Your English writing platform
Discover LudwigExact(7)
For each topic the topic ID and a representative label is provided.
In the second scan, the pixel's provisional label is replaced by the representative label.
During the second image scan, we only need to replace each provisional label by its representative label.
For instance, if Previous_F_Label (p) = n, it indicates that the representative label for p is n, in which p and n are labels assigned in the previous row; if Previous_F_Label (p) = 0, it indicates that the representative label for p is itself, and New_F_Label has the same meaning in the current row.
If MAP i) = k, it indicates that i which is a representative label in the previous row has been translated to label k in the current row; if MAP i) = 0, it indicates that representative label i in the previous row does not have a translated label in the current row.
In the first scan, provisional labels are assigned, and then the key point is to resolve label equivalence by finding a unique representative label for each group of equivalent labels.
Similar(53)
Our code also allows users to implement supervised learning approaches with their own representative labeled training data.
Known classes is the number of classes that have representative labeled instances in the training set at a given iteration.
MAP is the translation table, which denotes the correspondence between the representative labels in the previous row and the provisional labels in the current row.
The effort required to retrieve representative labeled instances to learn a classification model is not only related to the number of distinct classes [2].
As shown in Figure 2, Previous_P_Label and New_P_Label are provisional labels assigned in the previous row and the current row; Previous_F_Label and New_F_Label are label-index tables, which indicate the representative labels corresponding to Previous_P_Label and New_P_Label.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com