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@@ -276,7 +276,7 @@ <h2 class="title is-3">Key Insights and Figures</h2>
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<figcaption>
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<small>
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<em><strong>Lavender: Diffusion Instruction Tuning.</strong>
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<em>Figure 3. <strong>Lavender: Diffusion Instruction Tuning.</strong>
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Lavender uses the text-vision attention maps of a Stable Diffusion Model, \(Attention_{SDM}\), as a guiding objective for the attention of the target vision-language model (VLM), \(Attention_{VLM}\). The \textit{Attention Alignment} module employs a 3-Layer ConvNet to transform \(Attention_{VLM}\) to match \(Attention_{SDM}\) via an MSE loss, acting as a regularisation term during supervised fine-tuning.</em>
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</small>
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</figcaption>

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