no code implementations • 9 Jun 2023 • Zhiyao Li, Mingyu Gao
We then build a generic, optimized, and fast dataflow solver, KAPLA, which makes use of the pragmatic directives to explore the design space with effective validity check and efficiency estimation.
2 code implementations • 23 Apr 2023 • Jiahao Nie, Zhiwei He, Yuxiang Yang, Zhengyi Bao, Mingyu Gao, Jing Zhang
By integrating the derived classification scores with the center-ness scores, the resulting network can effectively suppress interference proposals and further mitigate task misalignment.
1 code implementation • 16 Apr 2023 • Chenggang Zhao, Genghan Zhang, Mingyu Gao
KAS reviews NAS from a system perspective and zooms into a more fine-grained level to generate neural kernels with both high performance and good accuracy.
1 code implementation • 1 Apr 2023 • Jiahao Nie, Zhiwei He, Yuxiang Yang, Xudong Lv, Mingyu Gao, Jing Zhang
Incorporating this transformer-based voting scheme into 3D RPN, a novel Siamese method dubbed GLT-T is developed for 3D single object tracking on point clouds.
2 code implementations • 20 Nov 2022 • Jiahao Nie, Zhiwei He, Yuxiang Yang, Mingyu Gao, Jing Zhang
Technically, a global-local transformer (GLT) module is employed to integrate object- and patch-aware prior into seed point features to effectively form strong feature representation for geometric positions of the seed points, thus providing more robust and accurate cues for offset learning.
no code implementations • 29 Apr 2022 • Jiahao Nie, Han Wu, Zhiwei He, Yuxiang Yang, Mingyu Gao, Zhekang Dong
In this paper, to alleviate this misalignment, we propose a novel tracking paradigm, called SiamLA.
1 code implementation • 16 Dec 2021 • Junfan Wang, Yi Chen, Mingyu Gao, Zhekang Dong
Moreover, in practical application, it is difficult for common methods to improve the detection accuracy of multi-scale traffic signs while ensuring real-time detection.
no code implementations • 10 Sep 2018 • Xuan Yang, Mingyu Gao, Jing Pu, Ankita Nayak, Qiaoyi Liu, Steven Emberton Bell, Jeff Ou Setter, Kaidi Cao, Heonjae Ha, Christos Kozyrakis, Mark Horowitz
Many DNN accelerators have been proposed and built using different microarchitectures and program mappings.
Distributed, Parallel, and Cluster Computing