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update: ct2mri proj page (v2)
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CKBling committed Jun 26, 2024
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25 changes: 15 additions & 10 deletions ct2mri2024/index.html
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Expand Up @@ -975,25 +975,25 @@ <h3 class="title is-3 has-text-centered">Methods</h3>
<br>
<h4 class="title is-4 has-text-centered">Pipeline</h4>
<div class="content has-text-justified">
<img src="./static/images/fig_2.png" alt="Pipeline">
<img src="./static/images/fig_2.png" alt="Pipeline" width="100%">
<br>
<p>
Training and sampling scheme of the proposed methods.
(a) During the multi-slice BBDM training, a target histogram-based style key is injected into the U-Net.
(b) Target volume sampling proceeds in the manner of the Predictor-Corrector method.
During the <i>co-prediction</i> phase, multiple $\bm{\epsilon}^{i,k}_{\theta,t}$ are employed to establish connections among the predicted slices within $\bm{\bar{X}}_{t-1}$.
During the <i>co-prediction</i> phase, multiple ${\epsilon}^{i,k}_{\theta,t}$ are employed to establish connections among the predicted slices within ${\bar{X}}_{t-1}$.
In the subsequent <i>correction</i> phase, the co-predicted volume is refined through a score-guided deterministic process.
</p>
</div>

<br>
<h4 class="title is-4 has-text-centered">Inter-Slice Trajectory Alignment (ISTA) Sampling</h4>
<div class="content has-text-justified">
<img src="./static/images/fig_3.png" alt="ISTA">
<img src="./static/images/fig_3.png" alt="ISTA" width="100%">
<p>
Visualization of the latent space and algorithm for ISTA sampling.
The trained U-Net produces inconsistent outputs for multi-slice inputs that include the $i^{th}$ slice.
The <i>co-prediction</i> unifies the direction of these independent inferences, while the <i>correction</i> aligns the co-predicted $\bar{\bm{x}}_{t}^i$ onto the manifold of $\bm{x}^i_{t}$.
The <i>co-prediction</i> unifies the direction of these independent inferences, while the <i>correction</i> aligns the co-predicted $\bar{{x}}_{t}^i$ onto the manifold of ${x}^i_{t}$.
</p>
</div>

Expand All @@ -1014,23 +1014,25 @@ <h3 class="title is-3 has-text-centered">Main Results</h3>
<h4 class="title is-4 has-text-centered">In-house Dataset (CT$\rightarrow$MRI)</h4>
<section class="hero is-light is-small">
<div class="content has-text-centered">
<img src="./static/images/fig_4.png" alt="In-house data">
<img src="./static/images/fig_4.png" alt="In-house data" width="100%">
</div>
</section>

<br>
<br>
<h4 class="title is-4 has-text-centered">BraTS2023 Dataset (FLAIR$\rightarrow$T1)</h4>
<section class="hero is-light is-small">
<div class="content has-text-centered">
<img src="./static/images/fig_s1.png" alt="BraTS">
<img src="./static/images/fig_s1.png" alt="BraTS" width="100%">
</div>
</section>

<br>
<br>
<h4 class="title is-4 has-text-centered">Quantitative Results</h4>
<section class="hero is-light is-small">
<div class="content has-text-centered">
<img src="./static/images/tab_1.png" alt="quant_res">
<img src="./static/images/tab_1.png" alt="quant_res" width="100%">
</div>
</section>

Expand All @@ -1047,27 +1049,30 @@ <h4 class="title is-4 has-text-centered">Quantitative Results</h4>
<div class="column is-four-fifths">
<h3 class="title is-3 has-text-centered">Additional Studies</h3>

<br>
<br>
<h4 class="title is-4 has-text-centered">Various style keys for SKC (CT$\rightarrow$MRI)</h4>
<section class="hero is-light is-small">
<div class="content has-text-centered">
<img src="./static/images/fig_s3.png" alt="Potsdam supplymentary visualization">
<img src="./static/images/fig_s3.png" alt="Potsdam supplymentary visualization" width="100%">
</div>
</section>

<br>
<br>
<h4 class="title is-4 has-text-centered">Ablation Studies for SKC and ISTA (Qualitative)</h4>
<section class="hero is-light is-small">
<div class="content has-text-centered">
<img src="./static/images/fig_s2.png" alt="Potsdam supplymentary visualization">
<img src="./static/images/fig_s2.png" alt="Potsdam supplymentary visualization" width="100%">
</div>
</section>

<br>
<br>
<h4 class="title is-4 has-text-centered">Ablation Studies for SKC and ISTA (Quantitative)</h4>
<section class="hero is-light is-small">
<div class="content has-text-centered">
<img src="./static/images/tab_2.png" alt="Potsdam supplymentary visualization">
<img src="./static/images/tab_2.png" alt="Potsdam supplymentary visualization" width="100%">
</div>
</section>

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