IceVision is an agnostic computer vision framework that provides curated access to hundreds of pre-trained models from Torchvision, MMDetection, YOLOv5, and EfficientDet. It orchestrates the end-to-end deep learning workflow and plugs into training libraries like PyTorch-Lightning and Fastai. The framework includes data curation tools, exploratory data analysis dashboards, and support for common formats like COCO and VOC datasets.