（论文阅读18/100）SSD: Single Shot MultiBox Detector

朽月初二2023-11-09 21:18

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| 文献阅读笔记 |||
| 简介 | 题目 | SSD: Single Shot MultiBox Detector |
| 简介 | 作者 | Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, Alexander C. Berg |
| 简介 | 原文链接 | https://arxiv.org/pdf/1512.02325v2.pdf 【精选】目标检测-＞SSD算法-CSDN博客 |
| 简介 | 关键词 | SSD |
| 简介 | 研究问题 | a method for detecting objects in images using a single deep neural network |
| 简介 | 研究方法 | Our approach, named SSD, discretizes the output space of bounding boxes into a set of default boxes over different aspect ratios and scales per feature map location. 解决了多尺度问题。 |
| 简介 | 研究结论 | SSD easy to train and can straightforward to integrate into systems that require a detection component. |
| 简介 | 创新不足 | 可以设置更好的bounding boxes，使其位置和特征比例图上每个位置的感受野更好地对其。 |
| 简介 | 额外知识 | Discretize:离散化 Eliminate：排除，消除 Encapsulate：总结 Utilize：利用 Unified：统一 Varients：变体 Prevailed：盛行 Benchmark：基准 Albeit：虽然 Intensive：密集的 High-end hardware：高端硬件 Offset：偏移 High-profile：高知名度的 Bounding box Default box Augmentation：扩充 Jaccard overlap：交并比 Aspect ratio：纵横比 Monotonically：单调地 Pruning：修剪 |