Search Results for author: Zhenyu Liang

Found 4 papers, 2 papers with code

A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic Segmentation

1 code implementation25 Apr 2024 Yifan Zhao, Zhenyu Liang, Zhichao Lu, Ran Cheng

To bridge the gap, we introduce a tailored streamline to transform the task of HW-NAS for real-time semantic segmentation into standard MOPs.

Autonomous Driving Evolutionary Algorithms +4

GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA

1 code implementation1 Apr 2024 Zhenyu Liang, Tao Jiang, Kebin Sun, Ran Cheng

Evolutionary multiobjective optimization has witnessed remarkable progress during the past decades.

Multiobjective Optimization

Many-Objective Estimation of Distribution Optimization Algorithm Based on WGAN-GP

no code implementations16 Mar 2020 Zhenyu Liang, Yunfan Li, Zhongwei Wan

EDA establishes a probability model to describe the distribution of solution from the perspective of population macroscopically by statistical learning method, and then randomly samples the probability model to generate a new population.

Stochastic Optimization

Large Scale Many-Objective Optimization Driven by Distributional Adversarial Networks

no code implementations16 Mar 2020 Zhenyu Liang, Yunfan Li, Zhongwei Wan

In this paper, we will propose a novel algorithm based on RVEA[1] framework and using Distributional Adversarial Networks (DAN) [2]to generate new offspring.

Stochastic Optimization

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