https://terms-en.ai-term-hub.com/zh/tags/diffusion-models/Recent content in Diffusion Models 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/diffusersstablevideodiffusionpipeline/Sat, 18 Jul 2026 11:15:21 +0000https://terms-en.ai-term-hub.com/zh/terms/diffusersstablevideodiffusionpipeline/<h2 id="definition">Definition</h2> <p>该术语指 Hugging Face Diffusers 库中专为视频生成设计的特定实现。它集成了 Stable Video Diffusion (SVD) 模型，这是一种潜在视频扩散模型，能够将静态图像转化为动态视频内容。</p> <h3 id="summary">Summary</h3> <p>一个 Hugging Face Diffusers 管道封装，利用 Stable Video Diffusion 模型从静态图像生成视频。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>图像到视频生成</li> <li>潜在空间扩散</li> <li>Hugging Face Diffusers</li> <li>Stable Video Diffusion 模型</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>为静态艺术作品或照片添加动画效果</li> <li>为社交媒体内容创建短视频片段</li> <li>在电影制作中进行视觉效果的原型设计</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> diffusers <span style="color:#f92672">import</span> StableVideoDiffusionPipeline </span></span><span style="display:flex;"><span><span style="color:#f92672">import</span> torch </span></span><span style="display:flex;"><span> </span></span><span style="display:flex;"><span>pipe <span style="color:#f92672">=</span> StableVideoDiffusionPipeline<span style="color:#f92672">.</span>from_pretrained(<span style="color:#e6db74">&#34;stabilityai/stable-video-diffusion-img2vid&#34;</span>, torch_dtype<span style="color:#f92672">=</span>torch<span style="color:#f92672">.</span>float16) </span></span><span style="display:flex;"><span>pipe<span style="color:#f92672">.</span>enable_model_cpu_offload() </span></span><span style="display:flex;"><span><span style="color:#75715e"># Usage would involve loading an image and calling pipe(image)</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/stable-diffusion-%E7%A8%B3%E5%AE%9A%E6%89%A9%E6%95%A3/">Stable Diffusion (稳定扩散)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/video-diffusion-models-%E8%A7%86%E9%A2%91%E6%89%A9%E6%95%A3%E6%A8%A1%E5%9E%8B/">Video Diffusion Models (视频扩散模型)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/hugging-face-transformers-hugging-face-%E8%BD%AC%E6%8D%A2%E5%99%A8%E5%BA%93/">Hugging Face Transformers (Hugging Face 转换器库)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/latent-diffusion-%E6%BD%9C%E5%9C%A8%E6%89%A9%E6%95%A3/">Latent Diffusion (潜在扩散)</a></li> </ul>