Survey of transformers for 3D vision
Survey of transformers for 3D vision
3D Vision with Transformers: A Survey
arXiv paper abstract https://arxiv.org/abs/2208.04309
arXiv PDF paper https://arxiv.org/pdf/2208.04309.pdf
List of papers https://github.com/lahoud/3d-vision-transformers
... In computer vision, the 3D field has also witnessed an increase in employing the transformer for 3D convolution neural networks and multi-layer perceptron networks.
... present a systematic and thorough review of more than 100 transformers methods for different 3D vision tasks, including classification, segmentation, detection, completion, pose estimation, and others.
... discuss transformer design in 3D vision, which allows it to process data with various 3D representations.
For each application, ... highlight key properties and contributions of proposed transformer-based methods.
... compare their performance to common non-transformer methods on 12 3D benchmarks.
... conclude the survey by discussing different open directions and challenges for transformers in 3D vision ...
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