SpotGarbage垃圾识别数据集

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。

搜集汇总

背景与挑战

背景概述

SpotGarbage垃圾识别数据集包含通过垃圾相关和非垃圾相关查询爬取的图片及其标注信息，支持目标检测任务。数据集来源于Spot Garbage项目，并已用于深度学习研究，文件大小为1.36GB，包含CSV文件和图片文件夹。