This Special Issue is devoted to the computer vision and pattern recognition methods based on deep learning (CVPR-DL). It invites submissions exploring deep learning research and recent advances in the fields of computer vision and pattern recognition. Both theoretical and experimental studies are welcome, as well as comprehensive review and survey papers. Submissions should be made online at www.mdpi.com and accepted papers will be published continuously in the journal.