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Bin Tian

5 accepted papers

2026

AIR-VLA: Vision-Language-Action Systems for Aerial Manipulation

ICML 2026poster

While Vision-Language-Action (VLA) models have achieved remarkable success in ground-based embodied intelligence, their application to Aerial Manipulation Systems (AMS) remains a largely unexplored frontier. The inherent characteristics of AMS, including floating-base dynamics, strong coupling betwe…

Cited by 0SourceScholar
2025

3D Annotation-Free Learning by Distilling 2D Open-Vocabulary Segmentation Models for Autonomous Driving

AAAI 2025technical

Point cloud data labeling is considered a time-consuming and expensive task in autonomous driving, whereas annotation-free learning training can avoid it by learning point cloud representations from unannotated data. In this paper, we propose AFOV, a novel 3D Annotation-Free framework assisted by 2D…

2025

High-Efficiency Modulation Classification With Temporal-Frequency Analysis Based on Multi-channel Filter Bank

ICASSP 2025accepted

Efficiency is now a key challenge in automatic modulation classification (AMC), particularly in resource-constrained environments like mobile devices in 6G networks. This paper presents a framework based on the filter-bank channelizer (FBNet) for AMC, which gracefully strikes a balance between accur…

Cited by 0SourceScholar
2022

ULSM: Underground Localization and Semantic Mapping with Salient Region Loop Closure under Perceptually-Degraded Environment

IROS 2022poster

Simultaneous Localization and Mapping (SLAM) has greatly assisted in exploring perceptually-degraded underground environments, such as human-made tunnels, mine tunnels, and caves. However, the recurring sensor failures and spurious loop closures in these scenes bring significant challenges to applyi…

Cited by 3SourceScholar