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Hong-Sheng Li

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#computer vision Preprint Oct 2026

FastBench: Can Streaming VLMs Perceive High-Dynamic Real-World Streams?

Streaming Video Large Language Models (VLMs) enable continuous video understanding, yet existing benchmarks focus on low-dynamic scenarios. Under bounded context budgets, models must balance temporal history, spatial resolution, and temporal granularity; sparse sampling at 1--2 FPS misses fast events. We introduce Fast...

Yuxuan Hu, Wei-Kang Shi, Yang Bo et al. · 0 citations

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