Estimates the Jaccard index for comparing two binary maps
Arguments
- m1
A binary raster A or an object of class setA returned by the function
model2sparse
.- m2
A binary raster A or an object of class setA returned by the function
model2sparse
.
Value
Returns a data.frame with three values: 1) jaccard (Jaccard index), 2) percentage_m1 (the percentage of m1 that the intersection \(|A \cap B|\) represents), and 3) percentage_m2
Details
The Jaccard index is computed as follows $$J(A,B)={{|A\cap B|}\over{|A\cup B|}}={{|A\cap B|}\over{|A|+|B|-|A\cap B|}}. $$
Examples
m1_path <- system.file("extdata/conejos/Lepus_othus_cont.tif",
package = "bamm")
m2_path <- system.file("extdata/conejos/Brachylagus_idahoensis_cont.tif",
package = "bamm")
m1 <- raster::raster(m1_path) > 0.01
m2 <- raster::raster(m2_path) >0.01
jcc <- bamm::jaccard(m1,m2)
print(jcc)
#> jaccard percentage_of_m1 percentage_of_m2
#> 1 0.04545455 5.475763 21.10727