Improve the speed of semantic segmentation models from multiple perspectives

Yiheng Liang

doi:10.1117/12.2659663

30 November 2022 Improve the speed of semantic segmentation models from multiple perspectives

Yiheng Liang

Proceedings Volume 12456, International Conference on Artificial Intelligence and Intelligent Information Processing (AIIIP 2022); 124561Q (2022) https://doi.org/10.1117/12.2659663
Event: International Conference on Artificial Intelligence and Intelligent Information Processing (AIIIP 2022), 2022, Qingdao, China

Abstract

The semantic segmentation model needs to output a category for each pixel, which is an intensive prediction task, so it needs more time. Real-world scenarios, such as autopilot, require fast reasoning speeds. Previous work has been to speed up model reasoning in one way or another, so the speed increase is limited. In this paper, we combine multi-level methods to speed up reasoning in a network and obtain remarkable results.

Citation Download Citation

Yiheng Liang "Improve the speed of semantic segmentation models from multiple perspectives", Proc. SPIE 12456, International Conference on Artificial Intelligence and Intelligent Information Processing (AIIIP 2022), 124561Q (30 November 2022); https://doi.org/10.1117/12.2659663

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