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