Cross-Modal Object Tracking: Modality-Aware Representations and A Unified Benchmark

no code implementations • 8 Nov 2021 • Chenglong Li, Tianhao Zhu, Lei Liu, Xiaonan Si, Zilin Fan, Sulan Zhai

To promote the research and development of cross-modal object tracking, we propose a new algorithm, which learns the modality-aware target representation to mitigate the appearance gap between RGB and NIR modalities in the tracking process.

Object Tracking Visual Tracking

Dynamic Local Regret for Non-convex Online Forecasting

1 code implementation • NeurIPS 2019 • Sergul Aydore, Tianhao Zhu, Dean Foster

We introduce a local regret for non-convex models in a dynamic environment.

Time-Smoothed Gradients for Online Forecasting

no code implementations • 21 May 2019 • Tianhao Zhu, Sergul Aydore

Here, we study different update rules in stochastic gradient descent (SGD) for online forecasting problems.