Papers by Tianwen Qian
StreamingEval: A Unified Evaluation Framework towards Realistic Streaming Video Understanding (2026.findings-acl)
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| Challenge: | Existing research on streaming video understanding focuses on isolated aspects of visual understanding, but ignores practical deployability under realistic resource constraints. |
| Approach: | They propose a framework to evaluate streaming video understanding capabilities under realistic constraints. |
| Outcome: | StreamingEval benchmarks offline and online video models under a standardized protocol . it evaluates visual encoding efficiency, text decoding latency and task performance . |