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PanSTARRS DR1 Broad Morphology Catalog

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DataCite Commons2020-08-25 更新2024-07-28 收录
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https://figshare.com/articles/PanSTARRS_DR1_Broad_Morphology_Catalog/12081144
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This is a broad morphology (spiral or elliptical) catalog of images identified as galaxies from the first data release of PanSTARRS (PS1 DR1). Annotations were produced by a deep neural network based on the LeNet-5 architecture, and training labels were obtained using "superclean" Galaxy Zoo annotations.<br>The catalog contains labels for 1,662,190 images and has approximately 95% overall accuracy. The dataset is a csv file (with headers) containing the following columns:<b>objid</b> (string): The object ID of the image assigned by PanSTARRS.<b>ra</b> (float): The object's right ascension.<b>dec</b> (float): The object's declination.<b>prob_sp</b> (float): The probability of the galaxy being spiral.<b>prob_el</b> (float): The probability of the galaxy being elliptical.<b>spiral</b> (integer): If prob_sp is greater than prob_el, this is 1; otherwise, it is 0.<b>elliptical</b> (integer): If prob_el is greater than prob_sp, this is 1; otherwise, it is 0.

本数据集为基于泛星计划(PanSTARRS)第一期数据发布(PS1 DR1)中已被识别为星系的图像构建的螺旋/椭圆星系形态学分类目录。 该目录的标注由基于LeNet-5架构的深度神经网络生成,训练标签则通过"superclean"星系动物园(Galaxy Zoo)标注集获取。 本目录共包含1,662,190张图像的分类标签,整体准确率约为95%。 本数据集为带表头的逗号分隔值(CSV)文件,包含以下列字段: **objid**(字符串型):由泛星计划分配的图像目标ID; **ra**(浮点型):目标的赤经(right ascension); **dec**(浮点型):目标的赤纬(declination); **prob_sp**(浮点型):该星系为螺旋星系的概率; **prob_el**(浮点型):该星系为椭圆星系的概率; **spiral**(整型):当prob_sp大于prob_el时取值为1,否则为0; **elliptical**(整型):当prob_el大于prob_sp时取值为1,否则为0。
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figshare
创建时间:
2020-04-03
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