The 2024 Computer Vision and Pattern Recognition Conference, co-sponsored by IEEE Computer Society and Computer Vision Foundation, is a highly competitive event showcasing advanced research in computer vision, AI, ML, AR/VR/MR, and deep learning. With a record number of paper submissions, only 3.3% were selected for oral presentations, highlighting the high quality and potential impact of the research.