Machine learningDeep learning / NLP / CV
实例分割
实例分割是一项计算机视觉任务，它能同时检测图像中的每个独立对象，并为每个单独的对象实例生成精确的像素级掩码。与语义分割（为每个像素标记一个类别）不同，实例分割能区分同一类别的不同对象，从而实现细粒度的空间理解。
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来源
- He, K., Gkioxari, G., Dollar, P., & Girshick, R. (2017). Mask R-CNN. Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2961–2969. DOI: 10.1109/ICCV.2017.322 ↗
- Instance segmentation. Wikipedia. link ↗
如何引用本页
ScholarGate. (2026, June 3). Instance Segmentation (per-object pixel-level detection and masking). ScholarGate. https://scholargate.app/zh/deep-learning/instance-segmentation
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