Open research on understanding long video: methods, evaluation, and what they really cost.
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Evaluation infrastructure for long-video intelligence. A system-aware, complete-cost evaluation harness that compares long-video pipelines under fixed backbones, matched evidence budgets, and one shared cost ledger spanning video-side and model-side work. |
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LoHi · NeurIPS 2026Rethinking Long-Video Efficiency: A Joint Allocation Perspective on Frames, Pixels, and Front-End Latency. Dense low-resolution video plus a few high-resolution images: half the decoding, lower latency, higher accuracy. Released through LongVideo-Eval. |
Everything here is built in the open and updated continuously. Bring a method, a dataset, or a cost we forgot: open a pull request or an issue on LongVideo-Eval, or write to sixundong.ai@gmail.com.