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# Model Evaluation Report

## Model: simpler_cnn
- Test accuracy: 0.8286

```
              precision    recall  f1-score   support

  No Overlay       0.87      0.90      0.89       154
 Has Overlay       0.70      0.62      0.66        56

    accuracy                           0.83       210
   macro avg       0.78      0.76      0.77       210
weighted avg       0.82      0.83      0.83       210

```
![Confusion Matrix for simpler_cnn](confusion_matrix_simpler_cnn.png)

### False Positive Images:
<a href="../data/screenshots/basspro.capitalone.com.png"><img src="../data/preprocessed/basspro.capitalone.com.png" alt="data/preprocessed/basspro.capitalone.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/forums.macrumors.com.png"><img src="../data/preprocessed/forums.macrumors.com.png" alt="data/preprocessed/forums.macrumors.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/bonusoffers.samsclub.com.png"><img src="../data/preprocessed/bonusoffers.samsclub.com.png" alt="data/preprocessed/bonusoffers.samsclub.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.petiteimpact.com.png"><img src="../data/preprocessed/www.petiteimpact.com.png" alt="data/preprocessed/www.petiteimpact.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/committees.parliament.uk.png"><img src="../data/preprocessed/committees.parliament.uk.png" alt="data/preprocessed/committees.parliament.uk.png" width="100" height="100" /></a>
<a href="../data/screenshots/pcmanager.microsoft.com.png"><img src="../data/preprocessed/pcmanager.microsoft.com.png" alt="data/preprocessed/pcmanager.microsoft.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.premierneurology.org.png"><img src="../data/preprocessed/www.premierneurology.org.png" alt="data/preprocessed/www.premierneurology.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/bbbmarketplacetrust.org.png"><img src="../data/preprocessed/bbbmarketplacetrust.org.png" alt="data/preprocessed/bbbmarketplacetrust.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.wallstreetoasis.com.png"><img src="../data/preprocessed/www.wallstreetoasis.com.png" alt="data/preprocessed/www.wallstreetoasis.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/newsroom.bankofamerica.com.png"><img src="../data/preprocessed/newsroom.bankofamerica.com.png" alt="data/preprocessed/newsroom.bankofamerica.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.bellevue.edu.png"><img src="../data/preprocessed/www.bellevue.edu.png" alt="data/preprocessed/www.bellevue.edu.png" width="100" height="100" /></a>
<a href="../data/screenshots/wellnessmama.com.png"><img src="../data/preprocessed/wellnessmama.com.png" alt="data/preprocessed/wellnessmama.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/en.wikipedia.org.png"><img src="../data/preprocessed/en.wikipedia.org.png" alt="data/preprocessed/en.wikipedia.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.globalsmallbusinessblog.com.png"><img src="../data/preprocessed/www.globalsmallbusinessblog.com.png" alt="data/preprocessed/www.globalsmallbusinessblog.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.booking.com.png"><img src="../data/preprocessed/www.booking.com.png" alt="data/preprocessed/www.booking.com.png" width="100" height="100" /></a>
### False Negative Images:
<a href="../data/screenshots/www.balenciaga.com.png"><img src="../data/preprocessed/www.balenciaga.com.png" alt="data/preprocessed/www.balenciaga.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.theguardian.com.png"><img src="../data/preprocessed/www.theguardian.com.png" alt="data/preprocessed/www.theguardian.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.samsungsds.com.png"><img src="../data/preprocessed/www.samsungsds.com.png" alt="data/preprocessed/www.samsungsds.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.mous.co.png"><img src="../data/preprocessed/www.mous.co.png" alt="data/preprocessed/www.mous.co.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.apc-us.com.png"><img src="../data/preprocessed/www.apc-us.com.png" alt="data/preprocessed/www.apc-us.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/drmartens.com.hk.png"><img src="../data/preprocessed/drmartens.com.hk.png" alt="data/preprocessed/drmartens.com.hk.png" width="100" height="100" /></a>
<a href="../data/screenshots/toronto.ubisoft.com.png"><img src="../data/preprocessed/toronto.ubisoft.com.png" alt="data/preprocessed/toronto.ubisoft.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/flights.virginatlantic.com.png"><img src="../data/preprocessed/flights.virginatlantic.com.png" alt="data/preprocessed/flights.virginatlantic.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.visiteauclaire.com.png"><img src="../data/preprocessed/www.visiteauclaire.com.png" alt="data/preprocessed/www.visiteauclaire.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.bknw.org.png"><img src="../data/preprocessed/www.bknw.org.png" alt="data/preprocessed/www.bknw.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/bywoops.com.png"><img src="../data/preprocessed/bywoops.com.png" alt="data/preprocessed/bywoops.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/sprinkles.com.png"><img src="../data/preprocessed/sprinkles.com.png" alt="data/preprocessed/sprinkles.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/macyfoundation.org.png"><img src="../data/preprocessed/macyfoundation.org.png" alt="data/preprocessed/macyfoundation.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.maisonmargiela.com.png"><img src="../data/preprocessed/www.maisonmargiela.com.png" alt="data/preprocessed/www.maisonmargiela.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.mthigh.com.png"><img src="../data/preprocessed/www.mthigh.com.png" alt="data/preprocessed/www.mthigh.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/stadiumcustomkicks.com.png"><img src="../data/preprocessed/stadiumcustomkicks.com.png" alt="data/preprocessed/stadiumcustomkicks.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/nuggetcomfort.com.png"><img src="../data/preprocessed/nuggetcomfort.com.png" alt="data/preprocessed/nuggetcomfort.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.walmart.com.png"><img src="../data/preprocessed/www.walmart.com.png" alt="data/preprocessed/www.walmart.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/janeiredale.com.png"><img src="../data/preprocessed/janeiredale.com.png" alt="data/preprocessed/janeiredale.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/privacy.samsung.com.png"><img src="../data/preprocessed/privacy.samsung.com.png" alt="data/preprocessed/privacy.samsung.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.casetify.com.png"><img src="../data/preprocessed/www.casetify.com.png" alt="data/preprocessed/www.casetify.com.png" width="100" height="100" /></a>

## Model: mobilenetv2
- Test accuracy: 0.7381

```
              precision    recall  f1-score   support

  No Overlay       0.74      0.99      0.85       154
 Has Overlay       0.67      0.04      0.07        56

    accuracy                           0.74       210
   macro avg       0.70      0.51      0.46       210
weighted avg       0.72      0.74      0.64       210

```
![Confusion Matrix for mobilenetv2](confusion_matrix_mobilenetv2.png)

### False Positive Images:
<a href="../data/screenshots/www.harmonsgrocery.com.png"><img src="../data/preprocessed/www.harmonsgrocery.com.png" alt="data/preprocessed/www.harmonsgrocery.com.png" width="100" height="100" /></a>
### False Negative Images:
<a href="../data/screenshots/www.visitrehoboth.com.png"><img src="../data/preprocessed/www.visitrehoboth.com.png" alt="data/preprocessed/www.visitrehoboth.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.balenciaga.com.png"><img src="../data/preprocessed/www.balenciaga.com.png" alt="data/preprocessed/www.balenciaga.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.foodnetwork.com.png"><img src="../data/preprocessed/www.foodnetwork.com.png" alt="data/preprocessed/www.foodnetwork.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/iowariverlanding.com.png"><img src="../data/preprocessed/iowariverlanding.com.png" alt="data/preprocessed/iowariverlanding.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/phonerebel.com.png"><img src="../data/preprocessed/phonerebel.com.png" alt="data/preprocessed/phonerebel.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.theguardian.com.png"><img src="../data/preprocessed/www.theguardian.com.png" alt="data/preprocessed/www.theguardian.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/secretlosangeles.com.png"><img src="../data/preprocessed/secretlosangeles.com.png" alt="data/preprocessed/secretlosangeles.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.manoloblahnik.com.png"><img src="../data/preprocessed/www.manoloblahnik.com.png" alt="data/preprocessed/www.manoloblahnik.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.apcstore.com.png"><img src="../data/preprocessed/www.apcstore.com.png" alt="data/preprocessed/www.apcstore.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.samsungsds.com.png"><img src="../data/preprocessed/www.samsungsds.com.png" alt="data/preprocessed/www.samsungsds.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.edreams.com.png"><img src="../data/preprocessed/www.edreams.com.png" alt="data/preprocessed/www.edreams.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.mous.co.png"><img src="../data/preprocessed/www.mous.co.png" alt="data/preprocessed/www.mous.co.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.apc-us.com.png"><img src="../data/preprocessed/www.apc-us.com.png" alt="data/preprocessed/www.apc-us.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.skinlabmaffi.com.png"><img src="../data/preprocessed/www.skinlabmaffi.com.png" alt="data/preprocessed/www.skinlabmaffi.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/drmartens.com.hk.png"><img src="../data/preprocessed/drmartens.com.hk.png" alt="data/preprocessed/drmartens.com.hk.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.bigchillislandhouse.com.png"><img src="../data/preprocessed/www.bigchillislandhouse.com.png" alt="data/preprocessed/www.bigchillislandhouse.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/feiyue-shoes.com.png"><img src="../data/preprocessed/feiyue-shoes.com.png" alt="data/preprocessed/feiyue-shoes.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/toronto.ubisoft.com.png"><img src="../data/preprocessed/toronto.ubisoft.com.png" alt="data/preprocessed/toronto.ubisoft.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/flights.virginatlantic.com.png"><img src="../data/preprocessed/flights.virginatlantic.com.png" alt="data/preprocessed/flights.virginatlantic.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.thesunnysideupblog.com.png"><img src="../data/preprocessed/www.thesunnysideupblog.com.png" alt="data/preprocessed/www.thesunnysideupblog.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/annamaegroves.com.png"><img src="../data/preprocessed/annamaegroves.com.png" alt="data/preprocessed/annamaegroves.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.tlhplasticsurgery.com.png"><img src="../data/preprocessed/www.tlhplasticsurgery.com.png" alt="data/preprocessed/www.tlhplasticsurgery.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.littletikes.com.png"><img src="../data/preprocessed/www.littletikes.com.png" alt="data/preprocessed/www.littletikes.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.visiteauclaire.com.png"><img src="../data/preprocessed/www.visiteauclaire.com.png" alt="data/preprocessed/www.visiteauclaire.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.bknw.org.png"><img src="../data/preprocessed/www.bknw.org.png" alt="data/preprocessed/www.bknw.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/bywoops.com.png"><img src="../data/preprocessed/bywoops.com.png" alt="data/preprocessed/bywoops.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/bychloewen.com.png"><img src="../data/preprocessed/bychloewen.com.png" alt="data/preprocessed/bychloewen.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/sprinkles.com.png"><img src="../data/preprocessed/sprinkles.com.png" alt="data/preprocessed/sprinkles.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/witwhimsy.com.png"><img src="../data/preprocessed/witwhimsy.com.png" alt="data/preprocessed/witwhimsy.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/macyfoundation.org.png"><img src="../data/preprocessed/macyfoundation.org.png" alt="data/preprocessed/macyfoundation.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/palmersquare.com.png"><img src="../data/preprocessed/palmersquare.com.png" alt="data/preprocessed/palmersquare.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.maisonmargiela.com.png"><img src="../data/preprocessed/www.maisonmargiela.com.png" alt="data/preprocessed/www.maisonmargiela.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.theatlantic.com.png"><img src="../data/preprocessed/www.theatlantic.com.png" alt="data/preprocessed/www.theatlantic.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.mthigh.com.png"><img src="../data/preprocessed/www.mthigh.com.png" alt="data/preprocessed/www.mthigh.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/stadiumcustomkicks.com.png"><img src="../data/preprocessed/stadiumcustomkicks.com.png" alt="data/preprocessed/stadiumcustomkicks.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.garmin.com.sg.png"><img src="../data/preprocessed/www.garmin.com.sg.png" alt="data/preprocessed/www.garmin.com.sg.png" width="100" height="100" /></a>
<a href="../data/screenshots/nuggetcomfort.com.png"><img src="../data/preprocessed/nuggetcomfort.com.png" alt="data/preprocessed/nuggetcomfort.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.saintlouisgalleria.com.png"><img src="../data/preprocessed/www.saintlouisgalleria.com.png" alt="data/preprocessed/www.saintlouisgalleria.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.radiotimes.com.png"><img src="../data/preprocessed/www.radiotimes.com.png" alt="data/preprocessed/www.radiotimes.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/intothegloss.com.png"><img src="../data/preprocessed/intothegloss.com.png" alt="data/preprocessed/intothegloss.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.riverchasegalleria.com.png"><img src="../data/preprocessed/www.riverchasegalleria.com.png" alt="data/preprocessed/www.riverchasegalleria.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.walmart.com.png"><img src="../data/preprocessed/www.walmart.com.png" alt="data/preprocessed/www.walmart.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.flysas.com.png"><img src="../data/preprocessed/www.flysas.com.png" alt="data/preprocessed/www.flysas.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/janeiredale.com.png"><img src="../data/preprocessed/janeiredale.com.png" alt="data/preprocessed/janeiredale.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.landsend.com.png"><img src="../data/preprocessed/www.landsend.com.png" alt="data/preprocessed/www.landsend.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.marca.com.png"><img src="../data/preprocessed/www.marca.com.png" alt="data/preprocessed/www.marca.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.msn.com.png"><img src="../data/preprocessed/www.msn.com.png" alt="data/preprocessed/www.msn.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.patagoniaburlington.com.png"><img src="../data/preprocessed/www.patagoniaburlington.com.png" alt="data/preprocessed/www.patagoniaburlington.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/apparel.onepeloton.com.png"><img src="../data/preprocessed/apparel.onepeloton.com.png" alt="data/preprocessed/apparel.onepeloton.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/contixo.com.png"><img src="../data/preprocessed/contixo.com.png" alt="data/preprocessed/contixo.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/privacy.samsung.com.png"><img src="../data/preprocessed/privacy.samsung.com.png" alt="data/preprocessed/privacy.samsung.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.casetify.com.png"><img src="../data/preprocessed/www.casetify.com.png" alt="data/preprocessed/www.casetify.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/us.merch.larian.com.png"><img src="../data/preprocessed/us.merch.larian.com.png" alt="data/preprocessed/us.merch.larian.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/thecollarfind.com.png"><img src="../data/preprocessed/thecollarfind.com.png" alt="data/preprocessed/thecollarfind.com.png" width="100" height="100" /></a>

## Model: resnet50
- Test accuracy: 0.9619

```
              precision    recall  f1-score   support

  No Overlay       0.95      1.00      0.97       154
 Has Overlay       1.00      0.86      0.92        56

    accuracy                           0.96       210
   macro avg       0.98      0.93      0.95       210
weighted avg       0.96      0.96      0.96       210

```
![Confusion Matrix for resnet50](confusion_matrix_resnet50.png)

### False Positive Images:
### False Negative Images:
<a href="../data/screenshots/www.marketwatch.com.png"><img src="../data/preprocessed/www.marketwatch.com.png" alt="data/preprocessed/www.marketwatch.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.balenciaga.com.png"><img src="../data/preprocessed/www.balenciaga.com.png" alt="data/preprocessed/www.balenciaga.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.foodnetwork.com.png"><img src="../data/preprocessed/www.foodnetwork.com.png" alt="data/preprocessed/www.foodnetwork.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/drmartens.com.hk.png"><img src="../data/preprocessed/drmartens.com.hk.png" alt="data/preprocessed/drmartens.com.hk.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.visiteauclaire.com.png"><img src="../data/preprocessed/www.visiteauclaire.com.png" alt="data/preprocessed/www.visiteauclaire.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/witwhimsy.com.png"><img src="../data/preprocessed/witwhimsy.com.png" alt="data/preprocessed/witwhimsy.com.png" width="100" height="100" /></a>
<a href="../data/screenshots/macyfoundation.org.png"><img src="../data/preprocessed/macyfoundation.org.png" alt="data/preprocessed/macyfoundation.org.png" width="100" height="100" /></a>
<a href="../data/screenshots/www.flysas.com.png"><img src="../data/preprocessed/www.flysas.com.png" alt="data/preprocessed/www.flysas.com.png" width="100" height="100" /></a>