06-16-2022, 06:39 AM
Copyright may be transferred without notice, after which this version may no longer be accessible. Hands play a central role in the interaction between humans and the environment, from physical contact and grasping to daily communications via hand gesture. However, due to diverse hand configurations and interaction with the environment, 3D hand reconstruction remains a challenging problem, especially when the task relies on monocular data as input. In recent years, we have witnessed many efforts in recovering 3D shapes of human hands from single-view RGB images. 3D hand pose from an RGB image. Outputting such high-dimensional representation from 2D input is challenging for neural networks to learn. As a result, the training process relies heavily on 3D hand annotations such as dense hand scans, model-fitted parametric hand mesh, or human-annotated 3D joints. Besides, the hand texture is important in some applications, such as vivid hands reconstruction in immersive virtual reality.
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