default author photo

Junmin Liu

Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics

SCHOLARLY PAPERS

9

DOWNLOADS

507

TOTAL CITATIONS

0

Scholarly Papers (9)

1.

Robust Teacher: Self-Correcting Pseudo-Label-Guided Semi-Supervised Learning for Object Detection

Number of pages: 16 Posted: 17 Jan 2023
affiliation not provided to SSRN, Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 185 (411,650)

Abstract:

Loading...

Object Detection, Semi-supervised Learning, Pseudo-Labels, Deep Learning, Computer vision

2.

Learned Low-Rank Representation and its Theoretical Convergence Analysis

Number of pages: 40 Posted: 12 Feb 2025
Weilin Shen, Junmin Liu and Xiangyu Chang
affiliation not provided to SSRN, Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics and affiliation not provided to SSRN
Downloads 98 (715,072)

Abstract:

Loading...

Low-Rank Representation, Algorithm Unfolding, Theoretical Analysis, Partial Weight Coupling, Parameter Space

Multi-Focus Image Fusion with Focus-Map Rectified Module Based on Deep Guided Filter

Number of pages: 10 Posted: 05 Jul 2025
affiliation not provided to SSRN, Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 43 (1,170,161)

Abstract:

Loading...

Generative adversarial networks, Multi-focus image fusion, Defocus Spread Effect, monocular depth estimation, Deep Guided Filter

Multi-Focus Image Fusion with Focus-Map Rectified Module Based on Deep Guided Filter

Number of pages: 10 Posted: 06 Sep 2025
affiliation not provided to SSRN, Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 15 (1,559,710)

Abstract:

Loading...

Generative Adversarial Networks, Multi-Focus Image Fusion, Defocus Spread Effect, Monocular Depth Estimation, Deep Guided Filter

4.

Class-Driven Nonnegative Matrix Factorization with Manifold Regularization for Data Clustering

Number of pages: 28 Posted: 25 Aug 2023
Hui-Rong LI, Yuelin Gao, Yani Zhou and Junmin Liu
Shangluo University, North Minzu University, Shangluo University and Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics
Downloads 50 (1,063,489)

Abstract:

Loading...

Nonnegative matrix factorization, Manifold regularization, semi-supervised learning, Class-driven constraint

5.

Multi-Scale Pseudo Labeling for Unsupervised Deep Edge Detection

Number of pages: 19 Posted: 24 Apr 2023
Guangzhou University, Guangzhou University, Guangzhou University, University of Copenhagen, University of Copenhagen, Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics and Guangzhou University - School of Mathematics and Information Science
Downloads 49 (1,074,648)

Abstract:

Loading...

Edge detection, Unsupervised learning, Pseudo labeling, Multi-scale modeling

6.

Trajectory-Dependent Generalization Bounds for Deep Neural Networks Via Fractional Brownian Motion

Number of pages: 36 Posted: 20 Mar 2024
Chengli Tan, Jiangshe Zhang and Junmin Liu
affiliation not provided to SSRN, affiliation not provided to SSRN and Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics
Downloads 28 (1,345,526)

Abstract:

Loading...

Deep learning, Generalization bound, Fractional Brownian motion, stochastic gradient descent

7.

Exclusive Style Removal for Cross Domain Novel Class Discovery

Number of pages: 36 Posted: 24 Sep 2024
Yicheng Wang, Feng Liu, Junmin Liu and Kai Sun
affiliation not provided to SSRN, University of Melbourne, Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics and affiliation not provided to SSRN
Downloads 17 (1,491,251)

Abstract:

Loading...

Novel Class Discovery, Cross Domain Learning, Exclusive Style Removal

8.

Degradation-guided Prompting and Dynamic Task Curriculum for All-in-One Image Restoration

Number of pages: 26 Posted: 18 Feb 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics
Downloads 12 (1,534,404)

Abstract:

Loading...

All-in-one image restoration, multiple degradation types, degradation-guided prompt learning, dynamic task curriculum

9.

Learning to Cooperate for Continual Learning with Pre-Training and Parameter-Efficient Fine-Tuning

Number of pages: 19 Posted: 02 Jul 2026
affiliation not provided to SSRN, Xi'an Jiaotong University (XJTU) - School of Mathematics and Statistics, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 10

Abstract:

Loading...

continual learning, Pre-trained Models, Parameter-Efficient Fine-Tuning, expert cooperation