Buckets:
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| <!--4n3wzu--><meta name="hf:doc:metadata" content="{"title":"Image Segmentation","local":"image-segmentation","sections":[{"title":"Recommended models","local":"recommended-models","sections":[],"depth":3},{"title":"Using the API","local":"using-the-api","sections":[],"depth":3},{"title":"API specification","local":"api-specification","sections":[{"title":"Request","local":"request","sections":[],"depth":4},{"title":"Response","local":"response","sections":[],"depth":4}],"depth":3}],"depth":2}"/><!----> | |
| <link href="/docs/inference-providers/pr_2713/en/_app/immutable/assets/0.tn0RQdqM.css" rel="modulepreload"> <!--[--><!--[0--><!--[--><!--[0--><!--[--><p></p> <!--[1--><h2 class="relative group"><a id="image-segmentation" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#image-segmentation"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Image Segmentation</span></h2><!--]--><!----> <p>Image Segmentation divides an image into segments where each pixel in the image is mapped to an object.</p> <blockquote class="tip"><p>For more details about the <code>image-segmentation</code> task, check out its <a href="https://huggingface.co/tasks/image-segmentation" rel="nofollow">dedicated page</a>! You will find examples and related materials.</p></blockquote> <!--[2--><h3 class="relative group"><a id="recommended-models" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#recommended-models"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Recommended models</span></h3><!--]--><!----> <ul><li><a href="https://huggingface.co/facebook/mask2former-swin-large-coco-panoptic" rel="nofollow">facebook/mask2former-swin-large-coco-panoptic</a>: Panoptic segmentation model trained on the COCO (common objects) dataset.</li></ul> <p>Explore all available models and find the one that suits you best <a href="https://huggingface.co/models?inference=warm&pipeline_tag=image-segmentation&sort=trending" rel="nofollow">here</a>, or from the terminal with the <a href="https://huggingface.co/docs/huggingface_hub/package_reference/cli#hf-models-list" rel="nofollow"><code>hf</code> CLI</a>:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-bash "><!---->hf models <span class="hljs-built_in">ls</span> --warm --pipeline-tag image-segmentation --<span class="hljs-built_in">sort</span> trending_score<!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="using-the-api" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#using-the-api"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Using the API</span></h3><!--]--><!----> <div class="md:items-top not-prose flex w-full flex-col justify-between gap-x-2 text-sm md:flex-row"><!--[0--><div><p class="hidden font-mono text-xs opacity-50 md:block">Language</p> <div class="my-1.5 flex flex-wrap items-center gap-x-1 gap-y-0.5"><!--[--><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none border-gray-800 bg-black text-white dark:bg-gray-700" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M15.84.5a16.4,16.4,0,0,0-3.57.32C9.1,1.39,8.53,2.53,8.53,4.64V7.48H16v1H5.77a4.73,4.73,0,0,0-4.7,3.74,14.82,14.82,0,0,0,0,7.54c.57,2.28,1.86,3.82,4,3.82h2.6V20.14a4.73,4.73,0,0,1,4.63-4.63h7.38a3.72,3.72,0,0,0,3.73-3.73V4.64A4.16,4.16,0,0,0,19.65.82,20.49,20.49,0,0,0,15.84.5ZM11.78,2.77a1.39,1.39,0,0,1,1.38,1.46,1.37,1.37,0,0,1-1.38,1.38A1.42,1.42,0,0,1,10.4,4.23,1.44,1.44,0,0,1,11.78,2.77Z" fill="#5a9fd4"></path><path d="M16.16,31.5a16.4,16.4,0,0,0,3.57-.32c3.17-.57,3.74-1.71,3.74-3.82V24.52H16v-1H26.23a4.73,4.73,0,0,0,4.7-3.74,14.82,14.82,0,0,0,0-7.54c-.57-2.28-1.86-3.82-4-3.82h-2.6v3.41a4.73,4.73,0,0,1-4.63,4.63H12.35a3.72,3.72,0,0,0-3.73,3.73v7.14a4.16,4.16,0,0,0,3.73,3.82A20.49,20.49,0,0,0,16.16,31.5Zm4.06-2.27a1.39,1.39,0,0,1-1.38-1.46,1.37,1.37,0,0,1,1.38-1.38,1.42,1.42,0,0,1,1.38,1.38A1.44,1.44,0,0,1,20.22,29.23Z" fill="#ffd43b"></path></svg><!--]--><!--]--> Python</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none hover:shadow-xs cursor-pointer text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><rect width="32" height="32" fill="#f7df1e"></rect><path d="M21.5,25a3.27,3.27,0,0,0,3,1.83c1.25,0,2-.63,2-1.49,0-1-.81-1.39-2.19-2L23.56,23C21.39,22.1,20,20.94,20,18.49c0-2.25,1.72-4,4.41-4a4.44,4.44,0,0,1,4.27,2.41l-2.34,1.5a2,2,0,0,0-1.93-1.29,1.31,1.31,0,0,0-1.44,1.29c0,.9.56,1.27,1.85,1.83l.75.32c2.55,1.1,4,2.21,4,4.72,0,2.71-2.12,4.19-5,4.19a5.78,5.78,0,0,1-5.48-3.07Zm-10.63.26c.48.84.91,1.55,1.94,1.55s1.61-.39,1.61-1.89V14.69h3V25c0,3.11-1.83,4.53-4.49,4.53a4.66,4.66,0,0,1-4.51-2.75Z"></path></svg><!--]--><!--]--> JavaScript</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 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flex-wrap items-center gap-x-1 gap-y-0.5"><!--[--><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none border-gray-800 bg-black text-white dark:bg-gray-700" type="button">huggingface_hub</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none hover:shadow-xs cursor-pointer text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button">requests</button><!--]--></div></div><!--]--> <!--[0--><div><p class="hidden font-mono text-xs opacity-50 md:block">Provider</p> <div class="my-1.5 flex flex-wrap items-center gap-x-1 gap-y-0.5"><!--[--><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none border-gray-800 bg-black text-white dark:bg-gray-700" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 26 26"><path fill-rule="evenodd" clip-rule="evenodd" d="M16.5899 2.37891C16.9579 2.37891 17.2529 2.67812 17.2881 3.04443C17.6019 6.31174 20.2023 8.91191 23.4698 9.22569C23.8361 9.26089 24.1353 9.55582 24.1353 9.92378V16.0761C24.1353 16.4441 23.8361 16.739 23.4698 16.7742C20.2023 17.088 17.6019 19.6881 17.2881 22.9555C17.2529 23.3218 16.9579 23.621 16.5899 23.621H10.4373C10.0692 23.621 9.77432 23.3218 9.73912 22.9555C9.42534 19.6881 6.82494 17.088 3.5574 16.7742C3.19109 16.739 2.89185 16.4441 2.89185 16.0761V9.92378C2.89185 9.55582 3.19109 9.26089 3.55741 9.22569C6.82494 8.91191 9.42534 6.31174 9.73912 3.04443C9.77432 2.67812 10.0692 2.37891 10.4373 2.37891H16.5899ZM7.15714 12.982C7.15714 16.5163 10.0192 19.3814 13.5498 19.3814C17.0804 19.3814 19.9426 16.5163 19.9426 12.982C19.9426 9.44762 17.0804 6.58248 13.5498 6.58248C10.0192 6.58248 7.15714 9.44762 7.15714 12.982Z" fill="currentColor"></path></svg><!--]--><!--]--> fal</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none hover:shadow-xs cursor-pointer text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 26 26"><rect x="3.34856" y="3.02654" width="19.9474" height="19.9474" rx="2.95009" fill="#FFD21E" stroke="#FFB41E" stroke-width="1.18004"></rect><path fill-rule="evenodd" clip-rule="evenodd" d="M7.69336 9.74609V16.9754H9.32329V13.9595H11.8181V16.9754H13.4591V9.74609H11.8181V12.5292H9.32329V9.74609H7.69336ZM15.1646 9.74609V16.9754H16.7945V14.1702H19.3004V12.7953H16.7945V11.121H19.7217V9.74609H15.1646Z" fill="#814D00"></path></svg><!--]--><!--]--> HF Inference API</button><!--]--> <!--[-1--><!--]--></div></div><!--]--> <div><p class="invisible hidden font-mono text-xs md:block">Settings</p> <div class="not-prose my-1.5 flex"><div class="relative hidden md:block "><button class=" " type="button"><!--[0--><!--[-1--><button class="text-md hover:shadow-xs flex cursor-pointer select-none items-center rounded-lg border px-1.5 py-1 leading-none text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button" title="Settings dropdown"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 9 7"><path fill="currentColor" d="M8.537 1.153H7.361A1.445 1.445 0 0 0 5.954 0c-.689 0-1.263.49-1.407 1.153H.5v.576h4.047a1.445 1.445 0 0 0 1.407 1.153c.689 0 1.263-.49 1.407-1.153h1.176v-.576M5.954 2.305a.847.847 0 0 1-.861-.864c0-.49.373-.865.861-.865s.861.375.861.865-.373.864-.861.864M.5 5.764h1.177a1.445 1.445 0 0 0 1.406 1.152c.69 0 1.263-.49 1.407-1.152h4.047v-.577H4.49a1.445 1.445 0 0 0-1.407-1.152c-.688 0-1.263.49-1.406 1.152H.5v.577M3.083 4.61c.488 0 .862.375.862.864 0 .49-.374.865-.862.865a.847.847 0 0 1-.86-.865c0-.49.372-.864.86-.864"></path></svg><!----> Settings</button><!--]--><!----><!--]--></button> <!--[-1--><!--]--></div><!----> <div class="relative md:hidden "><button class=" " type="button"><!--[0--><!--[-1--><button class="text-md hover:shadow-xs flex cursor-pointer select-none items-center rounded-lg border px-1.5 py-1 leading-none text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button" title="Settings dropdown"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 9 7"><path fill="currentColor" d="M8.537 1.153H7.361A1.445 1.445 0 0 0 5.954 0c-.689 0-1.263.49-1.407 1.153H.5v.576h4.047a1.445 1.445 0 0 0 1.407 1.153c.689 0 1.263-.49 1.407-1.153h1.176v-.576M5.954 2.305a.847.847 0 0 1-.861-.864c0-.49.373-.865.861-.865s.861.375.861.865-.373.864-.861.864M.5 5.764h1.177a1.445 1.445 0 0 0 1.406 1.152c.69 0 1.263-.49 1.407-1.152h4.047v-.577H4.49a1.445 1.445 0 0 0-1.407-1.152c-.688 0-1.263.49-1.406 1.152H.5v.577M3.083 4.61c.488 0 .862.375.862.864 0 .49-.374.865-.862.865a.847.847 0 0 1-.86-.865c0-.49.372-.864.86-.864"></path></svg><!----> Settings</button><!--]--><!----><!--]--></button> <!--[-1--><!--]--></div><!----> <div class="flex-grow md:hidden"></div></div></div></div> <!--[0--><div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class=" "><!----><span class="hljs-keyword">import</span> os | |
| <span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> InferenceClient | |
| client = InferenceClient( | |
| provider=<span class="hljs-string">"fal-ai"</span>, | |
| api_key=os.environ[<span class="hljs-string">"HF_TOKEN"</span>], | |
| ) | |
| output = client.image_segmentation(<span class="hljs-string">"cats.jpg"</span>, model=<span class="hljs-string">"briaai/RMBG-2.0"</span>)<!----></pre></div><!--]--><!----> <!--[2--><h3 class="relative group"><a id="api-specification" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#api-specification"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>API specification</span></h3><!--]--><!----> <!--[3--><h4 class="relative group"><a id="request" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#request"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Request</span></h4><!--]--><!----> <table><thead><tr><th align="left">Headers</th><th align="left"></th><th align="left"></th></tr></thead><tbody><tr><td align="left"><strong>authorization</strong></td><td align="left"><em>string</em></td><td align="left">Authentication header in the form <code>'Bearer: hf_****'</code> when <code>hf_****</code> is a personal user access token with “Inference Providers” permission. You can generate one from <a href="https://huggingface.co/settings/tokens/new?ownUserPermissions=inference.serverless.write&tokenType=fineGrained" rel="nofollow">your settings page</a>.</td></tr></tbody></table> <table><thead><tr><th align="left">Payload</th><th align="left"></th><th align="left"></th></tr></thead><tbody><tr><td align="left"><strong>inputs*</strong></td><td align="left"><em>string</em></td><td align="left">The input image data as a base64-encoded string. If no <code>parameters</code> are provided, you can also provide the image data as a raw bytes payload.</td></tr><tr><td align="left"><strong>parameters</strong></td><td align="left"><em>object</em></td><td align="left"></td></tr><tr><td align="left"><strong> mask_threshold</strong></td><td align="left"><em>number</em></td><td align="left">Threshold to use when turning the predicted masks into binary values.</td></tr><tr><td align="left"><strong> overlap_mask_area_threshold</strong></td><td align="left"><em>number</em></td><td align="left">Mask overlap threshold to eliminate small, disconnected segments.</td></tr><tr><td align="left"><strong> subtask</strong></td><td align="left"><em>enum</em></td><td align="left">Possible values: instance, panoptic, semantic.</td></tr><tr><td align="left"><strong> threshold</strong></td><td align="left"><em>number</em></td><td align="left">Probability threshold to filter out predicted masks.</td></tr></tbody></table> <!--[3--><h4 class="relative group"><a id="response" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#response"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Response</span></h4><!--]--><!----> <table><thead><tr><th align="left">Body</th><th align="left"></th><th align="left"></th></tr></thead><tbody><tr><td align="left"><strong>(array)</strong></td><td align="left"><em>object[]</em></td><td align="left">A predicted mask / segment</td></tr><tr><td align="left"><strong> label</strong></td><td align="left"><em>string</em></td><td align="left">The label of the predicted segment.</td></tr><tr><td align="left"><strong> mask</strong></td><td align="left"><em>string</em></td><td align="left">The corresponding mask as a black-and-white image (base64-encoded).</td></tr><tr><td align="left"><strong> score</strong></td><td align="left"><em>number</em></td><td align="left">The score or confidence degree the model has.</td></tr></tbody></table> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/hub-docs/blob/main/docs/inference-providers/tasks/image-segmentation.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg><!----> <span><span class="underline">Update</span> on GitHub</span></a><!----> <p></p><!--]--><!----><!--]--><!--]--><!--]--> <!--[-1--><!--]--><!--]--> | |
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