ece4580:module_pcd:connectedcomponents
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ece4580:module_pcd:connectedcomponents [2017/02/10 19:55] – pvela | ece4580:module_pcd:connectedcomponents [2024/08/20 21:38] (current) – external edit 127.0.0.1 | ||
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- Apply a threshold to the proximity matrix to get the connectivity matrix $C$. | - Apply a threshold to the proximity matrix to get the connectivity matrix $C$. | ||
- Find the first row with a non-zero as the index. | - Find the first row with a non-zero as the index. | ||
+ | - numSets = 0 | ||
+ | - Set labels to be a 1 x $n_p$ matrix where $n_p$ is the number of points in the point cloud. | ||
- While there is an index to grab | - While there is an index to grab | ||
+ | * numSets = numSets + 1 | ||
* Grab a random point from the point cloud. Let its index be $i$. | * Grab a random point from the point cloud. Let its index be $i$. | ||
* Initialize the index set $S = {i}$. | * Initialize the index set $S = {i}$. | ||
* Initialize the neighbor index set $N = {i}$. | * Initialize the neighbor index set $N = {i}$. | ||
* While the neighbor set is not empty, do the following: | * While the neighbor set is not empty, do the following: | ||
- | * Zero out the rows for the current neighbor index set ($C(N,:) = 0$). | + | * Zero out the rows for the current neighbor index set ($C(N,:) = 0$). Makes them no longer available. |
- | * Given the neighbor set, find indices of its connected components | + | * Given the neighbor set, find indices of its connected components. These are all of the indices that are non-zero in the column $C(N,:)$. |
- | There are all of the indices that are non-zero in the column $C(N,:$)). | + | |
* Add these indices to the index set $S$. | * Add these indices to the index set $S$. | ||
- | * Set the new neighbor index set $N$ to the found connected components. | + | * SOverwrite |
- | * The set $S$ forms a cluster. | + | * The index set $S$ forms a cluster. |
- | | + | * Set labels($S$) = numSets |
+ | |||
+ | Each time a new set $S$ is computed, it defines a connected component cluster. The indices in the set $S$ are then used to label the points. | ||
+ | The labels variable should be returned. | ||
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ece4580/module_pcd/connectedcomponents.1486774522.txt.gz · Last modified: 2024/08/20 21:38 (external edit)