I wouldn't make a big deal of when it was submitted (especially since you didn't upload it to arXiv like you should have). You can mention in passing that your paper is under review at CVPR. The important thing to note is that you spotted their work because it is similar to what you were working on and would be eager to cite each other as concurrent and talk to them about the work and future directions.