Dog Breed Classifier
Project Expo
Dogs vs Cats Summary
~87% Test Accuracy
Breed Classifier Project Goal
Utilize Pre-Trained General Image Models
Final Accuracies
Inception V3 ~ 43%
ResNet-50 ~ 60%
VGG-16 ~ 53%
Bella
Miniature Pinscher/Chihuahua Mix
Actual
Predicted
Inception V3
Chihuahua
VGG-16
Cardigan
ResNet-50
Cardigan
Luna
Golden Retriever
Actual
Predicted
Inception V3
Golden Retriever
VGG-16
Saluki
ResNet-50
Saluki
Morgan
English Cocker Spaniel
Actual
Predicted
Inception V3
Cocker Spaniel
VGG-16
Welsh Springer Spaniel
ResNet-50
Sussex Spaniel
Kiva
Shiba Inu
Actual
Predicted
Inception V3
Malamute
VGG-16
Cardigan
ResNet-50
Norwegian Elkhound
(Not in dataset)
Maggie
Yorkshire Terrier
Actual
Predicted
Inception V3
Lakeland Terrier
VGG-16
Irish Terrier
ResNet-50
Airedale Terrier
Snowy
Yellow Lab
Actual
Predicted
Inception V3
Weimaraner
VGG-16
English Foxhound
ResNet-50
Rhodesian Ridgeback
Buddy
Black Lab
Actual
Predicted
Inception V3
Flat-Coated
Retriever
VGG-16
Labrador
ResNet-50
Labrador
ResNet-50 Top 10 Best
Inception V3 Top 10 Best
No Overlap
ResNet-50 Top 10 Best
Inception V3 Top 10 WORST
ResNet-50 Top 10 Best
Inception V3 Top 10 WORST
4 Overlaps!
ResNet-50 Top 10 WORST
Inception V3 Top 10 Best
ResNet-50 Top 10 WORST
Inception V3 Top 10 Best
3 Overlaps!
Implement Ensemble Model If More Time
Areas For Improvement