Using PyTorch, Detectron2, and OpenCV APIs, developed a Person Detector model using ResNet50-FPN base network tuned to 95% accuracy, Instance Segmentation model using Mask R-CNN model with ResNet50-FPN backbone tuned to 98% accuracy and using this pre-trained network to detect balloons tuned to 99% accuracy.