search

sandptel / captcha_iitkgp

This repository aims to provide a deployable model to solve the captchas given in the erp website.
MIT License
9 stars 4 forks source link

Try Improving the model's accuracy by testing #4

Open sandptel opened 1 year ago

sandptel commented 1 year ago

Try Improving the model's accuracy by testing different configurations for the layers and note down the accuracies for them. Conv1 (Conv2D) (None, 50, 198, 32) 320 ['image[0][0]']

pool1 (MaxPooling2D) (None, 25, 99, 32) 0 ['Conv1[0][0]']

Conv2 (Conv2D) (None, 25, 99, 64) 18496 ['pool1[0][0]']

pool2 (MaxPooling2D) (None, 12, 49, 64) 0 ['Conv2[0][0]']

reshape (Reshape) (None, 12, 3136) 0 ['pool2[0][0]']

dense1 (Dense) (None, 12, 64) 200768 ['reshape[0][0]']

dropout_1 (Dropout) (None, 12, 64) 0 ['dense1[0][0]']

bidirectional_2 (Bidirectional (None, 12, 256) 197632 ['dropout_1[0][0]']
)

bidirectional_3 (Bidirectional (None, 12, 128) 164352 ['bidirectional_2[0][0]']
)

Change these parameter test out different results.

sandptel commented 1 year ago

Test out the accuracies by testing on the kaggle notebook provided.