Research Article
Transfer and Deep Learning-Based Gurmukhi Handwritten Word Classification Model
Table 7
Training parameters’ results of VGG16 at different epochs and batch sizes.
| Results | Training parameters | Epoch = 100 | Epoch = 40 | Batch size 20 | Batch size 40 | Batch size 20 | Batch size 40 |
| Training accuracy | 0.7925 | 0.7832 | 0.7265 | 0.7212 | Validation accuracy | 0.8138 | 0.8056 | 0.7758 | 0.7563 | Training loss | 0.6274 | 0.6515 | 0.8382 | 0.8525 | Validation loss | 0.5484 | 0.5720 | 0.6908 | 0.7279 |
|
|