SpotGarbage垃圾识别数据集
收藏资源简介：
Contentsgarbage-queried-images.csv - List of images crawled using garbage related queries. Each image has the following attributes: image,query,label,startX,startY,endX,endYLabel and bounding box parameters both are empty if the image is not annotated at all.non-garbage-queried-images.csv - List of images crawled using non-garbage related queries. Each images has following attributes: image, query.garbage-queried-images-spotgarbage.csv - List of garbage queried images using in the SpotGarbage paper.ambiguous-annotated-images.csv - List of garbage queried images ambiguously annotated by users.The folders 'garbage-queried-images' and 'non-garbage-queried-images' which contain the dataset images arranged in folders corresponding to the search query used to crawl them.The folder 'ambiguous-annotated-images' contain the images ambiguously annotated by users.If using this dataset, please citeG Mittal, K B Yagnik, M Garg, and N C Krishnan, Spot Garbage: Smartphone App to Detect Garbage Using Deep Learning, ACM International Joint Conference on Pervasive and Ubiquitous Computing, 940-945, 2016
本数据集的组成与说明如下： 1. garbage-queried-images.csv：通过垃圾相关查询词爬取得到的图像列表。每张图像包含以下属性：图像文件名、查询词、标签、起始X坐标、起始Y坐标、结束X坐标、结束Y坐标。若图像完全未标注，则标签与边界框参数均为空。 2. non-garbage-queried-images.csv：通过非垃圾相关查询词爬取得到的图像列表。每张图像包含以下属性：图像文件名、查询词。 3. garbage-queried-images-spotgarbage.csv：SpotGarbage论文中使用的垃圾查询图像列表。 4. ambiguous-annotated-images.csv：由用户进行模糊标注的垃圾查询图像列表。 文件夹garbage-queried-images与non-garbage-queried-images存储了本数据集的全部图像，图像按照爬取时使用的搜索查询词分类至对应子文件夹中。文件夹ambiguous-annotated-images存储了经用户模糊标注的图像。 若使用本数据集，请引用以下文献：G Mittal、K B Yagnik、M Garg与N C Krishnan，《Spot Garbage: Smartphone App to Detect Garbage Using Deep Learning》，发表于ACM国际普适与泛在计算联合会议，页码940-945，2016年。
