Search Results for author: Ruibin Bai

Found 15 papers, 1 papers with code

Scale Optimization Using Evolutionary Reinforcement Learning for Object Detection on Drone Imagery

no code implementations23 Dec 2023 Jialu Zhang, Xiaoying Yang, Wentao He, Jianfeng Ren, Qian Zhang, Titian Zhao, Ruibin Bai, Xiangjian He, Jiang Liu

A set of rewards measuring the localization accuracy, the accuracy of predicted labels, and the scale consistency among nearby patches are designed in the agent to guide the scale optimization.

Object object-detection +1

Elongated Physiological Structure Segmentation via Spatial and Scale Uncertainty-aware Network

no code implementations30 May 2023 Yinglin Zhang, Ruiling Xi, Huazhu Fu, Dave Towey, Ruibin Bai, Risa Higashita, Jiang Liu

Second, we extract the uncertainty under different scales and propose the multi-scale uncertainty-aware (MSUA) fusion module to integrate structure contexts from hierarchical predictions, strengthening the final prediction.

Retinal Vessel Segmentation Segmentation

A Max-relevance-min-divergence Criterion for Data Discretization with Applications on Naive Bayes

no code implementations20 Sep 2022 Shihe Wang, Jianfeng Ren, Ruibin Bai, Yuan YAO, Xudong Jiang

Thus, we propose a Max-Dependency-Min-Divergence (MDmD) criterion that maximizes both the discriminant information and generalization ability of the discretized data.

Attribute Classification

Boosting the Discriminant Power of Naive Bayes

no code implementations20 Sep 2022 Shihe Wang, Jianfeng Ren, Xiaoyu Lian, Ruibin Bai, Xudong Jiang

In this paper, we propose a feature augmentation method employing a stack auto-encoder to reduce the noise in the data and boost the discriminant power of naive Bayes.

Two-stage Rule-induction Visual Reasoning on RPMs with an Application to Video Prediction

no code implementations24 Nov 2021 Wentao He, Jianfeng Ren, Ruibin Bai, Xudong Jiang

Based on the two intrinsic natures of RPM problem, visual recognition and logical reasoning, we propose a Two-stage Rule-Induction Visual Reasoner (TRIVR), which consists of a perception module and a reasoning module, to tackle the challenges of real-world visual recognition and subsequent logical reasoning tasks, respectively.

Logical Reasoning Video Prediction +1

Spatio-temporal Parking Behaviour Forecasting and Analysis Before and During COVID-19

no code implementations15 Aug 2021 Shuhui Gong, Xiaopeng Mo, Rui Cao, Yu Liu, Wei Tu, Ruibin Bai

Parking demand forecasting and behaviour analysis have received increasing attention in recent years because of their critical role in mitigating traffic congestion and understanding travel behaviours.

Epidemiology graph construction +1

Analytics and Machine Learning in Vehicle Routing Research

no code implementations19 Feb 2021 Ruibin Bai, Xinan Chen, Zhi-Long Chen, Tianxiang Cui, Shuhui Gong, Wentao He, Xiaoping Jiang, Huan Jin, Jiahuan Jin, Graham Kendall, Jiawei Li, Zheng Lu, Jianfeng Ren, Paul Weng, Ning Xue, Huayan Zhang

The Vehicle Routing Problem (VRP) is one of the most intensively studied combinatorial optimisation problems for which numerous models and algorithms have been proposed.

BIG-bench Machine Learning

A Hybrid Pricing and Cutting Approach for the Multi-Shift Full Truckload Vehicle Routing Problem

no code implementations3 Dec 2020 Ning Xue, Ruibin Bai, Rong Qu, Uwe Aickelin

This paper extends the previous work and presents a significantly more efficient approach by hybridising pricing and cutting strategies with metaheuristics (a variable neighbourhood search and a genetic algorithm).

Fuzzy C-means-based scenario bundling for stochastic service network design

no code implementations16 Nov 2020 Xiaoping Jiang, Ruibin Bai, Dario Landa-Silva, Uwe Aickelin

Stochastic service network designs with uncertain demand represented by a set of scenarios can be modelled as a large-scale two-stage stochastic mixed-integer program (SMIP).

Retrieving and ranking short medical questions with two stages neural matching model

no code implementations16 Nov 2020 Xiang Li, Xinyu Fu, Zheng Lu, Ruibin Bai, Uwe Aickelin, Peiming Ge, Gong Liu

Internet hospital is a rising business thanks to recent advances in mobile web technology and high demand of health care services.

Information Retrieval Retrieval

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