Publications

This page lists selected publications from the current homepage and Google Scholar profile snapshot, updated through 2026. For the latest complete record, please visit my Google Scholar profile.

2026

IEEE TPAMI 2026

Distilling Object Detectors via Monte Carlo Dropout

Junfei Yi, Hui Zhang, Jianxu Mao, Tengfei Liu, Mingjie Li, Sihao Lin, Hanyu Gu, Zhihui Li, Xiaojun Chang, Yaonan Wang

IEEE TNNLS 2026

CoreKD: A Context-Aware Local Region Structural Contrastive Knowledge Distillation Framework for Object Detection

Junfei Yi, Jianxu Mao, Yaonan Wang, Tengfei Liu, Mingjie Li, Kai Zeng, Hui Zhang, Xiaojun Chang

2025

IEEE TII 2025

Toward Efficient Power Scene Detection via Topology-Preserved Knowledge Distillation

Junfei Yi, Tengfei Liu, Jianxu Mao, Yaonan Wang, Hui Zhang, He Xie, Hang Zhong, Xiaojun Chang

ACM TIST 2025

You Can Only Tune Normalization: A Simple and Effective Approach to Parameter-Efficient Fine-Tuning

Lingyun Huang, Jianxu Mao, Junfei Yi, Ziming Tao, Ziyang Peng, Wei He, Rui Liu, Yaonan Wang

ICCV 2025

CVPT: Cross Visual Prompt Tuning

Lingyun Huang, Jianxu Mao, Junfei Yi, Ziming Tao, Yaonan Wang

2024

T-Mech 2025

A Novel Transmission Line Inspection Method Based on the Shape-Aware Features Refinement Network

Junfei Yi, Jianxu Mao, Hui Zhang, Ziming Tao, Junlong Yu, Weixing Peng, Kai Zeng, Yaonan Wang

2023

IEEE TII 2025

Balancing Accuracy and Efficiency With a Multiscale Uncertainty-Aware Knowledge-Based Network for Transmission Line Inspection

Junfei Yi, Jianxu Mao, Hui Zhang, Yurong Chen, Tengfei Liu, Kai Zeng, He Xie, Yaonan Wang

2022

IEEE TCSVT 2024

FMSD: Focal Multi-scale Shape-feature Distillation Network for Small Fasteners Detection in Electric Power Scene

Junfei Yi, Jianxu Mao, Hui Zhang, Mingjie Li, Kai Zeng, Mingtao Feng, Xiaojun Chang, Yaonan Wang

arXiv 2024

Teaching With Uncertainty: Uncertainty-Aware Knowledge Distillation for Object Detection

Junfei Yi, Jianxu Mao, Hui Zhang, Yaonan Wang

IEEE TIM 2023

PSTL-Net: A Patchwise Self-Texture-Learning Network for Transmission Line Inspection

Junfei Yi, Jianxu Mao, Hui Zhang, Kai Zeng, Ziming Tao, Hang Zhong, Shaoyuan Wang, Yaonan Wang

EAAI 2022

Review on the COVID-19 Pandemic Prevention and Control System Based on AI

Junfei Yi, Hui Zhang, Jianxu Mao, Yurong Chen, Hang Zhong, Yaonan Wang

IEEE TETCI 2022

Pharmaceutical Foreign Particle Detection: An Efficient Method Based on Adaptive Convolution and Multiscale Attention

Junfei Yi, Hui Zhang, Jianxu Mao, Yurong Chen, Hang Zhong, Yaonan Wang