Poker Hand Detector

Introduction

Poker Hand Detector simplifies the understanding of poker hands for beginners worldwide. Leveraging computer vision, it accurately analyzes card arrangements. With a dataset sourced from roboflow.com featuring over 500 card images, the project ensures comprehensive coverage.

Key Features

• State-of-the-Art Object Detection: Powered by the YOLOv8 model, the detector achieves an impressive 98% accuracy in object detection. This state-of-the-art architecture enables precise identification of poker hands, enhancing the user experience.

• Comprehensive Dataset: Utilizing a dataset sourced from roboflow.com, featuring over 500 card images, ensures comprehensive coverage of various card combinations and scenarios.

• User-Friendly Interface: Deployed on Flask, the Poker Hand Detector offers a user-friendly interface for seamless interaction. It enables users to effortlessly assess card combinations and determine winning probabilities, thereby facilitating informed decision-making during gameplay.

Libraries/Dependencies Used

• CV
• CvZone
• Ultralytics
• math
• Numpy

Project Workflow

1. Download the dataset
2. Modify the data.yaml file from dataset according to needs.
3. Apply the YOLOV8 from Ultralytics on the dataset (use Google Colab if GPU is not available)
4. The file name with best.pt will be created on the local machine
5. Download the best.pt file
6. Make a new Poker-Hand-Detector.py file in any offline IDE.
7. Upload this best.pt file and do the same coding as in Poker-Hand-Detector.py
8. Make a new file PokerHandFunction.py for defining the roles of the Poker Hand
9. Get this file in the Main file that is Poker-Hand-Detector.py
10. Apply the roles file and .pt file to get results.
11. Lastly, the results will shock you.

Poker Hand Rules

• "KH", "AH", "QH", "JH", "10H" (Royal Flush)
• "QC", "JC", "10C", "9C", "8C" (Straight Flush)
• "5C", "5S", "5H", "5D", "QH" (Four of a Kind)
• "2H", "2D", "2S", "10H", "10C" (Full House)
• "2D", "KD", "7D", "6D", "5D" (Flush)
• "JC", "10H", "9C", "8C", "7D" (Straight)
• "10H", "10C", "10D", "2D", "5S" (Three of a Kind)
• "KD", "KH", "5C", "5S", "6D" (Two Pair)
• "2D", "2S", "9C", "KD", "10C" (Pair)
• "KD", "5H", "2D", "10C", "JH" (High Card)

Conclusion

Poker Hand Detector offers a valuable tool for beginners to enhance their understanding of poker hands through visual analysis. By leveraging state-of-the-art technology and a comprehensive dataset, this project provides users with a reliable and intuitive platform for assessing card combinations and making informed decisions during gameplay. With its user-friendly interface and precise detection capabilities, Poker Hand Detector aims to empower users in mastering the complexities of poker hands.

Screenshots: