python using LSTM CNN
Contents
Image Caption Generator.......................................................................................................... 0
Introduction to image caption Generator.......................................................................................... 3
CNN-LSTM Architecture............................................................................................................ 3
Approach to the problem statement................................................................................................ 3
Dataset:......................................................................................................................... 4
Pre-requisite.................................................................................................................... 4
Code Implementation:............................................................................................................. 5
Step 1: - Import the required libraries.......................................................................................... 5
Step 2: - Data loading and Pre-processing........................................................................................ 5
Step 3: Glove Embeddings......................................................................................................... 8
Step 4: Model building and Training.............................................................................................. 8
Now let’s define our model....................................................................................................... 9
Dense Layer...................................................................................................................... 10
Step 5: Model Training........................................................................................................... 11
Step 6: Greedy and Beam Search:.................................................................................................. 12
Greedy Search ................................................................................................................... 12
Beam Search:..................................................................................................................... 12
Step 7: Evaluations.............................................................................................................. 13
Step 8: Comparisons.............................................................................................................. 14
Model 1.......................................................................................................................... 14
Model 2:......................................................................................................................... 16
Accuracy Graph: ................................................................................................................. 17