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@@ -204,11 +204,11 @@ <h2 class="title is-3">Abstract</h2>
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<p>
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We present <span class="dperact">Colosseum</span>, a novel simulation
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benchmark,with 20 diverse manipulation tasks, that enables systematical
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evaluation of models across 12 axes of environmental perturbations.
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evaluation of models across 14 axes of environmental perturbations.
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These perturbations include changes in color, texture, and size of
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objects, table-tops, and backgrounds; we also vary lighting, distractors,
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objects, table-tops, background and object physical properties; we also vary lighting, distractors,
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and camera pose. Using <span class="dperact">Colosseum</span>, we compare
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4 state-of-the-art manipulation models to reveal that their success
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5 state-of-the-art manipulation models to reveal that their success
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rate degrades between 30-50% across these perturbation factors.
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</p>
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<p>

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