Learning Geometry-aware Representations by Sketching

• Published in: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) pp. 23315 - 23326
• Main Authors: Lee, Hyundo, Hwang, Inwoo, Go, Hyunsung, Choi, Won-Seok, Kim, Kibeom, Zhang, Byoung- Tak
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2023
• Subjects: Focusing; Representation learning; Scalability; Self-supervised or unsupervised representation learning; Semantics; Shape; Training; Visualization

Understanding geometric concepts, such as distance and shape, is essential for understanding the real world and also for many vision tasks. To incorporate such information into a visual representation of a scene, we propose learning to represent the scene by sketching, inspired by human behavior. Ou...