https://terms-en.ai-term-hub.com/zh/tags/cnn/Recent content in CNN on 中文AI术语词典Hugozh-cnSat, 18 Jul 2026 11:44:45 +0000https://terms-en.ai-term-hub.com/zh/terms/mobilenet/Sat, 18 Jul 2026 11:26:24 +0000https://terms-en.ai-term-hub.com/zh/terms/mobilenet/<h2 id="definition">Definition</h2> <p>与标准卷积相比，MobileNet 利用深度可分离卷积大幅降低了计算成本和模型体积。这种架构使得在资源受限设备上高效提取特征成为可能。</p> <h3 id="summary">Summary</h3> <p>MobileNet 是一系列专为移动端和嵌入式视觉应用设计的轻量级深度神经网络。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>深度可分离卷积</li> <li>模型效率</li> <li>边缘计算</li> <li>迁移学习</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>智能手机上的实时目标检测</li> <li>物联网设备上的图像分类</li> <li>移动应用中的面部识别</li> </ul> <h2 id="code-example">Code Example</h2> <div class="highlight"><pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code class="language-python" data-lang="python"><span style="display:flex;"><span><span style="color:#f92672">from</span> tensorflow.keras.applications <span style="color:#f92672">import</span> MobileNetV2 </span></span><span style="display:flex;"><span>model <span style="color:#f92672">=</span> MobileNetV2(weights<span style="color:#f92672">=</span><span style="color:#e6db74">&#39;imagenet&#39;</span>, input_shape<span style="color:#f92672">=</span>(<span style="color:#ae81ff">224</span>, <span style="color:#ae81ff">224</span>, <span style="color:#ae81ff">3</span>)) </span></span></code></pre></div><h2 id="related-terms">Related Terms</h2> <ul> <li><a href="https://terms-en.ai-term-hub.com/en/terms/shufflenet-%E6%B4%97%E7%89%8C%E7%BD%91%E7%BB%9C/">ShuffleNet (洗牌网络)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/squeezenet-%E6%8C%A4%E5%8E%8B%E7%BD%91%E7%BB%9C/">SqueezeNet (挤压网络)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/efficientnet-%E9%AB%98%E6%95%88%E7%BD%91%E7%BB%9C/">EfficientNet (高效网络)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/convolutional-neural-network-%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/">Convolutional Neural Network (卷积神经网络)</a></li> </ul>