This repository provides the official PyTorch implementation of Rank eXpansion Network (ReXNet), a CVPR 2021 paper proposing an improved channel dimension configuration for efficient model design. The work focuses on optimizing the channel configuration parameterized by layer index to improve accuracy within computational cost constraints. It includes pretrained models supporting ImageNet classification, COCO object detection, instance segmentation, and transfer learning tasks.