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Research map / Point clouds / Shape and surface completion

Similarity Metric For Curved Shapes In Euclidean Space

CVPR 2016 · Point clouds › Shape and surface completion · approach: Unsupervised shape correspondence · 12 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use the proposed Lie-group curve representation and distance instead of the strongest reported baselineFlavia leaf retrieval · Flavia leave-one-outMAP: 92.37 -> 94.11Helped
Add Gaussian noise with standard deviation σ=0.5Proposed metric · Fighter jets datasetMAP: 97.11 -> 96.72Hurt
Add Gaussian noise with standard deviation σ=1.5Proposed metric · Fighter jets datasetMAP: 97.11 -> 89.95Hurt
Add Gaussian noise with standard deviation σ=2.5Proposed metric · Fighter jets datasetMAP: 97.11 -> 83.27Hurt

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