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  1. .gitattributes +1 -0
  2. 20250227_221548_resnet50.keras +3 -0
  3. README.md +15 -0
  4. complete_report.md +158 -0
  5. confusion_matrix_mobilenetv2.png +0 -0
  6. confusion_matrix_resnet50.png +0 -0
  7. confusion_matrix_simpler_cnn.png +0 -0
  8. models.csv +4 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ 20250227_221548_resnet50.keras filter=lfs diff=lfs merge=lfs -text
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README.md CHANGED
@@ -1,3 +1,18 @@
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  ---
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  license: mit
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: mit
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  ---
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+
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+ # Interface Obstacles in Web Screenshots: Automatic Identification of Overlays with Deep Learning
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+
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+ This repository contains models for the paper "Interface Obstacles in Web Screenshots: Automatic Identification of Overlays with Deep Learning".
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+
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+
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+ [Complete Report](complete_report.md)
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+
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+
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+ CODE: [https://github.com/goker-dev/overlay](https://github.com/goker-dev/overlay)
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+
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+
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+ ## Contact
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+
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+ For any questions or issues, please contact goker@goker.dev.
complete_report.md ADDED
@@ -0,0 +1,158 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Model Evaluation Report
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+
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+ ## Model: simpler_cnn
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+ - Test accuracy: 0.8286
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+
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+ ```
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+ precision recall f1-score support
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+
9
+ No Overlay 0.87 0.90 0.89 154
10
+ Has Overlay 0.70 0.62 0.66 56
11
+
12
+ accuracy 0.83 210
13
+ macro avg 0.78 0.76 0.77 210
14
+ weighted avg 0.82 0.83 0.83 210
15
+
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+ ```
17
+ ![Confusion Matrix for simpler_cnn](confusion_matrix_simpler_cnn.png)
18
+
19
+ ### False Positive Images:
20
+ <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>
21
+ <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>
22
+ <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>
23
+ <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>
24
+ <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>
25
+ <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>
26
+ <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>
27
+ <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>
28
+ <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>
29
+ <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>
30
+ <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>
31
+ <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>
32
+ <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>
33
+ <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>
34
+ <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>
35
+ ### False Negative Images:
36
+ <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>
37
+ <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>
38
+ <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>
39
+ <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>
40
+ <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>
41
+ <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>
42
+ <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>
43
+ <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>
44
+ <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>
45
+ <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>
46
+ <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>
47
+ <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>
48
+ <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>
49
+ <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>
50
+ <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>
51
+ <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>
52
+ <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>
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+ <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>
54
+ <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>
55
+ <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>
56
+ <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>
57
+
58
+ ## Model: mobilenetv2
59
+ - Test accuracy: 0.7381
60
+
61
+ ```
62
+ precision recall f1-score support
63
+
64
+ No Overlay 0.74 0.99 0.85 154
65
+ Has Overlay 0.67 0.04 0.07 56
66
+
67
+ accuracy 0.74 210
68
+ macro avg 0.70 0.51 0.46 210
69
+ weighted avg 0.72 0.74 0.64 210
70
+
71
+ ```
72
+ ![Confusion Matrix for mobilenetv2](confusion_matrix_mobilenetv2.png)
73
+
74
+ ### False Positive Images:
75
+ <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>
76
+ ### False Negative Images:
77
+ <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>
78
+ <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>
79
+ <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>
80
+ <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>
81
+ <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>
82
+ <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>
83
+ <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>
84
+ <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>
85
+ <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>
86
+ <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>
87
+ <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>
88
+ <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>
89
+ <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>
90
+ <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>
91
+ <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>
92
+ <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>
93
+ <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>
94
+ <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>
95
+ <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>
96
+ <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>
97
+ <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>
98
+ <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>
99
+ <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>
100
+ <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>
101
+ <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>
102
+ <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>
103
+ <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>
104
+ <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>
105
+ <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>
106
+ <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>
107
+ <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>
108
+ <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>
109
+ <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>
110
+ <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>
111
+ <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>
112
+ <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>
113
+ <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>
114
+ <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>
115
+ <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>
116
+ <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>
117
+ <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>
118
+ <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>
119
+ <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>
120
+ <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>
121
+ <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>
122
+ <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>
123
+ <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>
124
+ <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>
125
+ <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>
126
+ <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>
127
+ <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>
128
+ <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>
129
+ <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>
130
+ <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>
131
+
132
+ ## Model: resnet50
133
+ - Test accuracy: 0.9619
134
+
135
+ ```
136
+ precision recall f1-score support
137
+
138
+ No Overlay 0.95 1.00 0.97 154
139
+ Has Overlay 1.00 0.86 0.92 56
140
+
141
+ accuracy 0.96 210
142
+ macro avg 0.98 0.93 0.95 210
143
+ weighted avg 0.96 0.96 0.96 210
144
+
145
+ ```
146
+ ![Confusion Matrix for resnet50](confusion_matrix_resnet50.png)
147
+
148
+ ### False Positive Images:
149
+ ### False Negative Images:
150
+ <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>
151
+ <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>
152
+ <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>
153
+ <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>
154
+ <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>
155
+ <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>
156
+ <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>
157
+ <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>
158
+
confusion_matrix_mobilenetv2.png ADDED
confusion_matrix_resnet50.png ADDED
confusion_matrix_simpler_cnn.png ADDED
models.csv ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ model,path
2
+ simpler_cnn,models/20250227_221548_simpler_cnn.keras
3
+ mobilenetv2,models/20250227_221548_mobilenetv2.keras
4
+ resnet50,models/20250227_221548_resnet50.keras