Classifier

This commit is contained in:
Daniel Saavedra
2020-12-01 22:42:41 -03:00
parent 0688f50313
commit a16efbe1b3
8 changed files with 206397 additions and 25028 deletions

File diff suppressed because one or more lines are too long

File diff suppressed because one or more lines are too long

File diff suppressed because one or more lines are too long

File diff suppressed because it is too large Load Diff

Binary file not shown.

File diff suppressed because it is too large Load Diff

BIN
GPS_Panel/Ocoa/P1.tiff Normal file

Binary file not shown.

View File

@@ -1,6 +1,6 @@
# Panel Enumeration
This algorithm divides the tables and lists the panels of each of these tables.
## Install requirements
@@ -17,3 +17,26 @@ View example
Enumeration_KML.ipynb
```
# Panel Classifier
This algorithm uses the division of the panels to classify them individually if they are with any fault.
## Train Model
In the Classifier folder there is the training of the model `` `Train_Classifier_DEEP_SVC.ipynb``` which is based on the union of a deep learning model pre-trained with Imagenet together with an SVM model.
## Example
View example
```
ClassifierPanel_KML.ipynb
```
## Classification Report
| | Precision | Recall | F1-score | support | accuracy |
|----------|-----------|--------|----------|---------|----------|
| 0-Normal | 0.95 | 0.97 | 0.96 | 1688 | |
| 1-Falla | 0.97 | 0.96 | 0.96 | 2084 | 0.96 |