Instance-Level Video Segmentation from Object Tracks

By Guillaume Seguin, Piotr Bojanowski, Rémi Lajugie, Ivan Laptev. 2016

37 citations recorded by the source corpus.

Subfields: Computer Vision and Pattern Recognition

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In Computer Vision and Pattern Recognition

Citations in the corpus

End-to-End Learning of Visual Representations From Uncurated Instructional Videos (2019, methodology): “Examples include: unsupervised learning from narrated instruction videos [1], text-to-video alignment [6], co-segmentation [16], co-localization in videos and images [18] or instance-level segmentation [31], which can be now scaled-up to an order of magnitude larger datasets.”
Affine Invariant Analysis of Frank-Wolfe on Strongly Convex Sets (2020, background): “They form a practical family of algorithms [Jaggi 2013; Bojanowski et al. 2014; Alayrac et al. 2016; Seguin et al. 2016; Peyre et al. 2017; Miech x k +1 = (1 − γ t ) x k + γ k v k ⊲ Convex update 5: end for et al. 2018; Lacoste-Julien et al. 2015b; Courty et al. 2016; Paty et al. 2019; Luise et al.…”
MOTS: Multi-Object Tracking and Segmentation (2019, methodology): “[51] derive instance segmentations from given bounding box tracks using clustering on a superpixel level, but they do not address the detection or tracking problem.”
Learning from Video and Text via Large-Scale Discriminative Clustering (2017, methodology): “In computer vision, it has been used in combination with discriminative clustering [2] for action localization [5], text-to-video alignment [1, 6], object co-localization in videos and images [18] or instance-level segmentation [32].”
SAIL-VOS: Semantic Amodal Instance Level Video Object Segmentation – A Synthetic Dataset and Baselines (2019, background): “A variety of techniques have also been proposed, e.g ., [85, 45, 46].”
Projection-Free Optimization on Uniformly Convex Sets (2020, methodology): “…algorithm (Clarkson, 2010; Jaggi, 2011) used for instance in large-scale structured prediction (Bojanowski et al., 2014, 2015; Alayrac et al., 2016; Seguin et al., 2016; Miech et al., 2017; Peyre et al., 2017; Miech et al., 2018), quadrature rules in RKHS (Bach et al., 2012; Lacoste-Julien et al.,…”