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20232026
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cs.CV2026

Prompt-Driven Lightweight Foundation Model for Instance Segmentation-Based Fault Detection in Freight Trains

Guodong Sun, Qihang Liang, Xingyu Pan +2

Accurate visual fault detection in freight trains remains a critical challenge for intelligent transportation system maintenance, due to complex operational environments, structura…

cs.CV2026

Efficient RGB-D Scene Understanding via Multi-task Adaptive Learning and Cross-dimensional Feature Guidance

Guodong Sun, Junjie Liu, Gaoyang Zhang +2

Scene understanding plays a critical role in enabling intelligence and autonomy in robotic systems. Traditional approaches often face challenges, including occlusions, ambiguous bo…

cs.CV2025

WLTCL: Wide Field-of-View 3-D LiDAR Truck Compartment Automatic Localization System

Guodong Sun, Mingjing Li, Dingjie Liu +3

As an essential component of logistics automation, the automated loading system is becoming a critical technology for enhancing operational efficiency and safety. Precise automatic…

cs.CV2024

Multiple Prior Representation Learning for Self-Supervised Monocular Depth Estimation via Hybrid Transformer

Guodong Sun, Junjie Liu, Mingxuan Liu +2

Self-supervised monocular depth estimation aims to infer depth information without relying on labeled data. However, the lack of labeled information poses a significant challenge t…

cs.CV2024

An Efficient MLP-based Point-guided Segmentation Network for Ore Images with Ambiguous Boundary

Guodong Sun, Yuting Peng, Le Cheng +5

The precise segmentation of ore images is critical to the successful execution of the beneficiation process. Due to the homogeneous appearance of the ores, which leads to low contr…

cs.CV2023

Efficient Segmentation with Texture in Ore Images Based on Box-supervised Approach

Guodong Sun, Delong Huang, Yuting Peng +3

Image segmentation methods have been utilized to determine the particle size distribution of crushed ores. Due to the complex working environment, high-powered computing equipment…