One-shot object detection aims at detecting novel objects according to merely one given instance. With extreme data scarcity, current approaches explore various feature fusions to obtain directly transferable meta-knowledge. Yet, their performances are often unsatisfactory. In this paper, we attribute th...
One-shot object detection aims at detecting novel objects according to merely one given instance. With extreme data scarcity, current approaches explore various feature fusions to obtain directly transferable meta-knowledge. Yet, their performances are often unsatisfactory. In this pap...
One shot, generic object detection involves searching for a single query object in a larger target image. Relevant approaches have benefited from features that typically model the local similarity patterns. In this paper, we combine local similarity (encoded by local descriptors) with a global contex...
在处理一次性对象检测的场景时,这种关注方面更加关键,因为RPN仅使用S中所见类的真实边界框进行训练。如果没有重新设计RPN的学习策略,生成的对象建议可能无法包含一些对应于未见类的one-shot查询补丁的区域。与采用非局部块作为注意机制来克服这一问题的CoAE不同,我们的方法考虑了一种更强大的方案,称为多头共同注意(MCA...
git clone https://github.com/timy90022/One-Shot-Object-Detection.git 1. Prerequisites Ubuntu 16.04 Python or 3.6 Pytorch 1.0 2. Data Preparation COCO: Please also follow the instructions inpy-faster-rcnnto prepare the data. See the scripts provided in this repository. ...
实例分割(Instance Segmentation)是视觉经典四个任务中相对最难的一个,它既具备语义分割(Semantic Segmentation)的特点,需要做到像素层面上的分类,也具备目标检测(Object Detection)的一部分特点,即需要定位出不同实例,即使它们是同一种类。因此,实例分割的研究长期以来都有着两条线,分别是自下而上的基于语义分割的方法...
实例分割(Instance Segmentation)是视觉经典四个任务中相对最难的一个,它既具备语义分割(Semantic Segmentation)的特点,需要做到像素层面上的分类,也具备目标检测(Object Detection)的一部分特点,即需要定位出不同实例,即使它们是同一种类。因此,实例分割的研究长期以来都有着两条线,分别是自下而上的基于语义分割的方法...
目标检测 (object detection) 自然语言处理 (natural language processing) 另外单样本学习 (one-shot learning) 经常会和零样本学习混在一起。单样本学习是小样本学习问题的一个特例,它的目的是从一个训练样本或图片中学习到有关物体类别的信息。单样本学习的一个例子是,智能手机中使用的人脸识别技术。
one-stage目标检测算法(也称one-shot object detectors),其特点是一步到位,速度相对较快。one-stage检测方法,仅仅需要送入网络 一次就可以预测出所有的边界框,因而速度较快,非常适合移动端。最典型的one-stage检测算法包括YOLO系列,SSD(anchor box)。 two-stage ...
face-recognitionface-detectionfacenetone-shot-learninghaar-cascadesiamese-networkfacenet-model UpdatedApr 30, 2024 Python Load more… Improve this page Add a description, image, and links to theone-shot-learningtopic page so that developers can more easily learn about it. ...