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Real-time object segmentation in video with faster training using EfficientVIS

Real-time object segmentation in video with faster training using EfficientVIS


Efficient Video Instance Segmentation via Tracklet Query and Proposal

arXiv paper abstract https://arxiv.org/abs/2203.01853



Video Instance Segmentation (VIS) aims to simultaneously classify, segment, and track multiple object instances in videos.


... recent VIS transformer (VisTR) which performs VIS end-to-end within a clip. ... suffers from long training time due to its frame-wise dense attention.


... proposes EfficientVIS, a fully end-to-end framework with efficient training and inference.


... tracklet query and tracklet proposal that associate and segment regions-of-interest (RoIs) across space and time by an iterative query-video interaction.


... Compared to VisTR, EfficientVIS requires 15x fewer training epochs while achieving state-of-the-art accuracy on the YouTube-VIS benchmark.


... method enables whole video instance segmentation in a single end-to-end pass without data association at all.



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