diff --git a/ComixGAN/model.py b/ComixGAN/model.py
new file mode 100644
index 0000000..ec3439f
--- /dev/null
+++ b/ComixGAN/model.py
@@ -0,0 +1,24 @@
+import errno
+import os
+
+import tensorflow as tf
+from django.conf import settings
+from keras.models import load_model
+from keras_contrib.layers import InstanceNormalization
+
+
+class ComixGAN:
+    def __init__(self):
+        if not os.path.exists(settings.COMIX_GAN_MODEL_PATH):
+            raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), settings.COMIX_GAN_MODEL_PATH)
+        self.graph = tf.Graph()
+        config = tf.ConfigProto()
+        config.gpu_options.per_process_gpu_memory_fraction = 0.6
+        config.gpu_options.allow_growth = True
+        self.session = tf.Session(graph=self.graph, config=config)
+        with self.graph.as_default():
+            with self.session.as_default():
+                with tf.device('/device:GPU:0'):
+                    self.model = load_model(settings.COMIX_GAN_MODEL_PATH,
+                                            custom_objects={'InstanceNormalization': InstanceNormalization})
+
diff --git a/ComixGAN/pretrained_models/generator_model.h5 b/ComixGAN/pretrained_models/generator_model.h5
new file mode 100644
index 0000000..48c80dc
Binary files /dev/null and b/ComixGAN/pretrained_models/generator_model.h5 differ
diff --git a/ComixGAN/pretrained_models/generator_model2.h5 b/ComixGAN/pretrained_models/generator_model2.h5
new file mode 100644
index 0000000..f5ca621
Binary files /dev/null and b/ComixGAN/pretrained_models/generator_model2.h5 differ
diff --git a/api/models.py b/api/models.py
index ee81408..5578d62 100644
--- a/api/models.py
+++ b/api/models.py
@@ -23,7 +23,7 @@ class Video(models.Model):
         yt_pafy = pafy.new(yt_url)
 
         # Use the biggest possible quality with file size < MAX_FILE_SIZE and resolution <= 480px
-        for stream in yt_pafy.videostreams:
+        for stream in reversed(yt_pafy.videostreams):
             if stream.get_filesize() < settings.MAX_FILE_SIZE and int(stream.quality.split("x")[1]) <= 480:
                 tmp_name = uuid.uuid4().hex + ".mp4"
                 relative_path = jj('raw_videos', tmp_name)
@@ -34,22 +34,24 @@ class Video(models.Model):
         else:
             raise TooLargeFile()
 
-    def create_comic(self, frames_mode=0, rl_mode=0, image_assessment_mode=0):
+    def create_comic(self, frames_mode=0, rl_mode=0, image_assessment_mode=0, style_transfer_mode=0):
         (keyframes, keyframes_timings), keyframes_extraction_time = KeyFramesExtractor.get_keyframes(
             video=self,
             frames_mode=frames_mode,
             rl_mode=rl_mode,
             image_assessment_mode=image_assessment_mode
         )
-        stylized_keyframes, stylization_time = StyleTransfer.get_stylized_frames(frames=keyframes)
+        stylized_keyframes, stylization_time = StyleTransfer.get_stylized_frames(frames=keyframes,
+                                                                                 style_transfer_mode=style_transfer_mode)
         comic_image, layout_generation_time = LayoutGenerator.get_layout(frames=stylized_keyframes)
 
         timings = {
             'keyframes_extraction_time': keyframes_extraction_time,
             'stylization_time': stylization_time,
             'layout_generation_time': layout_generation_time,
-            **keyframes_timings
+            'keyframes_extraction_time_details': keyframes_timings
         }
+
         return comic_image, timings
 
 
@@ -61,7 +63,7 @@ class Comic(models.Model):
     @profile
     def create_from_nparray(cls, nparray_file, video):
         if nparray_file.max() <= 1:
-            nparray_file = (nparray_file * 255).astype(int)
+            nparray_file = (nparray_file).astype(int)
         tmp_name = uuid.uuid4().hex + ".png"
         cv2.imwrite(jj(settings.TMP_DIR, tmp_name), nparray_file)
         with open(jj(settings.TMP_DIR, tmp_name), mode="rb") as tmp_file:
diff --git a/api/serializers.py b/api/serializers.py
index 47c7c05..5510527 100644
--- a/api/serializers.py
+++ b/api/serializers.py
@@ -8,7 +8,10 @@ class VideoSerializer(serializers.Serializer):
     file = serializers.FileField()
     frames_mode = serializers.IntegerField(min_value=0, max_value=1, default=settings.DEFAULT_FRAMES_SAMPLING_MODE)
     rl_mode = serializers.IntegerField(min_value=0, max_value=1, default=settings.DEFAULT_RL_MODE)
-    image_assessment_mode = serializers.IntegerField(min_value=0, max_value=1, default=settings.DEFAULT_IMAGE_ASSESSMENT_MODE)
+    image_assessment_mode = serializers.IntegerField(min_value=0, max_value=1,
+                                                     default=settings.DEFAULT_IMAGE_ASSESSMENT_MODE)
+    style_transfer_mode = serializers.IntegerField(min_value=0, max_value=2,
+                                                   default=settings.DEFAULT_STYLE_TRANSFER_MODE)
 
     def validate(self, attrs):
         file = attrs.get("file")
@@ -23,4 +26,7 @@ class YouTubeDownloadSerializer(serializers.Serializer):
     url = serializers.URLField()
     frames_mode = serializers.IntegerField(min_value=0, max_value=1, default=settings.DEFAULT_FRAMES_SAMPLING_MODE)
     rl_mode = serializers.IntegerField(min_value=0, max_value=1, default=settings.DEFAULT_RL_MODE)
-    image_assessment_mode = serializers.IntegerField(min_value=0, max_value=1, default=settings.DEFAULT_IMAGE_ASSESSMENT_MODE)
+    image_assessment_mode = serializers.IntegerField(min_value=0, max_value=1,
+                                                     default=settings.DEFAULT_IMAGE_ASSESSMENT_MODE)
+    style_transfer_mode = serializers.IntegerField(min_value=0, max_value=2,
+                                                   default=settings.DEFAULT_STYLE_TRANSFER_MODE)
diff --git a/api/views.py b/api/views.py
index 77cde9d..9d6fdbe 100644
--- a/api/views.py
+++ b/api/views.py
@@ -22,7 +22,8 @@ class Comixify(APIView):
         comic_image, timings = video.create_comic(
             frames_mode=serializer.validated_data["frames_mode"],
             rl_mode=serializer.validated_data["rl_mode"],
-            image_assessment_mode=serializer.validated_data["image_assessment_mode"]
+            image_assessment_mode=serializer.validated_data["image_assessment_mode"],
+            style_transfer_mode=serializer.validated_data["style_transfer_mode"],
         )
         comic, from_nparray_time = Comic.create_from_nparray(comic_image, video)
         timings['from_nparray_time'] = from_nparray_time
@@ -54,7 +55,8 @@ class ComixifyFromYoutube(APIView):
         comic_image, timings = video.create_comic(
             frames_mode=serializer.validated_data["frames_mode"],
             rl_mode=serializer.validated_data["rl_mode"],
-            image_assessment_mode=serializer.validated_data["image_assessment_mode"]
+            image_assessment_mode=serializer.validated_data["image_assessment_mode"],
+            style_transfer_mode=serializer.validated_data["style_transfer_mode"],
         )
         comic, from_nparray_time = Comic.create_from_nparray(comic_image, video)
         timings['from_nparray_time'] = from_nparray_time
diff --git a/comic_layout/comic_layout.py b/comic_layout/comic_layout.py
index 27a9dad..07a0f9a 100644
--- a/comic_layout/comic_layout.py
+++ b/comic_layout/comic_layout.py
@@ -28,6 +28,6 @@ class LayoutGenerator():
     def _pad_images(frames):
         padded_result_imgs = []
         for img in frames:
-            padded_img = cv2.copyMakeBorder(img, 5, 5, 5, 5, cv2.BORDER_CONSTANT, value=(1, 1, 1))
+            padded_img = cv2.copyMakeBorder(img, 5, 5, 5, 5, cv2.BORDER_CONSTANT, value=(255, 255, 255))
             padded_result_imgs.append(padded_img)
         return padded_result_imgs
diff --git a/dockerfile b/dockerfile
index 718986e..4cb1229 100644
--- a/dockerfile
+++ b/dockerfile
@@ -10,10 +10,7 @@ RUN apt-get update && apt-get install -y apt-utils software-properties-common &&
     libsnappy-dev protobuf-compiler \
     python-numpy python-setuptools python-scipy \
     libavformat-dev libswscale-dev unzip && \
-    python3.6 -m pip install --upgrade pip && \
-    python3.6 -m pip install jupyter ipywidgets jupyterlab && \
-    python3.6 -m pip install h5py keras && \
-    python3.6 -m pip install scikit-image opencv-contrib-python pyyaml
+    python3.6 -m pip install --upgrade pip
 
 RUN mkdir /comixify
 COPY ./Makefile.config /comixify/Makefile.config
@@ -45,7 +42,8 @@ RUN echo "$CAFFE_ROOT/build/lib" >> /etc/ld.so.conf.d/caffe.conf && ldconfig &&
 WORKDIR /comixify
 COPY . /comixify
 RUN unzip popularity/pretrained_model/svr_test_11.10.sk.zip -d popularity/pretrained_model/ && \
-    python3.6 -m pip install -r requirements.txt
+    python3.6 -m pip install -r requirements.txt && \
+    python3.6 -m pip install git+https://www.github.com/keras-team/keras-contrib.git
 
 
 # Port to expose
diff --git a/frontend/client/App.js b/frontend/client/App.js
index db415a3..6890700 100644
--- a/frontend/client/App.js
+++ b/frontend/client/App.js
@@ -32,7 +32,8 @@ class App extends React.Component {
 			result_comics: null,
             framesMode: "0",
             rlMode: "0",
-            imageAssessment: "0"
+            imageAssessment: "0",
+			styleTransferMode: "0",
 		};
 		this.onVideoDrop = this.onVideoDrop.bind(this);
         this.onModelChange = this.onModelChange.bind(this);
@@ -40,6 +41,7 @@ class App extends React.Component {
         this.onYouTubeSubmit = this.onYouTubeSubmit.bind(this);
         this.onSamplingChange = this.onSamplingChange.bind(this);
         this.onImageAssessmentChange = this.onImageAssessmentChange.bind(this);
+        this.styleTransferChange = this.styleTransferChange.bind(this);
 	}
 	static onVideoUploadProgress(progressEvent) {
 		let percentCompleted = Math.round(
@@ -52,6 +54,12 @@ class App extends React.Component {
 	    this.setState({
             rlMode: value
         })
+    }
+	styleTransferChange(e) {
+	    let value = e.currentTarget.value;
+	    this.setState({
+            styleTransferMode: value
+        })
     }
 	onSamplingChange(e) {
 	    let value = e.currentTarget.value;
@@ -78,12 +86,13 @@ class App extends React.Component {
         }
     }
 	processVideo(video) {
-		let { framesMode, rlMode, imageAssessment } = this.state;
+		let { framesMode, rlMode, imageAssessment, styleTransferMode } = this.state;
 		let data = new FormData();
 		data.append("file", video);
 		data.set('frames_mode', parseInt(framesMode));
 		data.set('rl_mode', parseInt(rlMode));
 		data.set("image_assessment_mode", parseInt(imageAssessment));
+		data.set('style_transfer_mode', parseInt(styleTransferMode));
 		post(COMIXIFY_API, data, {
 			headers: { "content-type": "multipart/form-data" },
 			onUploadProgress: App.onVideoUploadProgress
@@ -111,12 +120,13 @@ class App extends React.Component {
 		this.processVideo(files[0]);
 	}
 	submitYouTube(link) {
-	    let { framesMode, rlMode, imageAssessment } = this.state;
+	    let { framesMode, rlMode, imageAssessment, styleTransferMode } = this.state;
 	    post(FROM_YOUTUBE_API, {
 		    url: link,
 			frames_mode: parseInt(framesMode),
 			rl_mode: parseInt(rlMode),
-			image_assessment_mode: parseInt(imageAssessment)
+			image_assessment_mode: parseInt(imageAssessment),
+			style_transfer_mode: parseInt(styleTransferMode)
         })
 			.then(this.handleResponse)
 			.catch(err => {
@@ -143,7 +153,7 @@ class App extends React.Component {
 	}
 	render() {
 		let {
-		    state, drop_errors, result_comics, framesMode, rlMode, videoId, imageAssessment
+		    state, drop_errors, result_comics, framesMode, rlMode, videoId, imageAssessment, styleTransferMode
 		} = this.state;
 		let showUsage = [
 			App.appStates.INITIAL,
@@ -231,6 +241,36 @@ class App extends React.Component {
                                 onChange={this.onImageAssessmentChange}
                             />
                             <label htmlFor="image-assessment-1">Popularity</label>
+						</div>
+                        <div>
+                            <span>Style Transfer model:</span>
+                            <input
+                                type="radio"
+                                name="style-model"
+                                id="style-model-0"
+                                value="0"
+                                checked={styleTransferMode === "0"}
+                                onChange={this.styleTransferChange}
+                            />
+                            <label htmlFor="style-model-0">ComixGAN</label>
+                            <input
+                                type="radio"
+                                name="style-model"
+                                id="style-model-1"
+                                value="1"
+                                checked={styleTransferMode === "1"}
+                                onChange={this.styleTransferChange}
+                            />
+                            <label htmlFor="style-model-1">CartoonGAN-Hayao</label>
+                            <input
+                                type="radio"
+                                name="style-model"
+                                id="style-model-2"
+                                value="2"
+                                checked={styleTransferMode === "2"}
+                                onChange={this.styleTransferChange}
+                            />
+                            <label htmlFor="style-model-2">CartoonGAN-Hosoda</label>
                         </div>
                     </div>
 				)}
diff --git a/frontend/static/frontend/js/app.client.js b/frontend/static/frontend/js/app.client.js
index ddd1f75..3be7132 100644
--- a/frontend/static/frontend/js/app.client.js
+++ b/frontend/static/frontend/js/app.client.js
@@ -1,9 +1,9 @@
-!function(e){var t={};function n(r){if(t[r])return t[r].exports;var o=t[r]={i:r,l:!1,exports:{}};return e[r].call(o.exports,o,o.exports,n),o.l=!0,o.exports}n.m=e,n.c=t,n.d=function(e,t,r){n.o(e,t)||Object.defineProperty(e,t,{enumerable:!0,get:r})},n.r=function(e){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(e,"__esModule",{value:!0})},n.t=function(e,t){if(1&t&&(e=n(e)),8&t)return e;if(4&t&&"object"==typeof e&&e&&e.__esModule)return e;var r=Object.create(null);if(n.r(r),Object.defineProperty(r,"default",{enumerable:!0,value:e}),2&t&&"string"!=typeof e)for(var o in e)n.d(r,o,function(t){return e[t]}.bind(null,o));return r},n.n=function(e){var t=e&&e.__esModule?function(){return e.default}:function(){return e};return n.d(t,"a",t),t},n.o=function(e,t){return Object.prototype.hasOwnProperty.call(e,t)},n.p="",n(n.s=267)}([function(e,t,n){"use strict";e.exports=n(100)},function(e,t,n){e.exports=n(107)()},function(e,t,n){"use strict";n.r(t),function(e){n.d(t,"flush",function(){return i}),n.d(t,"hydrate",function(){return u}),n.d(t,"cx",function(){return l}),n.d(t,"merge",function(){return s}),n.d(t,"getRegisteredStyles",function(){return c}),n.d(t,"injectGlobal",function(){return f}),n.d(t,"keyframes",function(){return p}),n.d(t,"css",function(){return d}),n.d(t,"sheet",function(){return h}),n.d(t,"caches",function(){return m});var r=n(99),o=void 0!==e?e:{},a=Object(r.a)(o),i=a.flush,u=a.hydrate,l=a.cx,s=a.merge,c=a.getRegisteredStyles,f=a.injectGlobal,p=a.keyframes,d=a.css,h=a.sheet,m=a.caches}.call(this,n(41))},function(e,t,n){"use strict";t.__esModule=!0;var r=function(e){return e&&e.__esModule?e:{default:e}}(n(87));t.default=function(e,t){if(!e)throw new ReferenceError("this hasn't been initialised - super() hasn't been called");return!t||"object"!==(void 0===t?"undefined":(0,r.default)(t))&&"function"!=typeof t?e:t}},function(e,t,n){"use strict";n.r(t);var r=n(0),o=n.n(r),a=n(8),i=n.n(a),u=n(13),l=n.n(u),s=n(5),c=n.n(s),f=n(3),p=n.n(f),d=n(6),h=n.n(d);function m(){var e=this.constructor.getDerivedStateFromProps(this.props,this.state);null!==e&&void 0!==e&&this.setState(e)}function y(e){this.setState(function(t){var n=this.constructor.getDerivedStateFromProps(e,t);return null!==n&&void 0!==n?n:null}.bind(this))}function v(e,t){try{var n=this.props,r=this.state;this.props=e,this.state=t,this.__reactInternalSnapshotFlag=!0,this.__reactInternalSnapshot=this.getSnapshotBeforeUpdate(n,r)}finally{this.props=n,this.state=r}}function g(e){var t=e.prototype;if(!t||!t.isReactComponent)throw new Error("Can only polyfill class components");if("function"!=typeof e.getDerivedStateFromProps&&"function"!=typeof t.getSnapshotBeforeUpdate)return e;var n=null,r=null,o=null;if("function"==typeof t.componentWillMount?n="componentWillMount":"function"==typeof t.UNSAFE_componentWillMount&&(n="UNSAFE_componentWillMount"),"function"==typeof t.componentWillReceiveProps?r="componentWillReceiveProps":"function"==typeof t.UNSAFE_componentWillReceiveProps&&(r="UNSAFE_componentWillReceiveProps"),"function"==typeof t.componentWillUpdate?o="componentWillUpdate":"function"==typeof t.UNSAFE_componentWillUpdate&&(o="UNSAFE_componentWillUpdate"),null!==n||null!==r||null!==o){var a=e.displayName||e.name,i="function"==typeof e.getDerivedStateFromProps?"getDerivedStateFromProps()":"getSnapshotBeforeUpdate()";throw Error("Unsafe legacy lifecycles will not be called for components using new component APIs.\n\n"+a+" uses "+i+" but also contains the following legacy lifecycles:"+(null!==n?"\n  "+n:"")+(null!==r?"\n  "+r:"")+(null!==o?"\n  "+o:"")+"\n\nThe above lifecycles should be removed. 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P,C=n(95),O=n(2),T=n(36),N=/^((children|dangerouslySetInnerHTML|key|ref|autoFocus|defaultValue|defaultChecked|innerHTML|suppressContentEditableWarning|valueLink|accept|acceptCharset|accessKey|action|allow|allowFullScreen|allowTransparency|alt|async|autoComplete|autoPlay|capture|cellPadding|cellSpacing|challenge|charSet|checked|cite|classID|className|cols|colSpan|content|contentEditable|contextMenu|controls|controlsList|coords|crossOrigin|data|dateTime|default|defer|dir|disabled|download|draggable|encType|form|formAction|formEncType|formMethod|formNoValidate|formTarget|frameBorder|headers|height|hidden|high|href|hrefLang|htmlFor|httpEquiv|id|inputMode|integrity|is|keyParams|keyType|kind|label|lang|list|loop|low|marginHeight|marginWidth|max|maxLength|media|mediaGroup|method|min|minLength|multiple|muted|name|nonce|noValidate|open|optimum|pattern|placeholder|playsInline|poster|preload|profile|radioGroup|readOnly|referrerPolicy|rel|required|reversed|role|rows|rowSpan|sandbox|scope|scoped|scrolling|seamless|selected|shape|size|sizes|slot|span|spellCheck|src|srcDoc|srcLang|srcSet|start|step|style|summary|tabIndex|target|title|type|useMap|value|width|wmode|wrap|about|datatype|inlist|prefix|property|resource|typeof|vocab|autoCapitalize|autoCorrect|autoSave|color|itemProp|itemScope|itemType|itemID|itemRef|results|security|unselectable|accentHeight|accumulate|additive|alignmentBaseline|allowReorder|alphabetic|amplitude|arabicForm|ascent|attributeName|attributeType|autoReverse|azimuth|baseFrequency|baselineShift|baseProfile|bbox|begin|bias|by|calcMode|capHeight|clip|clipPathUnits|clipPath|clipRule|colorInterpolation|colorInterpolationFilters|colorProfile|colorRendering|contentScriptType|contentStyleType|cursor|cx|cy|d|decelerate|descent|diffuseConstant|direction|display|divisor|dominantBaseline|dur|dx|dy|edgeMode|elevation|enableBackground|end|exponent|externalResourcesRequired|fill|fillOpacity|fillRule|filter|filterRes|filterUnits|floodColor|floodOpacity|focusable|fontFamily|fontSize|fontSizeAdjust|fontStretch|fontStyle|fontVariant|fontWeight|format|from|fr|fx|fy|g1|g2|glyphName|glyphOrientationHorizontal|glyphOrientationVertical|glyphRef|gradientTransform|gradientUnits|hanging|horizAdvX|horizOriginX|ideographic|imageRendering|in|in2|intercept|k|k1|k2|k3|k4|kernelMatrix|kernelUnitLength|kerning|keyPoints|keySplines|keyTimes|lengthAdjust|letterSpacing|lightingColor|limitingConeAngle|local|markerEnd|markerMid|markerStart|markerHeight|markerUnits|markerWidth|mask|maskContentUnits|maskUnits|mathematical|mode|numOctaves|offset|opacity|operator|order|orient|orientation|origin|overflow|overlinePosition|overlineThickness|panose1|paintOrder|pathLength|patternContentUnits|patternTransform|patternUnits|pointerEvents|points|pointsAtX|pointsAtY|pointsAtZ|preserveAlpha|preserveAspectRatio|primitiveUnits|r|radius|refX|refY|renderingIntent|repeatCount|repeatDur|requiredExtensions|requiredFeatures|restart|result|rotate|rx|ry|scale|seed|shapeRendering|slope|spacing|specularConstant|specularExponent|speed|spreadMethod|startOffset|stdDeviation|stemh|stemv|stitchTiles|stopColor|stopOpacity|strikethroughPosition|strikethroughThickness|string|stroke|strokeDasharray|strokeDashoffset|strokeLinecap|strokeLinejoin|strokeMiterlimit|strokeOpacity|strokeWidth|surfaceScale|systemLanguage|tableValues|targetX|targetY|textAnchor|textDecoration|textRendering|textLength|to|transform|u1|u2|underlinePosition|underlineThickness|unicode|unicodeBidi|unicodeRange|unitsPerEm|vAlphabetic|vHanging|vIdeographic|vMathematical|values|vectorEffect|version|vertAdvY|vertOriginX|vertOriginY|viewBox|viewTarget|visibility|widths|wordSpacing|writingMode|x|xHeight|x1|x2|xChannelSelector|xlinkActuate|xlinkArcrole|xlinkHref|xlinkRole|xlinkShow|xlinkTitle|xlinkType|xmlBase|xmlns|xmlnsXlink|xmlLang|xmlSpace|y|y1|y2|yChannelSelector|z|zoomAndPan|for|class)|(on[A-Z].*)|((data|aria|x)-.*))$/i,j=(Object(T.a)(N.test.bind(N)),"__EMOTION_THEMING__");(P={})[j]=f.a.object;o.a;const A="/comixify/",U="/comixify/from_yt/",z=5e7,R="video/*";class D extends o.a.Component{constructor(e){super(e),this.ytInput=o.a.createRef(),this.state={state:D.appStates.INITIAL,videoId:null,drop_errors:[],result_comics:null,framesMode:"0",rlMode:"0",imageAssessment:"0"},this.onVideoDrop=this.onVideoDrop.bind(this),this.onModelChange=this.onModelChange.bind(this),this.handleResponse=this.handleResponse.bind(this),this.onYouTubeSubmit=this.onYouTubeSubmit.bind(this),this.onSamplingChange=this.onSamplingChange.bind(this),this.onImageAssessmentChange=this.onImageAssessmentChange.bind(this)}static onVideoUploadProgress(e){let t=Math.round(100*e.loaded/e.total);console.log(t)}onModelChange(e){let t=e.currentTarget.value;this.setState({rlMode:t})}onSamplingChange(e){let t=e.currentTarget.value;this.setState({framesMode:t})}onImageAssessmentChange(e){let t=e.currentTarget.value;this.setState({imageAssessment:t})}handleResponse(e){"ok"===e.data.status_message?this.setState({state:D.appStates.FINISHED,result_comics:e.data.comic}):this.setState({state:D.appStates.UPLOAD_ERROR})}processVideo(e){let{framesMode:t,rlMode:n,imageAssessment:r}=this.state,o=new FormData;o.append("file",e),o.set("frames_mode",parseInt(t)),o.set("rl_mode",parseInt(n)),o.set("image_assessment_mode",parseInt(r)),Object(s.post)(A,o,{headers:{"content-type":"multipart/form-data"},onUploadProgress:D.onVideoUploadProgress}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})}),this.setState({state:D.appStates.PROCESSING})}onVideoDrop(e,t){if(0!==t.length)return console.error(t),void this.setState({drop_errors:["Maximum size for single video is 50MB"],state:D.appStates.DROP_ERROR});this.processVideo(e[0])}submitYouTube(e){let{framesMode:t,rlMode:n,imageAssessment:r}=this.state;Object(s.post)(U,{url:e,frames_mode:parseInt(t),rl_mode:parseInt(n),image_assessment_mode:parseInt(r)}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})})}onYouTubeSubmit(){let e=this.ytInput.current.value;this.submitYouTube(e),this.setState({state:D.appStates.PROCESSING})}onSamplePlay(e){let t="https://www.youtube.com/watch?v="+e;this.submitYouTube(t),this.setState({videoId:e,state:D.appStates.SAMPLE_PROCESSING})}render(){let{state:e,drop_errors:t,result_comics:n,framesMode:r,rlMode:a,videoId:i,imageAssessment:u}=this.state,s=[D.appStates.INITIAL,D.appStates.UPLOAD_ERROR,D.appStates.DROP_ERROR,D.appStates.FINISHED].includes(e),c=[D.appStates.SAMPLE_PROCESSING,D.appStates.PROCESSING].includes(e);return o.a.createElement("div",null,e===D.appStates.FINISHED&&[o.a.createElement("img",{key:"1",src:n}),o.a.createElement("p",{key:"2"},"Go again:")],e===D.appStates.DROP_ERROR&&t.map((e,t)=>o.a.createElement("p",{key:t},e)),e===D.appStates.UPLOAD_ERROR&&o.a.createElement("p",null,"Server Error: Please try again later."),s&&o.a.createElement("div",null,o.a.createElement("div",null,"Pipeline settings:"),o.a.createElement("div",null,o.a.createElement("span",null,"Frame sampling:"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-0",value:"0",checked:"0"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-0"},"2fps sampling"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-1",value:"1",checked:"1"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-1"},"I-frame sampling")),o.a.createElement("div",null,o.a.createElement("span",null,"Extraction model:"),o.a.createElement("input",{type:"radio",name:"model",id:"model-0",value:"0",checked:"0"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-0"},"Basic model"),o.a.createElement("input",{type:"radio",name:"model",id:"model-1",value:"1",checked:"1"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-1"},"+VTW model")),o.a.createElement("div",null,o.a.createElement("span",null,"Image assessment:"),o.a.createElement("input",{type:"radio",name:"image-assessment",id:"image-assessment-0",value:"0",checked:"0"===u,onChange:this.onImageAssessmentChange}),o.a.createElement("label",{htmlFor:"image-assessment-0"},"NIMA"),o.a.createElement("input",{type:"radio",name:"image-assessment",id:"image-assessment-1",value:"1",checked:"1"===u,onChange:this.onImageAssessmentChange}),o.a.createElement("label",{htmlFor:"image-assessment-1"},"Popularity"))),s&&o.a.createElement(S,{onDrop:this.onVideoDrop,accept:R,maxSize:z,className:"dropzone",acceptClassName:"dropzone--accepted",rejectClassName:"dropzone--rejected",multiple:!1},o.a.createElement("p",null,"Drop video here, or click to select manually")),s&&o.a.createElement("div",null,o.a.createElement("label",{htmlFor:"yt-link",className:"yt-label"},"Or use YouTube link:"),o.a.createElement("input",{type:"url",id:"yt-link",ref:this.ytInput}),o.a.createElement("button",{onClick:this.onYouTubeSubmit},"Run"),o.a.createElement("div",{className:"yt-clips-label"},"Or select one of sample videos:"),o.a.createElement("div",{className:"youtube-clips"},o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Documentary"),o.a.createElement(l.a,{videoId:"gr1ps0ooDhU",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"gr1ps0ooDhU")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Sports"),o.a.createElement(l.a,{videoId:"MqqyD0nP1LQ",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"MqqyD0nP1LQ")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Music video"),o.a.createElement(l.a,{videoId:"kJQP7kiw5Fk",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"kJQP7kiw5Fk")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Politics"),o.a.createElement(l.a,{videoId:"F2b-2YnfZso",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"F2b-2YnfZso")})))),e===D.appStates.SAMPLE_PROCESSING&&o.a.createElement(l.a,{videoId:i,opts:{height:"390",width:"640",playerVars:{autoplay:1}}}),c&&o.a.createElement(C.BarLoader,{color:"rgb(54, 215, 183)",className:Object(O.css)("margin:20px auto 0 auto;"),width:10,widthUnit:"rem"}))}}D.appStates={INITIAL:0,PROCESSING:1,FINISHED:2,UPLOAD_ERROR:3,DROP_ERROR:4,SAMPLE_PROCESSING:5},i.a.render(o.a.createElement(D,null),document.getElementById("demo"))}]);
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Array.from(e)}(s.splice(0))),r&&r.call(t,s,c,e),c.length>0&&a&&a.call(t,c,e),s.length>0&&o&&o.call(t,s,e)})}},{key:"onClick",value:function(e){var t=this.props,n=t.onClick;t.disableClick||(e.stopPropagation(),n&&n.call(this,e),function(){var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:window.navigator.userAgent;return function(e){return-1!==e.indexOf("MSIE")||-1!==e.indexOf("Trident/")}(e)||function(e){return-1!==e.indexOf("Edge/")}(e)}()?setTimeout(this.open.bind(this),0):this.open())}},{key:"onInputElementClick",value:function(e){e.stopPropagation(),this.props.inputProps&&this.props.inputProps.onClick&&this.props.inputProps.onClick()}},{key:"onFileDialogCancel",value:function(){var e=this,t=this.props.onFileDialogCancel;this.isFileDialogActive&&setTimeout(function(){null!=e.fileInputEl&&(e.fileInputEl.files.length||(e.isFileDialogActive=!1)),"function"==typeof t&&t()},300)}},{key:"setRef",value:function(e){this.node=e}},{key:"setRefs",value:function(e){this.fileInputEl=e}},{key:"open",value:function(){this.isFileDialogActive=!0,this.fileInputEl.value=null,this.fileInputEl.click()}},{key:"render",value:function(){var e=this.props,t=e.accept,n=e.acceptClassName,r=e.activeClassName,a=e.children,i=e.disabled,u=e.disabledClassName,l=e.inputProps,s=e.multiple,c=e.name,f=e.rejectClassName,p=E(e,["accept","acceptClassName","activeClassName","children","disabled","disabledClassName","inputProps","multiple","name","rejectClassName"]),d=p.acceptStyle,y=p.activeStyle,_=p.className,k=void 0===_?"":_,S=p.disabledStyle,P=p.rejectStyle,C=p.style,O=E(p,["acceptStyle","activeStyle","className","disabledStyle","rejectStyle","style"]),T=this.state,N=T.isDragActive,j=T.draggedFiles,A=j.length,U=s||A<=1,z=A>0&&function(e,t){return e.every(function(e){return m(e,t)})}(j,this.props.accept),R=A>0&&(!z||!U),D=!(k||C||y||d||P||S);N&&r&&(k+=" "+r),z&&n&&(k+=" 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o.a.createElement("div",x({className:k,style:M},I,{onClick:this.composeHandlers(this.onClick),onDragStart:this.composeHandlers(this.onDragStart),onDragEnter:this.composeHandlers(this.onDragEnter),onDragOver:this.composeHandlers(this.onDragOver),onDragLeave:this.composeHandlers(this.onDragLeave),onDrop:this.composeHandlers(this.onDrop),ref:this.setRef,"aria-disabled":i}),this.renderChildren(a,N,z,R),o.a.createElement("input",x({},l,F)))}}]),t}(),S=k;k.propTypes={accept:f.a.oneOfType([f.a.string,f.a.arrayOf(f.a.string)]),children:f.a.oneOfType([f.a.node,f.a.func]),disableClick:f.a.bool,disabled:f.a.bool,disablePreview:f.a.bool,preventDropOnDocument:f.a.bool,inputProps:f.a.object,multiple:f.a.bool,name:f.a.string,maxSize:f.a.number,minSize:f.a.number,className:f.a.string,activeClassName:f.a.string,acceptClassName:f.a.string,rejectClassName:f.a.string,disabledClassName:f.a.string,style:f.a.object,activeStyle:f.a.object,acceptStyle:f.a.object,rejectStyle:f.a.object,disabledStyle:f.a.object,getDataTransferItems:f.a.func,onClick:f.a.func,onDrop:f.a.func,onDropAccepted:f.a.func,onDropRejected:f.a.func,onDragStart:f.a.func,onDragEnter:f.a.func,onDragOver:f.a.func,onDragLeave:f.a.func,onFileDialogCancel:f.a.func},k.defaultProps={preventDropOnDocument:!0,disabled:!1,disablePreview:!1,disableClick:!1,inputProps:{},multiple:!0,maxSize:1/0,minSize:0,getDataTransferItems:function(e){var t=[];if(e.dataTransfer){var n=e.dataTransfer;n.files&&n.files.length?t=n.files:n.items&&n.items.length&&(t=n.items)}else e.target&&e.target.files&&(t=e.target.files);return Array.prototype.slice.call(t)}};var P,C=n(95),O=n(2),T=n(36),N=/^((children|dangerouslySetInnerHTML|key|ref|autoFocus|defaultValue|defaultChecked|innerHTML|suppressContentEditableWarning|valueLink|accept|acceptCharset|accessKey|action|allow|allowFullScreen|allowTransparency|alt|async|autoComplete|autoPlay|capture|cellPadding|cellSpacing|challenge|charSet|checked|cite|classID|className|cols|colSpan|content|contentEditable|contextMenu|controls|controlsList|coords|crossOrigin|data|dateTime|default|defer|dir|disabled|download|draggable|encType|form|formAction|formEncType|formMethod|formNoValidate|formTarget|frameBorder|headers|height|hidden|high|href|hrefLang|htmlFor|httpEquiv|id|inputMode|integrity|is|keyParams|keyType|kind|label|lang|list|loop|low|marginHeight|marginWidth|max|maxLength|media|mediaGroup|method|min|minLength|multiple|muted|name|nonce|noValidate|open|optimum|pattern|placeholder|playsInline|poster|preload|profile|radioGroup|readOnly|referrerPolicy|rel|required|reversed|role|rows|rowSpan|sandbox|scope|scoped|scrolling|seamless|selected|shape|size|sizes|slot|span|spellCheck|src|srcDoc|srcLang|srcSet|start|step|style|summary|tabIndex|target|title|type|useMap|value|width|wmode|wrap|about|datatype|inlist|prefix|property|resource|typeof|vocab|autoCapitalize|autoCorrect|autoSave|color|itemProp|itemScope|itemType|itemID|itemRef|results|security|unselectable|accentHeight|accumulate|additive|alignmentBaseline|allowReorder|alphabetic|amplitude|arabicForm|ascent|attributeName|attributeType|autoReverse|azimuth|baseFrequency|baselineShift|baseProfile|bbox|begin|bias|by|calcMode|capHeight|clip|clipPathUnits|clipPath|clipRule|colorInterpolation|colorInterpolationFilters|colorProfile|colorRendering|contentScriptType|contentStyleType|cursor|cx|cy|d|decelerate|descent|diffuseConstant|direction|display|divisor|dominantBaseline|dur|dx|dy|edgeMode|elevation|enableBackground|end|exponent|externalResourcesRequired|fill|fillOpacity|fillRule|filter|filterRes|filterUnits|floodColor|floodOpacity|focusable|fontFamily|fontSize|fontSizeAdjust|fontStretch|fontStyle|fontVariant|fontWeight|format|from|fr|fx|fy|g1|g2|glyphName|glyphOrientationHorizontal|glyphOrientationVertical|glyphRef|gradientTransform|gradientUnits|hanging|horizAdvX|horizOriginX|ideographic|imageRendering|in|in2|intercept|k|k1|k2|k3|k4|kernelMatrix|kernelUnitLength|kerning|keyPoints|keySplines|keyTimes|lengthAdjust|letterSpacing|lightingColor|limitingConeAngle|local|markerEnd|markerMid|markerStart|markerHeight|markerUnits|markerWidth|mask|maskContentUnits|maskUnits|mathematical|mode|numOctaves|offset|opacity|operator|order|orient|orientation|origin|overflow|overlinePosition|overlineThickness|panose1|paintOrder|pathLength|patternContentUnits|patternTransform|patternUnits|pointerEvents|points|pointsAtX|pointsAtY|pointsAtZ|preserveAlpha|preserveAspectRatio|primitiveUnits|r|radius|refX|refY|renderingIntent|repeatCount|repeatDur|requiredExtensions|requiredFeatures|restart|result|rotate|rx|ry|scale|seed|shapeRendering|slope|spacing|specularConstant|specularExponent|speed|spreadMethod|startOffset|stdDeviation|stemh|stemv|stitchTiles|stopColor|stopOpacity|strikethroughPosition|strikethroughThickness|string|stroke|strokeDasharray|strokeDashoffset|strokeLinecap|strokeLinejoin|strokeMiterlimit|strokeOpacity|strokeWidth|surfaceScale|systemLanguage|tableValues|targetX|targetY|textAnchor|textDecoration|textRendering|textLength|to|transform|u1|u2|underlinePosition|underlineThickness|unicode|unicodeBidi|unicodeRange|unitsPerEm|vAlphabetic|vHanging|vIdeographic|vMathematical|values|vectorEffect|version|vertAdvY|vertOriginX|vertOriginY|viewBox|viewTarget|visibility|widths|wordSpacing|writingMode|x|xHeight|x1|x2|xChannelSelector|xlinkActuate|xlinkArcrole|xlinkHref|xlinkRole|xlinkShow|xlinkTitle|xlinkType|xmlBase|xmlns|xmlnsXlink|xmlLang|xmlSpace|y|y1|y2|yChannelSelector|z|zoomAndPan|for|class)|(on[A-Z].*)|((data|aria|x)-.*))$/i,j=(Object(T.a)(N.test.bind(N)),"__EMOTION_THEMING__");(P={})[j]=f.a.object;o.a;const A="/comixify/",U="/comixify/from_yt/",z=5e7,R="video/*";class D extends o.a.Component{constructor(e){super(e),this.ytInput=o.a.createRef(),this.state={state:D.appStates.INITIAL,videoId:null,drop_errors:[],result_comics:null,framesMode:"0",rlMode:"0",imageAssessment:"0",styleTransferMode:"0"},this.onVideoDrop=this.onVideoDrop.bind(this),this.onModelChange=this.onModelChange.bind(this),this.handleResponse=this.handleResponse.bind(this),this.onYouTubeSubmit=this.onYouTubeSubmit.bind(this),this.onSamplingChange=this.onSamplingChange.bind(this),this.onImageAssessmentChange=this.onImageAssessmentChange.bind(this),this.styleTransferChange=this.styleTransferChange.bind(this)}static onVideoUploadProgress(e){let t=Math.round(100*e.loaded/e.total);console.log(t)}onModelChange(e){let t=e.currentTarget.value;this.setState({rlMode:t})}styleTransferChange(e){let t=e.currentTarget.value;this.setState({styleTransferMode:t})}onSamplingChange(e){let t=e.currentTarget.value;this.setState({framesMode:t})}onImageAssessmentChange(e){let t=e.currentTarget.value;this.setState({imageAssessment:t})}handleResponse(e){"ok"===e.data.status_message?this.setState({state:D.appStates.FINISHED,result_comics:e.data.comic}):this.setState({state:D.appStates.UPLOAD_ERROR})}processVideo(e){let{framesMode:t,rlMode:n,imageAssessment:r,styleTransferMode:o}=this.state,a=new FormData;a.append("file",e),a.set("frames_mode",parseInt(t)),a.set("rl_mode",parseInt(n)),a.set("image_assessment_mode",parseInt(r)),a.set("style_transfer_mode",parseInt(o)),Object(s.post)(A,a,{headers:{"content-type":"multipart/form-data"},onUploadProgress:D.onVideoUploadProgress}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})}),this.setState({state:D.appStates.PROCESSING})}onVideoDrop(e,t){if(0!==t.length)return console.error(t),void this.setState({drop_errors:["Maximum size for single video is 50MB"],state:D.appStates.DROP_ERROR});this.processVideo(e[0])}submitYouTube(e){let{framesMode:t,rlMode:n,imageAssessment:r,styleTransferMode:o}=this.state;Object(s.post)(U,{url:e,frames_mode:parseInt(t),rl_mode:parseInt(n),image_assessment_mode:parseInt(r),style_transfer_mode:parseInt(o)}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})})}onYouTubeSubmit(){let e=this.ytInput.current.value;this.submitYouTube(e),this.setState({state:D.appStates.PROCESSING})}onSamplePlay(e){let t="https://www.youtube.com/watch?v="+e;this.submitYouTube(t),this.setState({videoId:e,state:D.appStates.SAMPLE_PROCESSING})}render(){let{state:e,drop_errors:t,result_comics:n,framesMode:r,rlMode:a,videoId:i,imageAssessment:u,styleTransferMode:s}=this.state,c=[D.appStates.INITIAL,D.appStates.UPLOAD_ERROR,D.appStates.DROP_ERROR,D.appStates.FINISHED].includes(e),f=[D.appStates.SAMPLE_PROCESSING,D.appStates.PROCESSING].includes(e);return o.a.createElement("div",null,e===D.appStates.FINISHED&&[o.a.createElement("img",{key:"1",src:n}),o.a.createElement("p",{key:"2"},"Go again:")],e===D.appStates.DROP_ERROR&&t.map((e,t)=>o.a.createElement("p",{key:t},e)),e===D.appStates.UPLOAD_ERROR&&o.a.createElement("p",null,"Server Error: Please try again later."),c&&o.a.createElement("div",null,o.a.createElement("div",null,"Pipeline settings:"),o.a.createElement("div",null,o.a.createElement("span",null,"Frame sampling:"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-0",value:"0",checked:"0"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-0"},"2fps sampling"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-1",value:"1",checked:"1"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-1"},"I-frame sampling")),o.a.createElement("div",null,o.a.createElement("span",null,"Extraction model:"),o.a.createElement("input",{type:"radio",name:"model",id:"model-0",value:"0",checked:"0"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-0"},"Basic model"),o.a.createElement("input",{type:"radio",name:"model",id:"model-1",value:"1",checked:"1"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-1"},"+VTW model")),o.a.createElement("div",null,o.a.createElement("span",null,"Image assessment:"),o.a.createElement("input",{type:"radio",name:"image-assessment",id:"image-assessment-0",value:"0",checked:"0"===u,onChange:this.onImageAssessmentChange}),o.a.createElement("label",{htmlFor:"image-assessment-0"},"NIMA"),o.a.createElement("input",{type:"radio",name:"image-assessment",id:"image-assessment-1",value:"1",checked:"1"===u,onChange:this.onImageAssessmentChange}),o.a.createElement("label",{htmlFor:"image-assessment-1"},"Popularity")),o.a.createElement("div",null,o.a.createElement("span",null,"Style Transfer model:"),o.a.createElement("input",{type:"radio",name:"style-model",id:"style-model-0",value:"0",checked:"0"===s,onChange:this.styleTransferChange}),o.a.createElement("label",{htmlFor:"style-model-0"},"ComixGAN"),o.a.createElement("input",{type:"radio",name:"style-model",id:"style-model-1",value:"1",checked:"1"===s,onChange:this.styleTransferChange}),o.a.createElement("label",{htmlFor:"style-model-1"},"CartoonGAN-Hayao"),o.a.createElement("input",{type:"radio",name:"style-model",id:"style-model-2",value:"2",checked:"2"===s,onChange:this.styleTransferChange}),o.a.createElement("label",{htmlFor:"style-model-2"},"CartoonGAN-Hosoda"))),c&&o.a.createElement(S,{onDrop:this.onVideoDrop,accept:R,maxSize:z,className:"dropzone",acceptClassName:"dropzone--accepted",rejectClassName:"dropzone--rejected",multiple:!1},o.a.createElement("p",null,"Drop video here, or click to select manually")),c&&o.a.createElement("div",null,o.a.createElement("label",{htmlFor:"yt-link",className:"yt-label"},"Or use YouTube link:"),o.a.createElement("input",{type:"url",id:"yt-link",ref:this.ytInput}),o.a.createElement("button",{onClick:this.onYouTubeSubmit},"Run"),o.a.createElement("div",{className:"yt-clips-label"},"Or select one of sample videos:"),o.a.createElement("div",{className:"youtube-clips"},o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Documentary"),o.a.createElement(l.a,{videoId:"gr1ps0ooDhU",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"gr1ps0ooDhU")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Sports"),o.a.createElement(l.a,{videoId:"MqqyD0nP1LQ",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"MqqyD0nP1LQ")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Music video"),o.a.createElement(l.a,{videoId:"kJQP7kiw5Fk",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"kJQP7kiw5Fk")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Politics"),o.a.createElement(l.a,{videoId:"F2b-2YnfZso",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"F2b-2YnfZso")})))),e===D.appStates.SAMPLE_PROCESSING&&o.a.createElement(l.a,{videoId:i,opts:{height:"390",width:"640",playerVars:{autoplay:1}}}),f&&o.a.createElement(C.BarLoader,{color:"rgb(54, 215, 183)",className:Object(O.css)("margin:20px auto 0 auto;"),width:10,widthUnit:"rem"}))}}D.appStates={INITIAL:0,PROCESSING:1,FINISHED:2,UPLOAD_ERROR:3,DROP_ERROR:4,SAMPLE_PROCESSING:5},i.a.render(o.a.createElement(D,null),document.getElementById("demo"))}]);
\ No newline at end of file
diff --git a/frontend/templates/index.html b/frontend/templates/index.html
index 7672b44..c1225e4 100644
--- a/frontend/templates/index.html
+++ b/frontend/templates/index.html
@@ -60,7 +60,7 @@
 
 			<i>* Max size of video is 50 MB</i>
 
-			<h4>Respose:</h4>
+			<h4>Response:</h4>
 			<code>
 			{
 				<br>
diff --git a/keyframes/keyframes.py b/keyframes/keyframes.py
index 34c9983..7790756 100644
--- a/keyframes/keyframes.py
+++ b/keyframes/keyframes.py
@@ -18,7 +18,7 @@ import logging
 from utils import jj, profile
 from keyframes_rl.models import DSN
 from popularity.models import PopularityPredictor
-from neural_image_assessment.models import NeuralImageAssessment
+from neural_image_assessment.model import NeuralImageAssessment
 from keyframes.kts import cpd_auto
 from keyframes.utils import batch
 
diff --git a/neural_image_assessment/models.py b/neural_image_assessment/model.py
similarity index 74%
rename from neural_image_assessment/models.py
rename to neural_image_assessment/model.py
index ff3a81c..18731cd 100644
--- a/neural_image_assessment/models.py
+++ b/neural_image_assessment/model.py
@@ -1,27 +1,27 @@
-import os
 import errno
+import os
+
 import numpy as np
-from keras.models import load_model
-from keras.preprocessing.image import img_to_array
-from keras.applications.nasnet import preprocess_input
 import tensorflow as tf
 from PIL import Image
-
-
-MODEL_PATH = 'neural_image_assessment/pretrained_model/nima_model.h5'
+from keras.applications.nasnet import preprocess_input
+from keras.models import load_model
+from keras.preprocessing.image import img_to_array
+from django.conf import settings
 
 
 class NeuralImageAssessment:
     def __init__(self):
-        if not os.path.exists(MODEL_PATH):
-            raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), MODEL_PATH)
+        if not os.path.exists(settings.NIMA_MODEL_PATH):
+            raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), settings.NIMA_MODEL_PATH)
         self.graph = tf.Graph()
         config = tf.ConfigProto()
-        config.gpu_options.per_process_gpu_memory_fraction = 0.1
+        config.gpu_options.per_process_gpu_memory_fraction = 0.6
         config.gpu_options.allow_growth = True
         self.session = tf.Session(graph=self.graph, config=config)
         with self.graph.as_default():
-            self.model = load_model(MODEL_PATH)
+            with self.session.as_default():
+                self.model = load_model(settings.NIMA_MODEL_PATH)
 
     @staticmethod
     def resize_image(bgr_img_array, target_size=(224, 224), interpolation='nearest'):
@@ -46,13 +46,14 @@ class NeuralImageAssessment:
 
     def get_assessment_score(self, img_array):
         with self.graph.as_default():
-            target_size = (224, 224)
-            img = NeuralImageAssessment.resize_image(img_array, target_size)
-            x = img_to_array(img)
-            x = np.expand_dims(x, axis=0)
-            x = preprocess_input(x)
+            with self.session.as_default():
+                target_size = (224, 224)
+                img = NeuralImageAssessment.resize_image(img_array, target_size)
+                x = img_to_array(img)
+                x = np.expand_dims(x, axis=0)
+                x = preprocess_input(x)
 
-            scores = self.model.predict(x, batch_size=1, verbose=0)[0]
+                scores = self.model.predict(x, batch_size=1, verbose=0)[0]
         mean = NeuralImageAssessment.mean_score(scores)
 
         return mean
diff --git a/prepare_setup.sh b/prepare_setup.sh
index c34709d..b196920 100644
--- a/prepare_setup.sh
+++ b/prepare_setup.sh
@@ -72,6 +72,10 @@ echo 'export LD_LIBRARY_PATH=/usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 source ~/.bashrc
 
 
+# CHECK CUDNN VERSION
+cat /usr/include/x86_64-linux-gnu/cudnn_v*.h | grep CUDNN_MAJOR -A 2
+
+
 # INSTALL PACKAGES
 export LC_ALL="en_US.UTF-8"
 export LC_CTYPE="en_US.UTF-8"
diff --git a/requirements.txt b/requirements.txt
index 7d4a461..cc7af2b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,16 +1,45 @@
+astor==0.7.1
+cloudpickle==0.6.1
+cycler==0.10.0
+dask==0.20.0
+decorator==4.3.0
 Django==2.0.7
 django-rest-framework==0.1.0
 djangorestframework==3.8.2
+gast==0.2.0
+grpcio==1.16.0
 gunicorn==19.9.0
+h5py==2.8.0
+Keras==2.2.4
+Keras-Applications==1.0.6
+Keras-Preprocessing==1.0.5
+kiwisolver==1.0.1
+Markdown==3.0.1
+matplotlib==3.0.1
+networkx==2.2
 numpy==1.14.5
+opencv-contrib-python==3.4.3.18
 opencv-python==3.4.2.17
 pafy==0.5.4
 Pillow==5.2.0
+protobuf==3.6.1
 psycopg2==2.7.5
+pyparsing==2.3.0
+python-dateutil==2.7.5
 pytz==2018.5
+PyWavelets==1.0.1
+PyYAML==3.13
+scikit-image==0.14.1
+scikit-learn==0.20.0
+scipy==1.1.0
 six==1.11.0
+sklearn==0.0
+tensorboard==1.10.0
+tensorflow-gpu==1.10.1
+termcolor==1.1.0
+toolz==0.9.0
 torch==0.4.1
 torchvision==0.2.1
-scikit-learn==0.19.2
-youtube-dl==2018.9.18
+Werkzeug==0.14.1
+youtube-dl==2018.11.7
 tensorflow-gpu==1.10.1
\ No newline at end of file
diff --git a/settings/settings.py b/settings/settings.py
index 5f90b93..84019b7 100644
--- a/settings/settings.py
+++ b/settings/settings.py
@@ -1,148 +1,153 @@
-"""
-Django settings for comixify project.
-
-Generated by 'django-admin startproject' using Django 2.0.7.
-
-For more information on this file, see
-https://docs.djangoproject.com/en/2.0/topics/settings/
-
-For the full list of settings and their values, see
-https://docs.djangoproject.com/en/2.0/ref/settings/
-"""
-
-import os
-
-# Build paths inside the project like this: os.path.join(BASE_DIR, ...)
-BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
-
-# Quick-start development settings - unsuitable for production
-# See https://docs.djangoproject.com/en/2.0/howto/deployment/checklist/
-
-# SECURITY WARNING: keep the secret key used in production secret!
-# Use a separate file for the secret key
-with open(os.path.join(BASE_DIR, 'secretkey.txt')) as f:
-    SECRET_KEY = f.read().strip()
-
-# SECURITY WARNING: don't run with debug turned on in production!
-DEBUG = os.environ.get('DEBUG') == 'true'
-
-ALLOWED_HOSTS = ['35.241.250.34', 'comixify.ii.pw.edu.pl', 'localhost', '127.0.0.1']
-
-# Application definition
-
-INSTALLED_APPS = [
-    'django.contrib.admin',
-    'django.contrib.auth',
-    'django.contrib.contenttypes',
-    'django.contrib.sessions',
-    'django.contrib.messages',
-    'django.contrib.staticfiles',
-    'rest_framework',
-    'api',
-    'style_transfer',
-    'comic_layout',
-    'frontend',
-]
-
-MIDDLEWARE = [
-    'django.middleware.security.SecurityMiddleware',
-    'django.contrib.sessions.middleware.SessionMiddleware',
-    'django.middleware.common.CommonMiddleware',
-    'django.middleware.csrf.CsrfViewMiddleware',
-    'django.contrib.auth.middleware.AuthenticationMiddleware',
-    'django.contrib.messages.middleware.MessageMiddleware',
-    'django.middleware.clickjacking.XFrameOptionsMiddleware',
-]
-
-ROOT_URLCONF = 'settings.urls'
-
-TEMPLATES = [
-    {
-        'BACKEND': 'django.template.backends.django.DjangoTemplates',
-        'DIRS': [],
-        'APP_DIRS': True,
-        'OPTIONS': {
-            'context_processors': [
-                'django.template.context_processors.debug',
-                'django.template.context_processors.request',
-                'django.contrib.auth.context_processors.auth',
-                'django.contrib.messages.context_processors.messages',
-            ],
-        },
-    },
-]
-
-WSGI_APPLICATION = 'settings.wsgi.application'
-
-# Database
-# https://docs.djangoproject.com/en/2.0/ref/settings/#databases
-
-DATABASES = {
-    'default': {
-        'ENGINE': 'django.db.backends.postgresql_psycopg2',
-        'NAME': 'postgres',
-        'USER': 'postgres',
-        'HOST': 'db',
-        'PORT': '5432',
-        'PASSWORD': 'postgres',
-        'CONN_MAX_AGE': 60,
-    }
-}
-
-# Password validation
-# https://docs.djangoproject.com/en/2.0/ref/settings/#auth-password-validators
-
-AUTH_PASSWORD_VALIDATORS = [
-    {
-        'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',
-    },
-    {
-        'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',
-    },
-    {
-        'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',
-    },
-    {
-        'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',
-    },
-]
-CACHES = {
-    'default': {
-        'BACKEND': 'django.core.cache.backends.locmem.LocMemCache',
-        'LOCATION': 'unique-snowflake',
-    }
-}
-
-# Internationalization
-# https://docs.djangoproject.com/en/2.0/topics/i18n/
-
-LANGUAGE_CODE = 'en-us'
-
-TIME_ZONE = 'UTC'
-
-USE_I18N = True
-
-USE_L10N = True
-
-USE_TZ = True
-
-# Static files (CSS, JavaScript, Images)
-# https://docs.djangoproject.com/en/2.0/howto/static-files/
-
-STATIC_URL = '/static/'
-STATIC_ROOT = os.path.join(BASE_DIR, 'static')
-
-MEDIA_URL = '/media/'
-MEDIA_ROOT = os.path.join(BASE_DIR, 'media')
-
-PERMITTED_VIDEO_EXTENSIONS = ['mp4', 'avi']
-MAX_FILE_SIZE = 50000000
-NUMBERS_OF_FRAMES_TO_SHOW = 10
-TMP_DIR = 'tmp/'
-GPU = True
-
-FEATURE_BATCH_SIZE = 32
-DEFAULT_FRAMES_SAMPLING_MODE = 0
-DEFAULT_RL_MODE = 0
-DEFAULT_IMAGE_ASSESSMENT_MODE = 0
-DEBUG = True
+"""
+Django settings for comixify project.
+
+Generated by 'django-admin startproject' using Django 2.0.7.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/2.0/topics/settings/
+
+For the full list of settings and their values, see
+https://docs.djangoproject.com/en/2.0/ref/settings/
+"""
+
+import os
+
+# Build paths inside the project like this: os.path.join(BASE_DIR, ...)
+BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+
+# Quick-start development settings - unsuitable for production
+# See https://docs.djangoproject.com/en/2.0/howto/deployment/checklist/
+
+# SECURITY WARNING: keep the secret key used in production secret!
+# Use a separate file for the secret key
+with open(os.path.join(BASE_DIR, 'secretkey.txt')) as f:
+    SECRET_KEY = f.read().strip()
+
+# SECURITY WARNING: don't run with debug turned on in production!
+DEBUG = os.environ.get('DEBUG') == 'true'
+
+ALLOWED_HOSTS = ['35.241.250.34', 'comixify.ii.pw.edu.pl', 'localhost', '127.0.0.1']
+
+# Application definition
+
+INSTALLED_APPS = [
+    'django.contrib.admin',
+    'django.contrib.auth',
+    'django.contrib.contenttypes',
+    'django.contrib.sessions',
+    'django.contrib.messages',
+    'django.contrib.staticfiles',
+    'rest_framework',
+    'api',
+    'style_transfer',
+    'comic_layout',
+    'frontend',
+]
+
+MIDDLEWARE = [
+    'django.middleware.security.SecurityMiddleware',
+    'django.contrib.sessions.middleware.SessionMiddleware',
+    'django.middleware.common.CommonMiddleware',
+    'django.middleware.csrf.CsrfViewMiddleware',
+    'django.contrib.auth.middleware.AuthenticationMiddleware',
+    'django.contrib.messages.middleware.MessageMiddleware',
+    'django.middleware.clickjacking.XFrameOptionsMiddleware',
+]
+
+ROOT_URLCONF = 'settings.urls'
+
+TEMPLATES = [
+    {
+        'BACKEND': 'django.template.backends.django.DjangoTemplates',
+        'DIRS': [],
+        'APP_DIRS': True,
+        'OPTIONS': {
+            'context_processors': [
+                'django.template.context_processors.debug',
+                'django.template.context_processors.request',
+                'django.contrib.auth.context_processors.auth',
+                'django.contrib.messages.context_processors.messages',
+            ],
+        },
+    },
+]
+
+WSGI_APPLICATION = 'settings.wsgi.application'
+
+# Database
+# https://docs.djangoproject.com/en/2.0/ref/settings/#databases
+
+DATABASES = {
+    'default': {
+        'ENGINE': 'django.db.backends.postgresql_psycopg2',
+        'NAME': 'postgres',
+        'USER': 'postgres',
+        'HOST': 'db',
+        'PORT': '5432',
+        'PASSWORD': 'postgres',
+        'CONN_MAX_AGE': 60,
+    }
+}
+
+# Password validation
+# https://docs.djangoproject.com/en/2.0/ref/settings/#auth-password-validators
+
+AUTH_PASSWORD_VALIDATORS = [
+    {
+        'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',
+    },
+    {
+        'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',
+    },
+    {
+        'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',
+    },
+    {
+        'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',
+    },
+]
+CACHES = {
+    'default': {
+        'BACKEND': 'django.core.cache.backends.locmem.LocMemCache',
+        'LOCATION': 'unique-snowflake',
+    }
+}
+
+# Internationalization
+# https://docs.djangoproject.com/en/2.0/topics/i18n/
+
+LANGUAGE_CODE = 'en-us'
+
+TIME_ZONE = 'UTC'
+
+USE_I18N = True
+
+USE_L10N = True
+
+USE_TZ = True
+
+# Static files (CSS, JavaScript, Images)
+# https://docs.djangoproject.com/en/2.0/howto/static-files/
+
+STATIC_URL = '/static/'
+STATIC_ROOT = os.path.join(BASE_DIR, 'static')
+
+MEDIA_URL = '/media/'
+MEDIA_ROOT = os.path.join(BASE_DIR, 'media')
+
+PERMITTED_VIDEO_EXTENSIONS = ['mp4', 'avi']
+MAX_FILE_SIZE = 50000000
+NUMBERS_OF_FRAMES_TO_SHOW = 10
+TMP_DIR = 'tmp/'
+GPU = True
+
+FEATURE_BATCH_SIZE = 32
+DEFAULT_FRAMES_SAMPLING_MODE = 0
+DEFAULT_RL_MODE = 0
+DEFAULT_IMAGE_ASSESSMENT_MODE = 0
+
+DEFAULT_STYLE_TRANSFER_MODE = 0
+COMIX_GAN_MODEL_PATH = os.path.join(BASE_DIR, 'ComixGAN', 'pretrained_models', 'generator_model.h5')
+MAX_FRAME_SIZE_FOR_STYLE_TRANSFER = 600
+
+NIMA_MODEL_PATH = os.path.join(BASE_DIR, 'neural_image_assessment', 'pretrained_model', 'nima_model.h5')
\ No newline at end of file
diff --git a/style_transfer/style_transfer.py b/style_transfer/style_transfer.py
index e4b5c45..f45c896 100644
--- a/style_transfer/style_transfer.py
+++ b/style_transfer/style_transfer.py
@@ -9,21 +9,59 @@ from django.core.cache import cache
 from torch.autograd import Variable
 
 from CartoonGAN.network.Transformer import Transformer
+from ComixGAN.model import ComixGAN
 from utils import profile
 
+# load pretrained model
+comixGAN = ComixGAN()
+
 
 class StyleTransfer():
     @classmethod
     @profile
-    def get_stylized_frames(cls, frames, method="cartoon_gan", gpu=settings.GPU, **kwargs):
-        if method == "cartoon_gan":
-            return cls._cartoon_gan_stylize(frames, gpu=gpu, **kwargs)
+    def get_stylized_frames(cls, frames, style_transfer_mode=0, gpu=settings.GPU):
+        if style_transfer_mode == 0:
+            return cls._comix_gan_stylize(frames=frames)
+        elif style_transfer_mode == 1:
+            return cls._cartoon_gan_stylize(frames, gpu=gpu, style='Hayao')
+        elif style_transfer_mode == 2:
+            return cls._cartoon_gan_stylize(frames, gpu=gpu, style='Hosoda')
 
     @staticmethod
-    def _cartoon_gan_stylize(frames, gpu=True, **kwargs):
-        style = kwargs.get("style", "Hayao")
-        resize = kwargs.get("resize", 450)
+    def _resize_images(frames, size=384):
+        resized_images = []
+        for img in frames:
+            # resize image, keep aspect ratio
+            h, w, _ = img.shape
+            ratio = h / w
+            if ratio > 1:
+                h = size
+                w = int(h * 1.0 / ratio)
+            else:
+                w = size
+                h = int(w * ratio)
+            resized_img = cv2.resize(img, (w, h))
+            resized_images.append(resized_img)
+        return resized_images
 
+    @classmethod
+    def _comix_gan_stylize(cls, frames):
+        if max(frames[0].shape) > settings.MAX_FRAME_SIZE_FOR_STYLE_TRANSFER:
+            frames = cls._resize_images(frames, size=settings.MAX_FRAME_SIZE_FOR_STYLE_TRANSFER)
+
+        with comixGAN.graph.as_default():
+            with comixGAN.session.as_default():
+                batch_size = 4
+                stylized_imgs = []
+                for i in range(0, len(frames), batch_size):
+                    batch_of_frames = ((np.stack(frames[i:i + batch_size]) / 255) * 2) - 1
+                    stylized_batch_of_imgs = comixGAN.model.predict(batch_of_frames)
+                    stylized_imgs.append(255 * ((stylized_batch_of_imgs + 1) / 1.25))
+
+        return list(np.concatenate(stylized_imgs, axis=0))
+
+    @classmethod
+    def _cartoon_gan_stylize(cls, frames, gpu=True, style='Hayao'):
         model_cache_key = 'model_cache'
         model = cache.get(model_cache_key)  # get model from cache
 
@@ -35,19 +73,10 @@ class StyleTransfer():
             model.cuda() if gpu else model.float()
             cache.set(model_cache_key, model, None)  # None is the timeout parameter. It means cache forever
 
+        frames = cls._resize_images(frames, size=450)
         stylized_imgs = []
         for img in frames:
-            # resize image, keep aspect ratio
-            h, w, _ = img.shape
-            ratio = h * 1.0 / w
-            if ratio > 1:
-                h = resize
-                w = int(h * 1.0 / ratio)
-            else:
-                w = resize
-                h = int(w * ratio)
-            input_image = cv2.resize(img, (w, h))
-            input_image = transforms.ToTensor()(input_image).unsqueeze(0)
+            input_image = transforms.ToTensor()(img).unsqueeze(0)
 
             # preprocess, (-1, 1)
             input_image = -1 + 2 * input_image
@@ -64,6 +93,6 @@ class StyleTransfer():
             output_image = np.rollaxis(output_image, 0, 3)
 
             # append image to result images
-            stylized_imgs.append(output_image)
+            stylized_imgs.append(255 * output_image)
 
         return stylized_imgs