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resnet_pet-images.txt
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Command Line Arguments:
dir = pet_images/
arch = resnet
dogfile = dognames.txt
{'Great_dane_05320.jpg': ['great dane'], 'Beagle_01125.jpg': ['beagle'], 'Collie_03797.jpg': ['collie'], 'Dalmatian_04068.jpg': ['dalmatian'], 'Miniature_schnauzer_06884.jpg': ['miniature schnauzer'], 'German_shepherd_dog_04890.jpg': ['german shepherd dog'], 'Basenji_00963.jpg': ['basenji'], 'cat_02.jpg': ['cat'], 'Golden_retriever_05223.jpg': ['golden retriever'], 'great_horned_owl_02.jpg': ['great horned owl'], 'Basset_hound_01034.jpg': ['basset hound'], 'Cocker_spaniel_03750.jpg': ['cocker spaniel'], 'Poodle_07927.jpg': ['poodle'], 'Beagle_01141.jpg': ['beagle'], 'Saint_bernard_08010.jpg': ['saint bernard'], 'Boxer_02426.jpg': ['boxer'], 'Great_pyrenees_05367.jpg': ['great pyrenees'], 'German_shorthaired_pointer_04986.jpg': ['german shorthaired pointer'], 'Dalmatian_04037.jpg': ['dalmatian'], 'fox_squirrel_01.jpg': ['fox squirrel'], 'polar_bear_04.jpg': ['polar bear'], 'Basenji_00974.jpg': ['basenji'], 'Saint_bernard_08036.jpg': ['saint bernard'], 'Beagle_01170.jpg': ['beagle'], 'gecko_02.jpg': ['gecko'], 'Boston_terrier_02285.jpg': ['boston terrier'], 'Golden_retriever_05195.jpg': ['golden retriever'], 'Golden_retriever_05182.jpg': ['golden retriever'], 'Dalmatian_04017.jpg': ['dalmatian'], 'Golden_retriever_05257.jpg': ['golden retriever'], 'Boston_terrier_02259.jpg': ['boston terrier'], 'gecko_80.jpg': ['gecko'], 'Poodle_07956.jpg': ['poodle'], 'Great_pyrenees_05435.jpg': ['great pyrenees'], 'cat_01.jpg': ['cat'], 'Boston_terrier_02303.jpg': ['boston terrier'], 'skunk_029.jpg': ['skunk'], 'cat_07.jpg': ['cat'], 'Rabbit_002.jpg': ['rabbit'], 'German_shepherd_dog_04931.jpg': ['german shepherd dog']}
Pet Image Label Dictionary has 40 key-value pairs.
Below are 10 of them:
1 key: Great_dane_05320.jpg label: great dane
2 key: Beagle_01125.jpg label: beagle
3 key: Collie_03797.jpg label: collie
4 key: Dalmatian_04068.jpg label: dalmatian
5 key: Miniature_schnauzer_06884.jpg label: miniature schnauzer
6 key: German_shepherd_dog_04890.jpg label: german shepherd dog
7 key: Basenji_00963.jpg label: basenji
8 key: cat_02.jpg label: cat
9 key: Golden_retriever_05223.jpg label: golden retriever
10 key: great_horned_owl_02.jpg label: great horned owl
**FINAL DICT:
{'Great_dane_05320.jpg': ['great dane', 'great dane', 1], 'Beagle_01125.jpg': ['beagle', 'beagle', 1], 'Collie_03797.jpg': ['collie', 'collie', 1], 'Dalmatian_04068.jpg': ['dalmatian', 'dalmatian, coach dog, carriage dog', 1], 'Miniature_schnauzer_06884.jpg': ['miniature schnauzer', 'miniature schnauzer', 1], 'German_shepherd_dog_04890.jpg': ['german shepherd dog', 'german shepherd, german shepherd dog, german police dog, alsatian', 1], 'Basenji_00963.jpg': ['basenji', 'basenji', 1], 'cat_02.jpg': ['cat', 'tabby, tabby cat, cat', 1], 'Golden_retriever_05223.jpg': ['golden retriever', 'golden retriever', 1], 'great_horned_owl_02.jpg': ['great horned owl', 'great grey owl, great gray owl, strix nebulosa', 0], 'Basset_hound_01034.jpg': ['basset hound', 'basset, basset hound', 1], 'Cocker_spaniel_03750.jpg': ['cocker spaniel', 'cocker spaniel, english cocker spaniel, cocker', 1], 'Poodle_07927.jpg': ['poodle', 'standard poodle, poodle', 1], 'Beagle_01141.jpg': ['beagle', 'beagle', 1], 'Saint_bernard_08010.jpg': ['saint bernard', 'saint bernard, st bernard', 1], 'Boxer_02426.jpg': ['boxer', 'boxer', 1], 'Great_pyrenees_05367.jpg': ['great pyrenees', 'kuvasz', 0], 'German_shorthaired_pointer_04986.jpg': ['german shorthaired pointer', 'german shorthaired pointer', 1], 'Dalmatian_04037.jpg': ['dalmatian', 'dalmatian, coach dog, carriage dog', 1], 'fox_squirrel_01.jpg': ['fox squirrel', 'fox squirrel, eastern fox squirrel, sciurus niger', 1], 'polar_bear_04.jpg': ['polar bear', 'ice bear, polar bear, ursus maritimus, thalarctos maritimus', 1], 'Basenji_00974.jpg': ['basenji', 'basenji', 1], 'Saint_bernard_08036.jpg': ['saint bernard', 'saint bernard, st bernard', 1], 'Beagle_01170.jpg': ['beagle', 'walker hound, walker foxhound', 0], 'gecko_02.jpg': ['gecko', 'african chameleon, chamaeleo chamaeleon', 0], 'Boston_terrier_02285.jpg': ['boston terrier', 'boston bull, boston terrier', 1], 'Golden_retriever_05195.jpg': ['golden retriever', 'golden retriever', 1], 'Golden_retriever_05182.jpg': ['golden retriever', 'leonberg', 0], 'Dalmatian_04017.jpg': ['dalmatian', 'dalmatian, coach dog, carriage dog', 1], 'Golden_retriever_05257.jpg': ['golden retriever', 'golden retriever', 1], 'Boston_terrier_02259.jpg': ['boston terrier', 'boston bull, boston terrier', 1], 'gecko_80.jpg': ['gecko', 'tailed frog, bell toad, ribbed toad, tailed toad, ascaphus trui', 0], 'Poodle_07956.jpg': ['poodle', 'standard poodle, poodle', 1], 'Great_pyrenees_05435.jpg': ['great pyrenees', 'great pyrenees', 1], 'cat_01.jpg': ['cat', 'norwegian elkhound, elkhound', 0], 'Boston_terrier_02303.jpg': ['boston terrier', 'boston bull, boston terrier', 1], 'skunk_029.jpg': ['skunk', 'skunk, polecat, wood pussy', 1], 'cat_07.jpg': ['cat', 'egyptian cat, cat', 1], 'Rabbit_002.jpg': ['rabbit', 'wood rabbit, cottontail, cottontail rabbit, rabbit', 1], 'German_shepherd_dog_04931.jpg': ['german shepherd dog', 'german shepherd, german shepherd dog, german police dog, alsatian', 1]}
MATCH:
Great_dane_05320.jpg:
Real: great dane Classifier: great dane
Beagle_01125.jpg:
Real: beagle Classifier: beagle
Collie_03797.jpg:
Real: collie Classifier: collie
Dalmatian_04068.jpg:
Real: dalmatian Classifier: dalmatian, coach dog, carriage dog
Miniature_schnauzer_06884.jpg:
Real: miniature schnauzer Classifier: miniature schnauzer
German_shepherd_dog_04890.jpg:
Real: german shepherd dog Classifier: german shepherd, german shepherd dog, german police dog, alsatian
Basenji_00963.jpg:
Real: basenji Classifier: basenji
cat_02.jpg:
Real: cat Classifier: tabby, tabby cat, cat
Golden_retriever_05223.jpg:
Real: golden retriever Classifier: golden retriever
Basset_hound_01034.jpg:
Real: basset hound Classifier: basset, basset hound
Cocker_spaniel_03750.jpg:
Real: cocker spaniel Classifier: cocker spaniel, english cocker spaniel, cocker
Poodle_07927.jpg:
Real: poodle Classifier: standard poodle, poodle
Beagle_01141.jpg:
Real: beagle Classifier: beagle
Saint_bernard_08010.jpg:
Real: saint bernard Classifier: saint bernard, st bernard
Boxer_02426.jpg:
Real: boxer Classifier: boxer
German_shorthaired_pointer_04986.jpg:
Real: german shorthaired pointer Classifier: german shorthaired pointer
Dalmatian_04037.jpg:
Real: dalmatian Classifier: dalmatian, coach dog, carriage dog
fox_squirrel_01.jpg:
Real: fox squirrel Classifier: fox squirrel, eastern fox squirrel, sciurus niger
polar_bear_04.jpg:
Real: polar bear Classifier: ice bear, polar bear, ursus maritimus, thalarctos maritimus
Basenji_00974.jpg:
Real: basenji Classifier: basenji
Saint_bernard_08036.jpg:
Real: saint bernard Classifier: saint bernard, st bernard
Boston_terrier_02285.jpg:
Real: boston terrier Classifier: boston bull, boston terrier
Golden_retriever_05195.jpg:
Real: golden retriever Classifier: golden retriever
Dalmatian_04017.jpg:
Real: dalmatian Classifier: dalmatian, coach dog, carriage dog
Golden_retriever_05257.jpg:
Real: golden retriever Classifier: golden retriever
Boston_terrier_02259.jpg:
Real: boston terrier Classifier: boston bull, boston terrier
Poodle_07956.jpg:
Real: poodle Classifier: standard poodle, poodle
Great_pyrenees_05435.jpg:
Real: great pyrenees Classifier: great pyrenees
Boston_terrier_02303.jpg:
Real: boston terrier Classifier: boston bull, boston terrier
skunk_029.jpg:
Real: skunk Classifier: skunk, polecat, wood pussy
cat_07.jpg:
Real: cat Classifier: egyptian cat, cat
Rabbit_002.jpg:
Real: rabbit Classifier: wood rabbit, cottontail, cottontail rabbit, rabbit
German_shepherd_dog_04931.jpg:
Real: german shepherd dog Classifier: german shepherd, german shepherd dog, german police dog, alsatian
NOT A MATCH:
great_horned_owl_02.jpg:
Real: great horned owl Classifier: great grey owl, great gray owl, strix nebulosa
Great_pyrenees_05367.jpg:
Real: great pyrenees Classifier: kuvasz
Beagle_01170.jpg:
Real: beagle Classifier: walker hound, walker foxhound
gecko_02.jpg:
Real: gecko Classifier: african chameleon, chamaeleo chamaeleon
Golden_retriever_05182.jpg:
Real: golden retriever Classifier: leonberg
gecko_80.jpg:
Real: gecko Classifier: tailed frog, bell toad, ribbed toad, tailed toad, ascaphus trui
cat_01.jpg:
Real: cat Classifier: norwegian elkhound, elkhound
# Total Images 40 # Matches: 33 # NOT Matches: 7
MATCH:
Great_dane_05320.jpg:
Real: great dane Classifier: great dane
PetLabelDog: 1 ClassLabelDog: 1
Beagle_01125.jpg:
Real: beagle Classifier: beagle
PetLabelDog: 1 ClassLabelDog: 1
Collie_03797.jpg:
Real: collie Classifier: collie
PetLabelDog: 1 ClassLabelDog: 1
Dalmatian_04068.jpg:
Real: dalmatian Classifier: dalmatian, coach dog, carriage dog
PetLabelDog: 1 ClassLabelDog: 1
Miniature_schnauzer_06884.jpg:
Real: miniature schnauzer Classifier: miniature schnauzer
PetLabelDog: 1 ClassLabelDog: 1
German_shepherd_dog_04890.jpg:
Real: german shepherd dog Classifier: german shepherd, german shepherd dog, german police dog, alsatian
PetLabelDog: 1 ClassLabelDog: 1
Basenji_00963.jpg:
Real: basenji Classifier: basenji
PetLabelDog: 1 ClassLabelDog: 1
cat_02.jpg:
Real: cat Classifier: tabby, tabby cat, cat
PetLabelDog: 0 ClassLabelDog: 0
Golden_retriever_05223.jpg:
Real: golden retriever Classifier: golden retriever
PetLabelDog: 1 ClassLabelDog: 1
Basset_hound_01034.jpg:
Real: basset hound Classifier: basset, basset hound
PetLabelDog: 1 ClassLabelDog: 1
Cocker_spaniel_03750.jpg:
Real: cocker spaniel Classifier: cocker spaniel, english cocker spaniel, cocker
PetLabelDog: 1 ClassLabelDog: 1
Poodle_07927.jpg:
Real: poodle Classifier: standard poodle, poodle
PetLabelDog: 1 ClassLabelDog: 1
Beagle_01141.jpg:
Real: beagle Classifier: beagle
PetLabelDog: 1 ClassLabelDog: 1
Saint_bernard_08010.jpg:
Real: saint bernard Classifier: saint bernard, st bernard
PetLabelDog: 1 ClassLabelDog: 1
Boxer_02426.jpg:
Real: boxer Classifier: boxer
PetLabelDog: 1 ClassLabelDog: 1
German_shorthaired_pointer_04986.jpg:
Real: german shorthaired pointer Classifier: german shorthaired pointer
PetLabelDog: 1 ClassLabelDog: 1
Dalmatian_04037.jpg:
Real: dalmatian Classifier: dalmatian, coach dog, carriage dog
PetLabelDog: 1 ClassLabelDog: 1
fox_squirrel_01.jpg:
Real: fox squirrel Classifier: fox squirrel, eastern fox squirrel, sciurus niger
PetLabelDog: 0 ClassLabelDog: 0
polar_bear_04.jpg:
Real: polar bear Classifier: ice bear, polar bear, ursus maritimus, thalarctos maritimus
PetLabelDog: 0 ClassLabelDog: 0
Basenji_00974.jpg:
Real: basenji Classifier: basenji
PetLabelDog: 1 ClassLabelDog: 1
Saint_bernard_08036.jpg:
Real: saint bernard Classifier: saint bernard, st bernard
PetLabelDog: 1 ClassLabelDog: 1
Boston_terrier_02285.jpg:
Real: boston terrier Classifier: boston bull, boston terrier
PetLabelDog: 1 ClassLabelDog: 1
Golden_retriever_05195.jpg:
Real: golden retriever Classifier: golden retriever
PetLabelDog: 1 ClassLabelDog: 1
Dalmatian_04017.jpg:
Real: dalmatian Classifier: dalmatian, coach dog, carriage dog
PetLabelDog: 1 ClassLabelDog: 1
Golden_retriever_05257.jpg:
Real: golden retriever Classifier: golden retriever
PetLabelDog: 1 ClassLabelDog: 1
Boston_terrier_02259.jpg:
Real: boston terrier Classifier: boston bull, boston terrier
PetLabelDog: 1 ClassLabelDog: 1
Poodle_07956.jpg:
Real: poodle Classifier: standard poodle, poodle
PetLabelDog: 1 ClassLabelDog: 1
Great_pyrenees_05435.jpg:
Real: great pyrenees Classifier: great pyrenees
PetLabelDog: 1 ClassLabelDog: 1
Boston_terrier_02303.jpg:
Real: boston terrier Classifier: boston bull, boston terrier
PetLabelDog: 1 ClassLabelDog: 1
skunk_029.jpg:
Real: skunk Classifier: skunk, polecat, wood pussy
PetLabelDog: 0 ClassLabelDog: 0
cat_07.jpg:
Real: cat Classifier: egyptian cat, cat
PetLabelDog: 0 ClassLabelDog: 0
Rabbit_002.jpg:
Real: rabbit Classifier: wood rabbit, cottontail, cottontail rabbit, rabbit
PetLabelDog: 0 ClassLabelDog: 0
German_shepherd_dog_04931.jpg:
Real: german shepherd dog Classifier: german shepherd, german shepherd dog, german police dog, alsatian
PetLabelDog: 1 ClassLabelDog: 1
NOT A MATCH:
great_horned_owl_02.jpg:
Real: great horned owl Classifier: great grey owl, great gray owl, strix nebulosa
PetLabelDog: 0 ClassLabelDog: 0
Great_pyrenees_05367.jpg:
Real: great pyrenees Classifier: kuvasz
PetLabelDog: 1 ClassLabelDog: 1
Beagle_01170.jpg:
Real: beagle Classifier: walker hound, walker foxhound
PetLabelDog: 1 ClassLabelDog: 1
gecko_02.jpg:
Real: gecko Classifier: african chameleon, chamaeleo chamaeleon
PetLabelDog: 0 ClassLabelDog: 0
Golden_retriever_05182.jpg:
Real: golden retriever Classifier: leonberg
PetLabelDog: 1 ClassLabelDog: 1
gecko_80.jpg:
Real: gecko Classifier: tailed frog, bell toad, ribbed toad, tailed toad, ascaphus trui
PetLabelDog: 0 ClassLabelDog: 0
cat_01.jpg:
Real: cat Classifier: norwegian elkhound, elkhound
PetLabelDog: 0 ClassLabelDog: 1
# Total Images 40 # Matches: 33 # NOT Matches: 7
** Statistics from calculates_results_stats() function:
N Images: 40 N Dog Images: 30 N NotDog Images: 10
Pct Corr dog: 100.0 Pct Corr NOTdog: 90.0 Pct Corr Breed: 90.0
** Check Statistics - calculated from this function as a check:
N Images: 40 N Dog Images: 30 N NotDog Images: 10
Pct Corr dog: 100.0 Pct Corr NOTdog: 90.0 Pct Corr Breed: 90.0
*** Results Summary for CNN Model Architecture resnet ***
N Images : 40
N Dog Images : 30
N Not-Dog Images : 10
pct_match : 82.500000
pct_correct_dogs : 100.000000
pct_correct_breed : 90.000000
pct_correct_notdogs : 90.000000
INCORRECT Dog/NOT Dog Assignments:
Pet label: cat Classifier: norwegian elkhound, elkhound
INCORRECT Dog Breed Assignment:
Real: great pyrenees Classifier: kuvasz
Real: beagle Classifier: walker hound, walker foxhound
Real: golden retriever Classifier: leonberg
** Total Elapsed Runtime: 0:0:5