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Jayan Eledath

3 accepted papers

2022

Efficient Video Instance Segmentation via Tracklet Query and Proposal

CVPR 2022poster

Video Instance Segmentation (VIS) aims to simultaneously classify, segment, and track multiple object instances in videos. Recent clip-level VIS takes a short video clip as input each time showing stronger performance than frame-level VIS (tracking-by-segmentation), as more temporal context from mul…

Cited by 52PDFScholar
2021

Energy-Based Learning for Scene Graph Generation

CVPR 2021poster

Traditional scene graph generation methods are trained using cross-entropy losses that treat objects and relationships as independent entities. Such a formulation, however, ignores structure in the output space, in an inherently structured prediction problem. In this work, we introduce a novel energ…

Cited by 196PDFcodeScholar
2021

TesseTrack: End-to-End Learnable Multi-Person Articulated 3D Pose Tracking

CVPR 2021poster

We consider the task of 3D pose estimation and trackingof multiple people seen in an arbitrary number of camerafeeds. We propose TesseTrack, a novel top-down approachthat simultaneously reasons about multiple individuals' 3Dbody joint reconstructions and associations in space andtime in a single end…

Cited by 135PDFScholar