CNN

Usage Clone the repository: 1 git clone https://github.com/Sh-31/ImgCap.git Install the required dependencies: 1 2 pip3 install -r requirements.txt python3 -q -m spacy download en_core_web_sm Download the model checkpoint (manual step): ImgCap (CNN + LSTM): Download checkpoint ImgCap (CNN + LSTM + Attention): Download checkpoint Place the model checkpoint in the appropriate directory: For CNN + LSTM + Attention: ImgCap/trainning/checkpoints/attention For CNN + LSTM: ImgCap/trainning/checkpoints Run the main script (Gradio GUI for inference): ...

Tennis-Analysis-System Tennis-Analysis-System is a system that analyzes tennis matches and provides player statistics and mini court visualizations and It utilizes YOLO (You Only Look Once) v8x for player detection and tracking, and fine-tunes YOLOv5 for ball detection and tracking. Additionally, a ResNet50 model is used for keypoint detection and tracking. Usage Clone the repository: 1 git clone https://github.com/Sh-31/Tennis-Analysis-System.git Install the required dependencies: 1 2 pip3 install -r requirements.txt (linux) pip install -r requirements.txt (windows) Run the main script: 1 2 python3 main.py (linux) python main.py (windows) Sample Output Datasets Ball Detection For ball detection, we used the tennis-ball-detection dataset from Roboflow. You can access it at the following link: ...