1 code implementation • 19 Jul 2023 • Mingzhe Guo, Zhipeng Zhang, Liping Jing, Haibin Ling, Heng Fan
To thoroughly evidence the effectiveness of our method, we integrate the proposed framework on three tracking methods with different designs, i. e., the CNN-based SiamCAR, the Transformer-based OSTrack, and the hybrid structure TransT.
1 code implementation • IEEE Transactions on Pattern Analysis and Machine Intelligence 2023 • Xinyue Wang, Liping Jing, Yilin Lyu, Mingzhe Guo, Jiaqi Wang, Huafeng Liu, Jian Yu, and Tieyong Zeng
In this paper, a deep generative classifier is proposed to mitigate this issue via both model perturbation and data perturbation.
no code implementations • Science China Information Sciences 2023 • Yilin Lyu, Liping Jing, Jiaqi Wang, Mingzhe Guo, Xinyue Wang & Jian Yu
In particular, one subnetwork is for coarse-scale patches to learn the discriminative regions with the aid of the innate multi-head self-attention mechanism of the transformer.
1 code implementation • 3 Jul 2022 • Mingzhe Guo, Zhipeng Zhang, Heng Fan, Liping Jing
By revealing the potential of VL representation, we expect the community to divert more attention to VL tracking and hope to open more possibilities for future tracking beyond Transformer.
no code implementations • 7 Jan 2022 • Mingzhe Guo, Zhipeng Zhang, Heng Fan, Liping Jing, Yilin Lyu, Bing Li, Weiming Hu
The proposed GIM module and InBN mechanism are general and applicable to different backbone types including CNN and Transformer for improvements, as evidenced by our extensive experiments on multiple benchmarks.
no code implementations • 4 Jan 2021 • Mijie Shi, Tom Van Doorsselaere, Mingzhe Guo, Konstantinos Karampelas, Bo Li, Patrick Antolin
In the quest to solve the long-standing coronal heating problem, it has been suggested half a century ago that coronal loops could be heated by waves.
Solar and Stellar Astrophysics
no code implementations • 2 Dec 2020 • Tom Van Doorsselaere, Abhishek K. Srivastava, Patrick Antolin, Norbert Magyar, Soheil Vasheghani Farahani, Hui Tian, Dmitrii Y. Kolotkov, Leon Ofman, Mingzhe Guo, Iñigo Arregui, Ineke De Moortel, David Pascoe
In this review we focus on recent advances in our understanding of MHD wave heating mechanisms.
Solar and Stellar Astrophysics