From 1b9cf7c0a856b6c61b418d1326af8ead6cb03ae7 Mon Sep 17 00:00:00 2001 From: sidhant-sriv Date: Mon, 1 Jul 2024 19:39:59 +0530 Subject: [PATCH] feat: added combine 2 styles feature --- client.js | 47 ++++++++++++++++++++++++++++++++---- combined_stylized_image.jpg | Bin 0 -> 291389 bytes paint.jpg | Bin 0 -> 29784 bytes stylized_image.jpg | Bin 273024 -> 275013 bytes 4 files changed, 42 insertions(+), 5 deletions(-) create mode 100644 combined_stylized_image.jpg create mode 100644 paint.jpg diff --git a/client.js b/client.js index 1896d1e..cba44d4 100644 --- a/client.js +++ b/client.js @@ -9,7 +9,6 @@ class StyleTransfer { } async loadModels() { - //Change models accordingly this.styleNet = await tf.loadGraphModel('file://./saved_model_style_inception_js/model.json'); this.transformNet = await tf.loadGraphModel('file://./saved_model_transformer_js/model.json'); } @@ -44,6 +43,34 @@ class StyleTransfer { stylized.dispose(); } + async combineStyles(contentPath, style1Path, style2Path, outputPath, styleRatio = 0.5) { + await this.loadModels(); + + const content = await this.loadImage(contentPath); + const style1 = await this.loadImage(style1Path); + const style2 = await this.loadImage(style2Path); + + const stylized = await tf.tidy(() => { + const contentTensor = content.toFloat().div(tf.scalar(255)).expandDims(); + const style1Tensor = style1.toFloat().div(tf.scalar(255)).expandDims(); + const style2Tensor = style2.toFloat().div(tf.scalar(255)).expandDims(); + + const bottleneck1 = this.styleNet.predict(style1Tensor); + const bottleneck2 = this.styleNet.predict(style2Tensor); + + const combinedBottleneck = tf.tidy(() => { + const scaledBottleneck1 = bottleneck1.mul(tf.scalar(1 - styleRatio)); + const scaledBottleneck2 = bottleneck2.mul(tf.scalar(styleRatio)); + return scaledBottleneck1.add(scaledBottleneck2); + }); + + return this.transformNet.predict([contentTensor, combinedBottleneck]).squeeze(); + }); + + await this.saveImage(stylized, outputPath); + stylized.dispose(); + } + async loadImage(imagePath) { const imageBuffer = fs.readFileSync(imagePath); const tfImage = tf.node.decodeImage(imageBuffer); @@ -59,14 +86,24 @@ class StyleTransfer { async function main() { const styleTransfer = new StyleTransfer(); - //images to be stylized + + // Single style transfer const contentPath = './skull.jpg'; - const stylePath = './flowers.jpg'; + const stylePath = './paint.jpg'; const outputPath = './stylized_image.jpg'; - const styleRatio = 0.8; + const styleRatio = 0.95; await styleTransfer.stylizeImage(contentPath, stylePath, outputPath, styleRatio); - console.log('Stylized image saved to:', outputPath); + console.log('Single style transfer: Stylized image saved to:', outputPath); + + // Combined style transfer + const style1Path = './paint.jpg'; + const style2Path = './flowers.jpg'; + const combinedOutputPath = './combined_stylized_image.jpg'; + const combinedStyleRatio = 0.5; // Equal mix of both styles + + await styleTransfer.combineStyles(contentPath, style1Path, style2Path, combinedOutputPath, combinedStyleRatio); + console.log('Combined style transfer: Stylized image saved to:', combinedOutputPath); } main().catch(console.error); \ No newline at end of file diff --git a/combined_stylized_image.jpg b/combined_stylized_image.jpg new file mode 100644 index 0000000000000000000000000000000000000000..08ee192c37c040a53cc50f87e5a45d8344534e83 GIT binary patch literal 291389 zcmbTdcT`hP*ajG-gNT6irqYxuy(cQtn-oE61VlPW4_&F!1*A8XE+tYzhtPX3p_hc- z6Ka3}%kTU4?4GlK?e3g2bMD;x&Ybs|xij<5Gw%JV z$^RC;Pk@IwUCdw~Bl z+`Es5Pe4d?rv}-b0PNA7`gnMEN)y~^d?)RH_Z@&wNkH{f=rtj=wmH!=m&d~2;(rsf zzo}@W(HTQ?h*-D=k&x2T(K9e|a&bR@!6ParE+Hu;E&o^KEWZOVd38+A`=pSCMBn&rltSM&C4$+EGqt6Syc_IsjaJTXz%Fk z>h9_7>mQ$(oI*^`%+4WEt842Un_JsEn4{y9)3bBz#pQpv?g8-r7uH?+zrg+Jvz=HmNA^X38{olCe01xo)-E|%wB>)7tP&*5_&S;^)CcJIHfJ0-@G2>hF zrsBN=KZK5gyeRBW<&4jsUuVj`FGgJ=0kYz>bi{c@+-$txmdm`Md#mLpHeVKO 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