In the rapidly advancing domains of machine learning and computer vision, the quality of the dataset plays a crucial role in determining the effectiveness of the models. A multifaceted image dataset for object detection and image segmentation is essential for developing AI systems capable of accurately interpreting visual data across a variety of real-world contexts.