Search Results for author: Jidong J. Yang

Found 4 papers, 1 papers with code

Image-Based Vehicle Classification by Synergizing Features from Supervised and Self-Supervised Learning Paradigms

no code implementations1 Feb 2023 Shihan Ma, Jidong J. Yang

Particularly, a random wheel masking strategy was utilized to finetune the previously learned representations in harmony with the wheel positional features during the training of the classifier.

Classification Image Classification +2

Co-supervised learning paradigm with conditional generative adversarial networks for sample-efficient classification

1 code implementation27 Dec 2022 Hao Zhen, Yucheng Shi, Jidong J. Yang, Javad Mohammadpour Vehni

Classification using supervised learning requires annotating a large amount of classes-balanced data for model training and testing.

Generative Adversarial Network

Semi-supervised multiscale dual-encoding method for faulty traffic data detection

no code implementations27 Dec 2022 Yongcan Huang, Jidong J. Yang

For comparison, the proposed architecture is evaluated against five different encoding schemes, including (1) VAE with only normal data encoding, (2) VAE with only faulty data encoding, (3) VAE with both normal and faulty data encodings, but without attention module in the classifier, (4) siamese encoding, and (5) cross-vision transformer (CViT) encoding.

Time Series Time Series Analysis

Eco-driving Trajectory Planning of a Heterogeneous Platoon in Urban Environments

no code implementations19 May 2022 Hao Zhen, Sahand Mosharafian, Jidong J. Yang, Javad Mohammadpour Velni

The proposed control strategy for the platoon considers energy consumption, mobility and passenger comfort, with which vehicles may pass signalized intersections with no stops.

Autonomous Vehicles Trajectory Planning

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