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cs.CV2026

RefineDrive: Reliable Failure-Guided Learning for Vision-Language-Action Driving

Zhe Sun, Ziyi Luo, Yehao Lu +2

Vision-Language-Action (VLA) models for autonomous driving rely heavily on successful expert demonstrations, leaving model-specific failures underexploited. Learning from these fai…

cs.CV2026

RRTrack: Robust and Recoverable Object 6D Pose Tracking for Dynamic Scenes

Junyue Li, Ye Zheng, Yifan Chen +2

Robust object 6D pose tracking is critical for robotic systems operating in dynamic and occluded scenes. Per-frame estimators are accurate but computationally expensive, while curr…

cs.CV2026

UAV-OVVIS: Unmanned Aerial Vehicles Also Need Open-Vocabulary Video Instance Segmentation

Mingyu Dou, Shi Qiu, Ming Hu +2

Unmanned Aerial Vehicle (UAV) videos are widely used in traffic monitoring, urban management, and emergency rescue. However, existing UAV video perception is largely limited to box…

cs.CV2026

AdaptOVCD: Training-Free Open-Vocabulary Remote Sensing Change Detection via Adaptive Information Fusion

Mingyu Dou, Shi Qiu, Ming Hu +4

Remote sensing change detection plays a pivotal role in domains such as environmental monitoring, urban planning, and disaster assessment. However, existing methods typically rely…

cs.CV2025

Mitigating Long-Tail Bias in HOI Detection via Adaptive Diversity Cache

Yuqiu Jiang, Xiaozhen Qiao, Yifan Chen +3

Human-Object Interaction (HOI) detection is a fundamental task in computer vision, empowering machines to comprehend human-object relationships in diverse real-world scenarios. Rec…