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--- |
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license: mit |
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metrics: |
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- accuracy |
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base_model: |
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- dima806/cat_breed_image_detection |
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tags: |
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- image |
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- classification |
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--- |
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Detects cat breed (from the list of 60 common breeds) with about 75% accuracy based on image. |
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See https://github.com/ferdifdi/cat_breeds_classifier_extended_breeds for more details. |
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This is for the web app (BISCUTE: Breed Identification & Specific Care Utility Tool Engine): https://github.com/ferdifdi/BISCUTE |
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# Classification Report |
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## PER-BREED ACCURACY - ALL BREEDS |
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### ORIGINAL BREEDS |
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| Breed | Accuracy | Correct/Total | |
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|-------|----------|---------------| |
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| Abyssinian | 94.33% | 2130/2258 | |
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| American Bobtail | 38.80% | 876/2258 | |
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| American Curl | 87.29% | 1971/2258 | |
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| American Shorthair | 4.38% | 99/2258 | |
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| Applehead Siamese | 95.44% | 2155/2258 | |
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| Balinese | 92.69% | 2093/2258 | |
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| Bengal | 78.17% | 1765/2258 | |
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| Birman | 89.95% | 2031/2258 | |
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| Bombay | 84.10% | 1899/2258 | |
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| British Shorthair | 83.13% | 1877/2258 | |
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| Burmese | 88.22% | 1992/2258 | |
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| Calico | 62.98% | 1422/2258 | |
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| Cornish Rex | 96.86% | 2187/2258 | |
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| Devon Rex | 94.77% | 2140/2258 | |
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| Dilute Calico | 56.42% | 1274/2258 | |
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| Dilute Tortoiseshell | 67.05% | 1514/2258 | |
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| Domestic Long Hair | 33.04% | 746/2258 | |
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| Domestic Medium Hair | 12.49% | 282/2258 | |
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| Domestic Short Hair | 97.65% | 2205/2258 | |
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| Egyptian Mau | 89.15% | 2013/2258 | |
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| Exotic Shorthair | 78.92% | 1782/2258 | |
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| Extra-Toes Cat - Hemingway Polydactyl | 23.52% | 531/2258 | |
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| Havana | 95.84% | 2164/2258 | |
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| Himalayan | 73.56% | 1661/2258 | |
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| Japanese Bobtail | 96.59% | 2181/2258 | |
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| Maine Coon | 58.72% | 1326/2258 | |
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| Manx | 9.03% | 204/2258 | |
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| Munchkin | 91.45% | 2065/2258 | |
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| Nebelung | 97.39% | 2199/2258 | |
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| Norwegian Forest | 75.29% | 1700/2258 | |
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| Oriental Short Hair | 76.13% | 1719/2258 | |
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| Persian | 73.43% | 1658/2258 | |
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| Ragamuffin | 99.42% | 2245/2258 | |
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| Ragdoll | 51.77% | 1169/2258 | |
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| Russian Blue | 89.90% | 2030/2258 | |
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| Scottish Fold | 89.42% | 2019/2258 | |
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| Siamese | 65.01% | 1468/2258 | |
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| Siberian | 93.67% | 2115/2258 | |
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| Snowshoe | 80.20% | 1811/2258 | |
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| Sphynx | 98.45% | 2223/2258 | |
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| Tabby | 40.48% | 914/2258 | |
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| Tiger | 46.63% | 1053/2258 | |
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| Tonkinese | 93.89% | 2120/2258 | |
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| Torbie | 61.38% | 1386/2258 | |
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| Tortoiseshell | 77.15% | 1742/2258 | |
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| Turkish Angora | 77.50% | 1750/2258 | |
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| Turkish Van | 84.99% | 1919/2258 | |
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| Tuxedo | 79.81% | 1802/2258 | |
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### NEW BREEDS |
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| Breed | Accuracy | Correct/Total | |
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|-------|----------|---------------| |
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| Chartreux | 94.51% | 2134/2258 | |
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| Chausie | 83.08% | 1876/2258 | |
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| Khao Manee | 85.12% | 1922/2258 | |
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| Kurilian Bobtail | 86.05% | 1943/2258 | |
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| LaPerm | 64.57% | 1458/2258 | |
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| Neva Masquerade | 91.90% | 2075/2258 | |
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| Ocicat | 82.95% | 1873/2258 | |
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| Peterbald | 76.97% | 1738/2258 | |
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| Savannah | 77.41% | 1748/2258 | |
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| Selkirk Rex | 88.09% | 1989/2258 | |
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| Serengeti | 64.13% | 1448/2258 | |
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| Singapura | 78.17% | 1765/2258 | |
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## SUMMARY STATISTICS |
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### ORIGINAL BREEDS (48 breeds) |
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| Metric | Value | |
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|--------|-------| |
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| Average accuracy | 73.47% | |
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| Min accuracy | 4.38% | |
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| Max accuracy | 99.42% | |
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### NEW BREEDS (12 breeds) |
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| Metric | Value | |
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|--------|-------| |
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| Average accuracy | 81.08% | |
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| Min accuracy | 64.13% | |
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| Max accuracy | 94.51% | |
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### OVERALL (All 60 breeds) |
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| Metric | Value | |
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|--------|-------| |
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| Average accuracy | 74.99% | |
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| Min accuracy | 4.38% | |
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| Max accuracy | 99.42% | |
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## BREEDS WITH POOR PERFORMANCE (< 20% accuracy) |
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| Breed | Accuracy | Type | Correct/Total | |
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|-------|----------|------|---------------| |
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| American Shorthair | 4.38% | ORIGINAL | 99/2258 | |
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| Domestic Medium Hair | 12.49% | ORIGINAL | 282/2258 | |
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| Manx | 9.03% | ORIGINAL | 204/2258 | |
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**Total: 3 breeds (3 original, 0 new)** |
