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"Labeled dataset for integral evaluation of moving object detection algorithms: LASIESTA" 

Carlos Cuevas, Eva María Yáñez and Narciso García

Computer Vision and Image Understanding, online since 22 August 2016. 

A public, complete, compact, and well structured database is proposed, which allows to test moving ob- ject detection strategies. The database is composed of many real indoor and outdoor sequences organized in different categories, each of one covering a specific challenge. In contrast to other databases, the pro- posed one is fully annotated at both pixel and object levels. Therefore, it is suitable for strategies exclusively focused on the detection of moving objects and also for those that integrate tracking algorithms in their detection approaches. Additionally, it contains sequences recorded with static and moving cameras and it also provides information about the moving objects remaining temporally static. To test its usefulness, the database has been used to assess the quality of some outstanding moving object detection methods. Download here