Instanceformer: An online video instance segmentation framework

R Koner, T Hannan, S Shit, S Sharifzadeh… - Proceedings of the …, 2023 - ojs.aaai.org
Recent transformer-based offline video instance segmentation (VIS) approaches achieve
encouraging results and significantly outperform online approaches. However, their reliance …

MoBox: Enhancing Video Object Segmentation with Motion-Augmented Box Supervision

X Li, Q Wang, D Li, M Ge, X Jia, Y He… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We propose MoBox, a low-cost solution for semi-supervised video object segmentation that
requires only bounding boxes as manual annotations for training. Built upon a mature semi …

BoxVIS: Video Instance Segmentation with Box Annotations

M Li, L Zhang - arXiv preprint arXiv:2303.14618, 2023 - arxiv.org
It is expensive and labour-extensive to label the pixel-wise object masks in a video. As a
result, the amount of pixel-wise annotations in existing video instance segmentation (VIS) …