukodwa?

Sisodwa ncamashi: nokho isithombe esivele sisengxoxweni, noma esinamathiselwe emlayezweni wakho wamanje. Uma izinto zidinga ukuvela ezithombeni ezimbili noma ngaphezulu — ingubo esuka esithombeni esisodwa iye kumuntu osesithombeni esinye — lokho kungukuhlanganisa, hhayi ukuhlela, futhi kufanele unikeze izithombe zangempela kunokuchaza esesibili ngamagama.

Ingabe kudingeka ngidwebe imaski noma ngisebenzise i-inpainting?

Cha. Alukho ubhulashi, alukho ulaso, alukho ungqimba lwemaski. Uchaza ushintsho ngomusho bese indawo iqondwa emagameni akho, yingakho amabizo anembayo ebalulekile: "imoto esiliva epakiwe ngakwesokudla" iqondisa kangcono kakhulu kunokuthi "leyo nto". Lokho kwenza i-Shannon ibe yindlela esebenzayo yokungena esikhundleni se-inpainting engavinjelwe kubantu abafuna umphumela ngaphandle komsebenzi wokukhetha.

Ingabe ngingazihlela izithombe nge-API ye-Shannon?

Cha. Ukwakha nokuhlela izithombe kuhlala ohlelweni lwengxoxo lwe-Shannon. Izilimi ze-/v1 — /v1/chat/completions, /v1/messages ne-/v1/responses — zikhonza umbhalo nombono: zifunda futhi zihlaziye izithombe ozithumelayo kodwa azizikhiqizi noma zizihlele. Umsebenzi ojwayelekile ukwenza ukuthi umbono we-API ubhale uhlaka lomyalelo onezinsika, bese uqhuba ukuhlela engxoxweni.

Okunye kwabathathu bezithombe. Uqala ezeni esikhundleni sesithombe? Funda ukwakha izithombe nge-AI okungavinjelwe — ukulandelana komyalo, ukusekelwa kokuthwebula izithombe, nokuthi kungani ukusuka embhalweni kuya esithombeni kungawamukeli umyalo ophikayo. Ukhipha izinto ezithombeni eziningi? Funda ukuhlanganisa izithombe eziningi okungavinjelwe — ukuqamba izindima nokukhetha ikhanvasi. Eminye imibhalo iku-Shannon Research.

Hlela isithombe ngaphandle kokuphikisana nesihlungi

Namathisela isithombe, bhala umusho owodwa, uqambe okusalayo.

Qala Ukuhlela Funda Imibhalo ye-API

Izithombe zikhiqizwa eqoqweni lethu lama-GPU · akukho okukhiqizwayo noma okukhokhiswayo uze uqinisekise ikhadi

I-Shannon AI iqhutshwa yi-Shannon Lab LLC, eNew Mexico, e-USA. Ukwakha, ukuhlela nokuhlanganisa izithombe kuyizici zohlelo lwengxoxo lwe-Shannon 3; i-API ye-/v1 ikhonza umbhalo nombono kuphela. Akukho ukwakha ividiyo emkhiqizweni. Ukuhlela kwamukela isithombe somthombo esisodwa ncamashi futhi kuthatha isilinganiso sohlangothi saso. Ukusetshenziswa kwezindlela zezithombe ezingavinjelwe kulawulwa yiNqubomgomo Yokusebenzisa Ngokuzibophezela.

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