Search Results for author: Mingxiang Chen

Found 6 papers, 5 papers with code

Parsing Line Segments of Floor Plan Images Using Graph Neural Networks

no code implementations7 Mar 2023 Mingxiang Chen, Cihui Pan

The label corresponding to each picture contains the scale information, the categories and outlines of rooms, and the endpoint positions of line segments such as doors, windows, and walls.

Line Segment Detection Semantic Segmentation

AugNet: End-to-End Unsupervised Visual Representation Learning with Image Augmentation

1 code implementation11 Jun 2021 Mingxiang Chen, Zhanguo Chang, Haonan Lu, Bitao Yang, Zhuang Li, Liufang Guo, Zhecheng Wang

In our evaluations, the method outperforms all the state-of-the-art image retrieval algorithms on some out-of-domain image datasets.

Clustering Image Augmentation +4

Image Generation With Neural Cellular Automatas

1 code implementation10 Oct 2020 Mingxiang Chen, Zhecheng Wang

In this paper, we propose a novel approach to generate images (or other artworks) by using neural cellular automatas (NCAs).

Image Generation Image Restoration

Predicting Geographic Information with Neural Cellular Automata

1 code implementation20 Sep 2020 Mingxiang Chen, Qichang Chen, Lei Gao, Yilin Chen, Zhecheng Wang

This paper presents a novel framework using neural cellular automata (NCA) to regenerate and predict geographic information.

Dynamic Partial Removal: A Neural Network Heuristic for Large Neighborhood Search

1 code implementation19 May 2020 Mingxiang Chen, Lei Gao, Qichang Chen, Zhixin Liu

LNS consists of a destroy operator and a repair operator that specify a way to carry out the neighborhood search to solve the Combinatorial Optimization problems.

Combinatorial Optimization

Learn to Design the Heuristics for Vehicle Routing Problem

2 code implementations20 Feb 2020 Lei Gao, Mingxiang Chen, Qichang Chen, Ganzhong Luo, Nuoyi Zhu, Zhixin Liu

This paper presents an approach to learn the local-search heuristics that iteratively improves the solution of Vehicle Routing Problem (VRP).

Combinatorial Optimization Graph Attention

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