{"id":2737,"date":"2024-03-13T17:14:01","date_gmt":"2024-03-13T08:14:01","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/keras%e3%81%a7%e3%81%aecapsule%e3%83%8d%e3%83%83%e3%83%88%e3%83%af%e3%83%bc%e3%82%af%e3%81%ae%e4%bd%bf%e7%94%a8%e6%96%b9%e6%b3%95\/"},"modified":"2025-08-02T09:04:54","modified_gmt":"2025-08-02T00:04:54","slug":"keras%e3%81%a7%e3%81%aecapsule%e3%83%8d%e3%83%83%e3%83%88%e3%83%af%e3%83%bc%e3%82%af%e3%81%ae%e4%bd%bf%e7%94%a8%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/keras%e3%81%a7%e3%81%aecapsule%e3%83%8d%e3%83%83%e3%83%88%e3%83%af%e3%83%bc%e3%82%af%e3%81%ae%e4%bd%bf%e7%94%a8%e6%96%b9%e6%b3%95\/","title":{"rendered":"Keras\u3067\u306eCapsule\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9"},"content":{"rendered":"<p>Keras\u3067Capsule\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3001keras.layers\u306eCapsule\u3068PrimaryCap\u5c64\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u7c21\u5358\u306a\u4f8b\u3067\u3059\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">from<\/span> keras <span class=\"hljs-keyword\">import<\/span> layers\r\n<span class=\"hljs-keyword\">from<\/span> keras.models <span class=\"hljs-keyword\">import<\/span> Model\r\n\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49Capsule\u7f51\u7edc\u67b6\u6784<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">CapsuleModel<\/span>(<span class=\"hljs-params\">input_shape, n_class, routings<\/span>):\r\n    x = layers.Input(shape=input_shape)\r\n\r\n    <span class=\"hljs-comment\"># \u5b9a\u4e49\u7b2c\u4e00\u4e2aCapsule\u5c42<\/span>\r\n    conv1 = layers.Conv2D(<span class=\"hljs-number\">128<\/span>, (<span class=\"hljs-number\">9<\/span>, <span class=\"hljs-number\">9<\/span>), activation=<span class=\"hljs-string\">'relu'<\/span>, padding=<span class=\"hljs-string\">'valid'<\/span>)(x)\r\n    primarycaps = PrimaryCap(conv1, dim_capsule=<span class=\"hljs-number\">8<\/span>, n_channels=<span class=\"hljs-number\">32<\/span>, kernel_size=<span class=\"hljs-number\">9<\/span>, strides=<span class=\"hljs-number\">2<\/span>, padding=<span class=\"hljs-string\">'valid'<\/span>)\r\n\r\n    <span class=\"hljs-comment\"># \u5b9a\u4e49\u7b2c\u4e8c\u4e2aCapsule\u5c42<\/span>\r\n    digitcaps = CapsuleLayer(num_capsule=n_class, dim_capsule=<span class=\"hljs-number\">16<\/span>, routings=routings)(primarycaps)\r\n\r\n    <span class=\"hljs-comment\"># \u8f93\u51fa\u5206\u7c7b\u7ed3\u679c<\/span>\r\n    out_caps = Length()(digitcaps)\r\n    \r\n    <span class=\"hljs-keyword\">return<\/span> Model(x, out_caps)\r\n\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49PrimaryCapsule\u5c42<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">PrimaryCap<\/span>(<span class=\"hljs-params\">inputs, dim_capsule, n_channels, kernel_size, strides, padding<\/span>):\r\n    output = layers.Conv2D(filters=dim_capsule*n_channels, kernel_size=kernel_size, strides=strides, padding=padding)(inputs)\r\n    outputs = layers.Reshape(target_shape=(-<span class=\"hljs-number\">1<\/span>, dim_capsule))(output)\r\n    <span class=\"hljs-keyword\">return<\/span> layers.Lambda(<span class=\"hljs-keyword\">lambda<\/span> x: x \/ K.sqrt(K.<span class=\"hljs-built_in\">sum<\/span>(K.square(x), axis=-<span class=\"hljs-number\">1<\/span>, keepdims=<span class=\"hljs-literal\">True<\/span>)))(outputs)\r\n\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49Capsule\u5c42<\/span>\r\n<span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">CapsuleLayer<\/span>(layers.Layer):\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">__init__<\/span>(<span class=\"hljs-params\">self, num_capsule, dim_capsule, routings=<span class=\"hljs-number\">3<\/span>, kernel_initializer=<span class=\"hljs-string\">'glorot_uniform'<\/span>, **kwargs<\/span>):\r\n        <span class=\"hljs-built_in\">super<\/span>(CapsuleLayer, self).__init__(**kwargs)\r\n        self.num_capsule = num_capsule\r\n        self.dim_capsule = dim_capsule\r\n        self.routings = routings\r\n        self.kernel_initializer = initializers.get(kernel_initializer)\r\n\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">build<\/span>(<span class=\"hljs-params\">self, input_shape<\/span>):\r\n        input_dim_capsule = input_shape[-<span class=\"hljs-number\">1<\/span>]\r\n        self.W = self.add_weight(shape=[input_dim_capsule, self.num_capsule * self.dim_capsule], initializer=self.kernel_initializer, name=<span class=\"hljs-string\">'W'<\/span>)\r\n        self.built = <span class=\"hljs-literal\">True<\/span>\r\n\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">call<\/span>(<span class=\"hljs-params\">self, inputs<\/span>):\r\n        inputs_expand = K.expand_dims(inputs, <span class=\"hljs-number\">2<\/span>)\r\n        inputs_tiled = K.tile(inputs_expand, [<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">1<\/span>, self.num_capsule, <span class=\"hljs-number\">1<\/span>])\r\n        inputs_hat = K.map_fn(<span class=\"hljs-keyword\">lambda<\/span> x: K.batch_dot(x, self.W, [<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">1<\/span>]), elems=inputs_tiled)\r\n        b = tf.zeros(shape=[K.shape(inputs_hat)[<span class=\"hljs-number\">0<\/span>], self.num_capsule, K.shape(inputs_hat)[<span class=\"hljs-number\">2<\/span>]])\r\n        <span class=\"hljs-keyword\">assert<\/span> self.routings &gt; <span class=\"hljs-number\">0<\/span>\r\n        <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(self.routings):\r\n            c = tf.nn.softmax(b, dim=<span class=\"hljs-number\">1<\/span>)\r\n            outputs = squash(K.batch_dot(c, inputs_hat, [<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">2<\/span>]))\r\n            <span class=\"hljs-keyword\">if<\/span> i &lt; self.routings - <span class=\"hljs-number\">1<\/span>:\r\n                b += K.batch_dot(outputs, inputs_hat, [<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>])\r\n        <span class=\"hljs-keyword\">return<\/span> outputs\r\n\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">compute_output_shape<\/span>(<span class=\"hljs-params\">self, input_shape<\/span>):\r\n        <span class=\"hljs-keyword\">return<\/span> input_shape\r\n\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49Length\u5c42<\/span>\r\n<span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">Length<\/span>(layers.Layer):\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">call<\/span>(<span class=\"hljs-params\">self, inputs, **kwargs<\/span>):\r\n        <span class=\"hljs-keyword\">return<\/span> K.sqrt(K.<span class=\"hljs-built_in\">sum<\/span>(K.square(inputs), -<span class=\"hljs-number\">1<\/span>))\r\n\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">compute_output_shape<\/span>(<span class=\"hljs-params\">self, input_shape<\/span>):\r\n        <span class=\"hljs-keyword\">return<\/span> input_shape[:-<span class=\"hljs-number\">1<\/span>]\r\n\r\n<span class=\"hljs-comment\"># \u6784\u5efaCapsule\u7f51\u7edc\u6a21\u578b<\/span>\r\nmodel = CapsuleModel((<span class=\"hljs-number\">28<\/span>, <span class=\"hljs-number\">28<\/span>, <span class=\"hljs-number\">1<\/span>), <span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">3<\/span>)\r\nmodel.<span class=\"hljs-built_in\">compile<\/span>(optimizer=<span class=\"hljs-string\">'adam'<\/span>, loss=<span class=\"hljs-string\">'sparse_categorical_crossentropy'<\/span>, metrics=[<span class=\"hljs-string\">'accuracy'<\/span>])\r\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Keras\u3067Capsule\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3001keras.layers\u306eCapsule\u3068PrimaryCap\u5c64\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u7c21\u5358\u306a\u4f8b\u3067\u3059\uff1a from keras import layers from ker [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[16,26],"class_list":["post-2737","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-16","tag-26"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Keras\u3067\u306eCapsule\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9 - 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