DynaTok introduces temporally adaptive budget allocation with EMA memory and spatial selection with memory to compress video tokens, retaining over 95% accuracy at 90% reduction on VideoQA benchmarks.
Longvideobench: A benchmark for long-context interleaved video-language understanding.Advances in Neural Informa- tion Processing Systems, 37:28828–28857
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DynaTok: Temporally Adaptive and Positional Bias-Aware Token Compression for Video-LLMs
DynaTok introduces temporally adaptive budget allocation with EMA memory and spatial selection with memory to compress video tokens, retaining over 95% accuracy at 90% reduction on VideoQA benchmarks.