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)
- Downloads last month
- -
Inference Providers
NEW
This model isn't deployed by any Inference Provider.
🙋
Ask for provider support
Model tree for ferdifdi/cat-breed-60-classes
Base model
google/vit-base-patch16-224-in21k
Finetuned
dima806/cat_breed_image_detection