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Wenjie Song

11 accepted papers

2026

SSR-ZSON: Zero-Shot Object Navigation Via Spatial-Semantic Relations within a Hierarchical Exploration Framework

ICRA 2026poster

Zero-shot object navigation in unknown environments presents significant challenges, mainly due to two key limitations: insufficient semantic guidance leads to inefficient exploration, while limited spatial memory resulting from environmental structure causes entrapment in local regions. To address …

2025

TASeg: Text-aware RGB-T Semantic Segmentation based on Fine-tuning Vision Foundation Models

IROS 2025

Reliable semantic segmentation of open environments is essential for intelligent systems, yet significant problems remain: 1) Existing RGB-T semantic segmentation models mainly rely on low-level visual features and lack high-level textual information, which struggle with accurate segmentation when c

Cited by 1SourceScholar
2025

Unified Planning Framework With Drivable Area Attention Extraction for Autonomous Driving in Urban Scenarios

RA-L 2025

The diversity of urban traffic scenarios poses challenges in stability and generalization for autonomous driving. To tackle this issue, this paper proposes a hierarchical decision-making and planning framework based on reinforcement learning, which employs a unified drivable area cross-attention ext

Cited by 1SourcecodeScholar
2024

Contrastive Loss Based Frame-Wise Feature Disentanglement for Polyphonic Sound Event Detection

ICASSP 2024accepted

Overlapping sound events are ubiquitous in real-world environments, but existing end-to-end sound event detection (SED) methods still struggle to detect them effectively. A critical reason is that these methods represent overlapping events using shared and entangled frame-wise features, which degrad…

Cited by 0SourceScholar
2024

Modeling Quasi-Periodic Dependency via Self-Supervised Pre-Training for Respiratory Sound Classification

ICASSP 2024accepted

Despite the success of self-supervised respiratory sound classification methods, they do not consider that respiratory sounds are quasi-periodic signals with repetitive patterns in successive breaths, which is vital for distinguishing respiratory sounds from non-quasi-periodic sounds like noises. Th…

Cited by 0SourceScholar
2024

Multi-Step Continuous Decision Making and Planning in Uncertain Dynamic Scenarios Through Parallel Spatio-Temporal Trajectory Searching

RA-L 2024

Autonomous driving in urban scenarios faces uncertain dynamic changes, especially in China, where a dense mixture of cars, cyclists and pedestrians travel together on roads with random uncertain behaviors and high-risk road crossing. This letter proposes a Multi-step Continuous Decision Making and S

Cited by 4SourceScholar
2024

Risk-Inspired Aerial Active Exploration for Enhancing Autonomous Driving of UGV in Unknown Off-Road Environments

ICRA 2024poster

Unknown area exploration is a crucial but challenging task for autonomous driving of unmanned ground vehicles (UGV) in unknown off-road environments. However, the exploration efficiency of a single UGV is low due to its limited sensing range. To solve this problem, this paper proposes a risk-inspire…

Cited by 1SourceScholar
2024

Self-supervised Monocular Depth Estimation in Challenging Environments Based on Illumination Compensation PoseNet

IROS 2024poster

Self-supervised depth estimation has attracted much attention due to its ability to improve the 3D perception capabilities of unmanned systems. However, existing unsupervised frameworks rely on the assumption of photometric consistency, which may not hold in challenging environments such as night-ti…

Cited by 0SourceScholar
2023

Conflict-constrained Multi-agent Reinforcement Learning Method for Parking Trajectory Planning

ICRA 2023poster

Automated Valet Parking (AVP) has been exten-sively researched as an important application of autonomous driving. Considering the high dynamics and density of real parking lots, a system that considers multiple vehicles simultaneously is more robust and efficient than a single vehicle setting as in…

Cited by 9SourceScholar