CVPR 2023 Highlights

CVPR 2023 in Vancouver was a hub of innovation and discussion in the computer vision community, with significant attention given to the rise of the vision transformer, a novel architecture that treats pixel patches like sequences of text, thereby enhancing its applicability to vision tasks. Multiple research efforts explored the vision transformer's biases, efficiency, and applicability to diverse tasks, reflecting its growing influence in AI research. A key theme was the pursuit of foundational models for computer vision, akin to those in NLP, with multi-modal models like Grounding DINO and OWL-VIT gaining prominence. Despite the academic enthusiasm for foundational models, a notable divide existed between cutting-edge research and industry application, with industrial booths focusing on practical solutions such as Python-wrapped YOLO models and advancements in data annotation. Overall, CVPR 2023 highlighted both theoretical advancements and practical progress, emphasizing an exciting future for computer vision as it moves toward broader industry adoption and the development of foundational models.