add zero-shot pred -- need to verify

Author: giocopp

tutorial.html

@@ -7682,7 +7682,7 @@ <h2 id="Theorotical-Foundation">Theorotical Foundation<a class="anchor-link" hre
 <li><p><strong>Prototypical Networks:</strong> Prototypical Networks tackle this by mapping pixels (or patches) into an embedding space where each class is represented by a prototype, typically the mean embedding of its support examples. At inference time, each pixel in a query image is classified by measuring its distance to these class prototypes, enabling accurate pixel-wise segmentation in new scenes with very limited labeled data.</p>
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-<p><img alt="" src="presentation/figures/illustration_prototypical_network.png"/></p>
+<p><img alt="prototypical network" src="presentation/figures/illustration_prototypical_network.png"/></p>
 <p><em>Figure 1: Overview of the Self-Regularized Prototypical Network Architecture. Adapted from <a href="https://arxiv.org/pdf/2210.16829">Ding et al. (2022)</a>.</em></p>
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