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stylized slider
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jwang23-sc committed Jun 12, 2024
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content="Interpreting the Weight Space of Customized Diffusion Models.">
<meta name="keywords" content="Nerfies, D-NeRF, NeRF">
<meta name="viewport" content="width=device-width, initial-scale=1">

<title>weights2weights</title>

<!-- Global site tag (gtag.js) - Google Analytics -->
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-webkit-user-select: none;
-ms-user-select: none;
}
</style>
</style>
<div class="columns is-centered has-text-centered">
<h2 class="title is-3">Creating <em>weights2weights</em> Space</h2>
</div>
<div class="content has-text-justified" >
<!-- <h3 class="title is-3">Key idea</h3> -->
<img src="./images/w2w_scheme.jpg" alt="scheme" style="border: 2px solid gray; border-radius: 15px; box-shadow: 0px 0px 10px #999; padding: 5px;">
We create a dataset of model weights where each model is finetuned to encode a specific identity using low-rank updates (LoRA). These model weights lie on a weights manifold that we further project into a lower-dimensional subspace spanned by its principal components. We term the resulting space <em>weighst2weights</em> (<em>w2w</em>), in which operations transform one set of valid identity-encoding weights into another. We train linear classifiers to find separating hyperplanes in this space for semantic attributes. These define disentangled edit directions for an identity-encoding model in weight space.

</div>
</div>
</div>
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text-align: center;
}
</style>

<div class="columns is-centered has-text-centered">
<h2 class="title is-3">Identity Editing</h2>
</div >
<div class="content has-text-justified" >
Given an identity parameterized by weights, we can manipulate attributes by traversing semantic directions in the <em>w2w</em> weight subspace. The edited weights result in a new model, where the subject has different attributes while still maintaining as much of the prior identity. These edits are <b>not</b> image-specific, and persist in appearance across different generation seeds and prompts. Additionally, as we operate on an identity weight manifold, minimal changes are made to other concepts, such as scene layout or other people. Try out the sliders below to demonstrate edits in <em>w2w</em> space.
</div>

<h3 class="title is-4">Slide the bars to edit the identity.</h2>
<div class="content" style="border: 2px solid gray; border-radius: 15px; box-shadow: 0px 0px 10px #999; padding: 20px;">
<div id="imageContainer">
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<label for="sliderA">Curly Hair:</label>
<input type="range" id="sliderA" class="slider" name="sliderA" min="0" max="4" value="0" oninput="updateImage()">
<input type="range" id="sliderA" class="slider is-large is-info" name="sliderA" min="0" max="4" value="0" oninput="updateImage()">

<!-- <input type="range" id="sliderA" name="sliderA" min="0" max="4" value="0"> -->
<span id="valueA">0</span>
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<label for="sliderB">Pointy Nose:</label>
<!-- <input type="range" id="sliderB" name="sliderB" min="0" max="4" value="0"> -->
<input type="range" id="sliderB" class="slider" name="sliderB" min="0" max="4" value="0" oninput="updateImage()">
<input type="range" id="sliderB" class="slider is-large is-info" name="sliderB" min="0" max="4" value="0" oninput="updateImage()">

<span id="valueB">0</span>

<br>

<label for="sliderC">Narrow Eyes:</label>
<!-- <input type="range" id="sliderC" name="sliderC" min="0" max="4" value="0"> -->
<input type="range" id="sliderC" class="slider" name="sliderC" min="0" max="4" value="0" oninput="updateImage()">
<input type="range" id="sliderC" class="slider is-large is-info" name="sliderC" min="0" max="4" value="0" oninput="updateImage()">

<span id="valueC">0</span>

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.clickable-area {
cursor: pointer;
}
</style>
</style>
<div class="columns is-centered has-text-centered">
<h2 class="title is-3">Sampling</h2>
</div>
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<img src="./images/sampling/sample_animation.gif" alt="sampling" usemap="#workmap" id="mainImage" style="border: 2px solid gray; border-radius: 15px; box-shadow: 0px 0px 10px #999; padding: 0px;" >

<map name="workmap" id="workmap">
<area id="rect1" shape="rect" coords="1866,754,2225,871" alt="rect1" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part19.jpg')">
<area id="rect2" shape="rect" coords="2282,731,2643,847" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part20.jpg')">
<area id="rect3" shape="rect" coords="1523,571,1884,687" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part21.jpg')">
<area id="rect4" shape="rect" coords="1287,790,1648,905" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part22.jpg')">
<area id="rect4" shape="rect" coords="888,687,1250,802" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part23.jpg')">
<area id="rect1" shape="rect" coords="1866,754,2225,871" alt="rect1" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part19.jpg')">
<area id="rect2" shape="rect" coords="2282,731,2643,847" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part20.jpg')">
<area id="rect3" shape="rect" coords="1523,571,1884,687" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part21.jpg')">
<area id="rect4" shape="rect" coords="1287,790,1648,905" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part22.jpg')">
<area id="rect4" shape="rect" coords="888,687,1250,802" alt="rect2" title="click" class="clickable-area" onclick="changeImage('./images/sampling/sampling_Part23.jpg')">
</map>

<script>

function changeImage(im_name) {
document.getElementById('mainImage').src = im_name;
document.getElementById('mainImage').src = im_name;

}
</script>

</div>
</div>
</div>
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<h3 class="title is-4">Click on an image to invert it into a model.</h2>
<div class="content">
<!-- <h3 class="title is-3">Key idea</h3> -->
<img src="./images/inversion/inversion_animation.gif" alt="inversion" usemap="#workmapb" id="mainImageb" style="border: 2px solid gray; border-radius: 15px; box-shadow: 0px 0px 10px #999;">
<img src="./images/inversion/inversion_animation.gif" alt="inversion" usemap="#workmapb" id="mainImageb" style="border: 2px solid gray; border-radius: 15px; box-shadow: 0px 0px 10px #999;">
<!-- style="transform: translate(45px,0px);" -->
<map name="workmapb">
<area id="rect1b" shape="rect" coords="32, 51, 603, 607" alt="rect1b" class="clickable-area" onclick="changeImage2('./images/inversion/inversion_Part21.jpg')">
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<script>
function changeImage2(im_name) {
document.getElementById('mainImageb').src = im_name;
document.getElementById('mainImageb').src = im_name;

}
</script>

</div>
</div>
</div>
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-webkit-user-select: none;
-ms-user-select: none;
}
</style>
</style>
<div class="columns is-centered has-text-centered">
<h2 class="title is-3">Connection to Generative Latent Spaces</h2>
</div>
<div class="content has-text-justified">
<img src="./images/w2w_vs_GAN.jpg" alt="w2w_vs_gan">
As seen from the interactive examples above, <em>weights2weights</em> space enables applications analogous to those of a traditional generative latent space–-inversion, editing, and sampling–-but producing model weights rather than images. With generative models such as GANs, the instance is a latent mapping to an image, whereas the instance with <em>weights2weights</em> is a set of identity-encoding weights.
As seen from the interactive examples above, <em>weights2weights</em> space enables applications analogous to those of a traditional generative latent space–-inversion, editing, and sampling–-but producing model weights rather than images. With generative models such as GANs, the instance is a latent mapping to an image, whereas the instance with <em>weights2weights</em> is a set of identity-encoding weights.
</section>


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</div>
</footer>

<script src="./static/resize/imageMapResizer.min.js"></script>
<script src="./static/resize/imageMapResizer.min.js"></script>
<script>
imageMapResize();
</script>
</script>

</body>
</html>

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