@ARTICLE{10912675, author={Liu, Hongmin and Li, Xueli and Fan, Bin and Xu, Jinglin}, journal={IEEE Transactions on Circuits and Systems for Video Technology}, title={BRTAL: Boundary Refinement Temporal Action Localization via Offset-Driven Diffusion Models}, year={2025}, volume={}, number={}, pages={1-1}, keywords={Location awareness;Proposals;Diffusion models;Accuracy;Training;Detectors;Context modeling;Transformers;Noise;Feature extraction;temporal action localization;diffusion model;vision transformers;temporal context modeling}, doi={10.1109/TCSVT.2025.3548515}}