Research Article

Augmented Data Selector to Initiate Text-Based CAPTCHA Attack

Table 1

Architecture of the training model.

Type/strideFilter shapeInput sizeOutput size

Conv2D_1/S13 × 3 × 32200 × 60 × 160 × 1200 × 58 × 158 × 32
MaxPool2D_1/S22 × 2200 × 58 × 158 × 32200 × 29 × 79 × 32
Conv2D_2/S15 × 5 × 64200 × 29 × 79 × 32200 × 25 × 75 × 64
MaxPool2D_2/S22 × 2200 × 25 × 75 × 64200 × 12 × 37 × 64
Conv2D_3/S15 × 5 × 128200 × 12 × 37 × 64200 × 8 × 33 × 128
MaxPool2D_3/S22 × 2200 × 8 × 33 × 128200 × 4 × 16 × 128
Flatte200 × 4 × 16 × 128200 × 8192
Dense200 × 8192200 × 128
Reshape200 × 128200 × 4 × 32