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GzyAftermath authored Oct 6, 2023
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Expand Up @@ -228,7 +228,7 @@ <h2 class="title is-3">Overview</h2>
<b>Dataset Distillation</b> aims at synthesizing a small synthetic dataset such that a model trained on
this synthetic set will perform <b>equally well</b> as a model trained on the full, real dataset.
Until now, no Dataset Distillation method has reached this completely lossless goal, in part due to the
fact that previous methods only remain effective when the size of synthetic dataset is <b>extremely
fact that previous methods only remain effective when the size of the synthetic dataset is <b>extremely
small</b>.
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Expand Down Expand Up @@ -305,14 +305,14 @@ <h2 class="title is-3">Visualization</h2>
What do <b>easy</b> patterns and <b>hard</b> patterns look like?
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<p>
Here we visualize the images synthesized by matching <b>early</b> and <b>late</b> trajectories, where <b>easy</b> patterns and <b>hard</b> patterns are embedded respectively.
Here we visualize the images synthesized by matching <b>early</b> and <b>late</b> trajectories, where <b>easy</b> patterns and <b>hard</b> patterns are embedded into the synthetic data respectively.

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<p>
As can be observed, matching <b>early</b> trajectories will blend the target object into the background and blur the details, which help DNNs to learn to identify commen (<b>easy</b>) samples according to their basic patterns.
As can be observed, matching <b>early</b> trajectories will blend the target object into the background and blur the details, which helps DNNs to learn to identify common (<b>easy</b>) samples according to their basic patterns.
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<p>
Conversely, matching <b>late</b> trajectories will give more detials about the target, which help DNNs to learn to identify the outlier (<b>hard</b>) samples.
Conversely, matching <b>late</b> trajectories will give more details about the target, which helps DNNs to learn to identify the outlier (<b>hard</b>) samples.
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Expand Down Expand Up @@ -399,4 +399,4 @@ <h2 class="title">BibTeX</h2>

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