(论文阅读18/100)SSD: Single Shot MultiBox Detector
文献阅读笔记 | ||
简介 | 题目 | SSD: Single Shot MultiBox Detector |
作者 | Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, Alexander C. Berg | |
原文链接 | .02325v2.pdf 【精选】目标检测->SSD算法-CSDN博客 | |
关键词 | SSD | |
研究问题 | a method for detecting objects in images using a single deep neural network | |
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。 | |
研究结论 | SSD easy to train and can straightforward to integrate into systems that require a detection component. | |
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。 | |
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 |
(论文阅读18/100)SSD: Single Shot MultiBox Detector
文献阅读笔记 | ||
简介 | 题目 | SSD: Single Shot MultiBox Detector |
作者 | Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, Alexander C. Berg | |
原文链接 | .02325v2.pdf 【精选】目标检测->SSD算法-CSDN博客 | |
关键词 | SSD | |
研究问题 | a method for detecting objects in images using a single deep neural network | |
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。 | |
研究结论 | SSD easy to train and can straightforward to integrate into systems that require a detection component. | |
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。 | |
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 |