Survey of vision segmentation using transformers
Survey of vision segmentation using transformers
Transformer-Based Visual Segmentation: A Survey
arXiv paper abstract https://arxiv.org/abs/2304.09854
arXiv PDF paper https://arxiv.org/pdf/2304.09854.pdf
Visual segmentation seeks to partition images, video frames, or point clouds into multiple segments or groups.
... This survey provides a thorough overview of transformer-based visual segmentation, summarizing recent advancements.
... first review the background, encompassing problem definitions, datasets, and prior convolutional methods ... summarize a meta-architecture that unifies all recent transformer-based approaches.
Based on this meta-architecture, ... examine various method designs, including modifications to the meta-architecture and associated applications.
... also present several closely related settings, including 3D point cloud segmentation, foundation model tuning, domain-aware segmentation, efficient segmentation, and medical segmentation.
Additionally, ... compile and re-evaluate the reviewed methods on several well-established datasets ...
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