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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