Research Article
The Real-Time Mobile Application for Classifying of Endangered Parrot Species Using the CNN Models Based on Transfer Learning
| | ResNet50 (ImageNet/random) | Prediction |
| | Actual | Ara chloroptera | Cacatua galerita | Cacatua goffiniana | Psittacus erithacus | | Ara chloroptera | 100/92 | 0/1 | 0/3 | 5/10 | | Cacatua galerita | 0/1 | 98/66 | 6/38 | 1/0 | | Cacatua goffiniana | 0/2 | 15/40 | 88/55 | 2/8 | | Psittacus erithacus | 5/4 | 1/5 | 10/6 | 89/90 |
| | NASNetMobile (ImageNet/random) | Prediction | | Actual | Ara chloroptera | Cacatua galerita | Cacatua goffiniana | Psittacus erithacus | | Ara chloroptera | 99/95 | 0/1 | 5/1 | 1/8 | | Cacatua galerita | 0/0 | 100/76 | 2/23 | 3/6 | | Cacatua goffiniana | 0/3 | 12/32 | 89/54 | 4/16 | | Psittacus erithacus | 3/0 | 0/4 | 1/11 | 101/90 |
| | InceptionResNetV2 (ImageNet/random) | Prediction | | Actual | Ara chloroptera | Cacatua galerita | Cacatua goffiniana | Psittacus erithacus | | Ara chloroptera | 103/85 | 0/7 | 1/2 | 1/11 | | Cacatua galerita | 0/0 | 98/74 | 5/29 | 2/2 | | Cacatua goffiniana | 0/4 | 8/19 | 95/72 | 2/10 | | Psittacus erithacus | 8/5 | 0/4 | 1/4 | 96/92 |
| | InceptionV3 (ImageNet/random) | Prediction | | Actual | Ara chloroptera | Cacatua galerita | Cacatua goffiniana | Psittacus erithacus | | Ara chloroptera | 100/99 | 0/1 | 3/1 | 2/4 | | Cacatua galerita | 0/0 | 94/77 | 3/28 | 8/0 | | Cacatua goffiniana | 1/2 | 8/10 | 97/89 | 0/4 | | Psittacus erithacus | 8/6 | 0/1 | 0/2 | 97/96 |
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