most citedNavComposer: Composing Language Instructions for Navigation Trajectories through Action-Scene-Object Modularization

5 citations · 5 across the 3 of their papers we have counts for

collaborators

5 papers

cs.CV2026

TACO: Towards Task-Consistent Open-Vocabulary Adaptation in Video Recognition

Minghao Zhu, Xiao Lin, Mengxian Hu +5

Adapting CLIP for open-vocabulary video recognition necessitates a delicate balance between newly acquired video knowledge and the pretrained generalization. While existing studies…

cs.RO2026

CLASH: Collaborative Large-Small Hierarchical Framework for Continuous Vision-and-Language Navigation

Liuyi Wang, Zongtao He, Jinlong Li +6

Vision-and-Language Navigation (VLN) requires robots to follow natural language instructions and navigate complex environments without prior maps. While recent vision-language larg…

cs.AI2025★ 5 cited

NavComposer: Composing Language Instructions for Navigation Trajectories through Action-Scene-Object Modularization

Zongtao He, Liuyi Wang, Lu Chen +2

Language-guided navigation is a cornerstone of embodied AI, enabling agents to interpret language instructions and navigate complex environments. However, expert-provided instructi…

cs.RO2025

Rethinking the Embodied Gap in Vision-and-Language Navigation: A Holistic Study of Physical and Visual Disparities

Liuyi Wang, Xinyuan Xia, Hui Zhao +6

Recent Vision-and-Language Navigation (VLN) advancements are promising, but their idealized assumptions about robot movement and control fail to reflect physically embodied deploym…

cs.CV2025

CleanPose: Category-Level Object Pose Estimation via Causal Learning and Knowledge Distillation

Xiao Lin, Yun Peng, Liuyi Wang +6

Category-level object pose estimation aims to recover the rotation, translation and size of unseen instances within predefined categories. In this task, deep neural network-based m…