Semi-automatic video object segmentation by advanced manipulation of segmentation hierarchies

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COCO-Stuff: Thing and Stuff Classes in Context (2016, methodology): “Several works use interactive segmentation methods [42, 57, 10] to speedup annotation; others annotate superpixels [61, 22, 40].”
Annotating Object Instances with a Polygon-RNN (2017, background): “This issue was somewhat resolved in [22] by labeling videos at multiple superpixel scales.”
Click Carving: Segmenting Objects in Video with Point Clicks (2016, methodology): “We use the GT annotations of multiple foreground objects provided by [37] on every 20th frame.”