Fact: Frame-action cross-attention temporal modeling for efficient action segmentation

Z Lu, E Elhamifar - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
We study supervised action segmentation whose goal is to predict framewise action labels
of a video. To capture temporal dependencies over long horizons prior works either improve …

DiffAct++: Diffusion Action Segmentation

D Liu, Q Li, AD Dinh, T Jiang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Understanding long-form videos requires precise temporal action segmentation. While
existing studies typically employ multi-stage models that follow an iterative refinement …

Learning Solution-Aware Transformers for Efficiently Solving Quadratic Assignment Problem

Z Tan, Y Mu - arXiv preprint arXiv:2406.09899, 2024 - arxiv.org
Recently various optimization problems, such as Mixed Integer Linear Programming
Problems (MILPs), have undergone comprehensive investigation, leveraging the …

Efficient Temporal Action Segmentation via Boundary-aware Query Voting

P Wang, Y Lin, E Blasch, J Wei, H Ling - arXiv preprint arXiv:2405.15995, 2024 - arxiv.org
Although the performance of Temporal Action Segmentation (TAS) has improved in recent
years, achieving promising results often comes with a high computational cost due to dense …