Stable Diffusion的模型質(zhì)量測試工程計劃
目前主要針對人像包括真實粮宛、二次元和2.5D等模型進行測評窗宦。
模型主要針對兩組提示詞進行出圖效果的評價(出圖一般為100張猬仁,隨機SEED)性宏,以及一組較為簡單亥鸠、開放的朵纷,能夠讓模型充分發(fā)揮的提示詞進行模型基礎(chǔ)質(zhì)量的評價锌俱。
模型的出圖效果評價主要使用DPM++SDE Karras采樣器從多樣性和完整性兩個維度進行晤郑。
多樣性包括角色多樣性、場景多樣性贸宏、光效多樣性造寝、姿態(tài)多樣性等幾個角度進行測評。
完整性包括軀體完整性吭练、四肢完整性诫龙、手足完整性、面容完整性等幾個角度進行測評鲫咽。
模型的基礎(chǔ)質(zhì)量評價主要從安全性签赃、CFG寬容度兩個維度進行。
安全性主要反映在SFW和擦邊的情況分尸。
CFG寬容度主要體現(xiàn)在提高CFG后出現(xiàn)失敗圖形的情況锦聊,如面容扭曲、肢體殘缺箩绍、皮膚惡變等情況孔庭。
在采樣器方面,選擇Euler A伶选、DPM++2M Karras史飞、DPM++SDE Karras三種采樣器,評價分別會針對這三個采樣器的情況和總體情況進行討論仰税。
在進行模型出圖效果時使用面部修復(fù)和精細(xì)放大2倍的方式构资,算法采用4XUtrlsharp,分別在靜態(tài)描述提示詞和動態(tài)描述詞要求下陨簇,各得到100張圖片吐绵。
正向質(zhì)量提示詞:
(SFW:2),HDR,UHD,8K,best quality,masterpiece,Highly detailed,Studio lighting,ultra-fine painting,sharp focus,physically-based rendering,extreme detail description,Professional,Vivid Colors,Bokeh,(EOS R8,50mm,F1.2,8K,RAW photo:1.2),(8k, RAW photo, masterpiece),High detail RAW color photo,a professional photo,highest quality,(best shadow:1.2),(best illustration:1.6),ultra high resolution,highly detailed CG unified 8K wallpapers,physics-based rendering,cinematic lighting,photo,realistic,realism,high contrast,8k HD high definition detailed realistic,best quality,nikon,d850 film,stock photograph,kodak portra 400 camera f1.6 lens,trending on art station,cinestill 800,radiosity,physically-based rendering,high detail,sharp focus,aesthetic,8k uhd,DSLR,intricate details,soft lighting,high quality,
樸素對象提示詞:
1girl,pale skin,model,glamor,medium breasts,aqua? eyes,long eye lashes,black hair,long hair,wavy hair,look? at? viewer,bare_shoulders,smile,perfet face,perfect round eyes,perfect button bose,perfect leg,Golden Section,epic,Little Fresh,Elegance,aesthetics,soft,sharp,
動態(tài)提示詞:
A beautiful young lady, beautiful, charming, aesthetically pleasing, frontal, eyes looking to the audience on stage, full body portrait, standing on stage, dancing, one leg on the ground, other leg doing dance moves, microphone in one hand, other hand pointing to the audience on stage, elegant, attractive posture, long black hair, wavy hairstyle, wearing this necklace, excited expression, wearing a red dress, long dress, long skirt, embellished with many shiny decorations, large gold decorations, strapless, sleeveless, head of gold and silver hair ornaments, wearing high heels, brilliant stage lighting, stage background is colourful effect, cold fireworks spouting from the front of the stage, confetti flying above the stage, confetti falling on the body, stage lighting showing the Tyndall phenomenon, the Tyndall effect,
靜態(tài)提示詞:
A young and beautiful noble lady,thin figure,graceful posture,beautiful feeling,elegant posture,wearing an off-the-shoulder blue dress,wearing a headdress and necklace,standing by the window,looking out the window into the distance,the blue sky and white clouds above the window,the lush mountains below,and then the blue lake,the lake reflects the blue sky and white clouds and mountains,there are 3 small boats on the lake,the lake shore is lush reeds,the close-up view is the wicker by the window swaying with the wind,the window is a wooden floor and furniture,smile,perfet face,perfect round eyes,perfect button bose,perfect leg,Golden Section,epic,Little Fresh,Elegance,aesthetics,soft,sharp,
負(fù)面提示詞:
(NSFW:2),EasyNegative,paintings,sketches,(crop head:2),(worst quality:2),(low quality:2),(normal quality:2),lowres,((monochrome)),((grayscale)),(skin spots),acnes,skin blemishes,age spot,glans,extra fingers,fewer fingers,strange fingers,bad hand,signature,watermark,username,blurry,bad feet,bad leg,duplicate,extra limb,ugly,disgusting,poorly drawn hands,missing limb,floating limbs,disconnected limbs,malformed hands,blurry,mutated hands and fingers,paintings,sketches,(worst quality:2),(low quality:2),(normal quality:2),lowres,((monochrome)),((grayscale)),skin spots,acnes,skin blemishes,age spot,glans,(extra fingers:2),(fewer fingers:2),(strange fingers:2),bad hand,bad nails,signature,watermark,username,blurry,bad feet,bad hand,bad leg,fat,ugly,