Summer-Challenge-on-Writer-Verification_TeamForzaCode

This repo compiles the submission files of the Team Forza Code; and includes the trained and inference models, test results and codebase.

Getting Started

To get a local copy up and running follow these simple example steps.

Installation

1. Clone the repo

   git clone https://github.com/HrishiMak/Summer_Challenge_ForzaCode.git

2. Enter current directory

   cd Summer_Challenge_ForzaCode

3. Install the requirements:

   pip install -r requirements.txt

Running the Code

To run the code, you will need to provide the paths to the following files:

Checkpoints

• Drive Link to download checkpoints: Link
• The path to the checkpoint for the siamese network: path_to_checkpoint1: "model_checkpoint1"
• The path to the checkpoint for the classification network: path_to_checkpoint2: "model_checkpoint2"

Data

• The path to the test CSV file: path_to_test_csv: "test.csv"
• The path to the directory containing the test images: path_to_test_imgdir: ${path_to_test_imgdir}

Once you have provided these paths, you can run the code as follows:

     python inference.py --path_to_checkpoint1 ${path_to_checkpoint1} --path_to_checkpoint2 ${path_to_checkpoint2} --path_to_test_csv ${path_to_test_csv} --path_to_test_img ${path_to_test_imgdir}

This will run the inference stage and save the submission file to the current directory.

Submission File

The submission file will be a CSV file with two columns:

• id: The ID of the test pair
• proba: The probability that the two images in the test pair were written by the same person.