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20242026
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cs.CV2026

Query-Conditioned Evidential Keyframe Sampling for MLLM-Based Long-Form Video Understanding

Yiheng Wang, Lichen Zhu, Yueqian Lin +4

Multimodal Large Language Models (MLLMs) have shown strong performance on video question answering, but their application to long-form videos is constrained by limited context leng…

cs.CV2026

Dual Prompt-Driven Feature Encoding for Nighttime UAV Tracking

Yiheng Wang, Changhong Fu, Liangliang Yao +2

Robust feature encoding constitutes the foundation of UAV tracking by enabling the nuanced perception of target appearance and motion, thereby playing a pivotal role in ensuring re…

cs.CV2025

TeleEgo: Benchmarking Egocentric AI Assistants in the Wild

Jiaqi Yan, Ruilong Ren, Jingren Liu +13

Egocentric AI assistants in real-world settings must process multi-modal inputs (video, audio, text), respond in real time, and retain evolving long-term memory. However, existing…

cs.CV2024

Prompt-Driven Temporal Domain Adaptation for Nighttime UAV Tracking

Changhong Fu, Yiheng Wang, Liangliang Yao +3

Nighttime UAV tracking under low-illuminated scenarios has achieved great progress by domain adaptation (DA). However, previous DA training-based works are deficient in narrowing t…

cs.CV2024

Enhancing Nighttime UAV Tracking with Light Distribution Suppression

Liangliang Yao, Changhong Fu, Yiheng Wang +2

Visual object tracking has boosted extensive intelligent applications for unmanned aerial vehicles (UAVs). However, the state-of-the-art (SOTA) enhancers for nighttime UAV tracking…