#Video Understanding

3 articles with this tag

Unpacking Multi-Modal Memory Bottlenecks

A new benchmark, M³Eval, reveals critical memory deficiencies in multi-modal models, particularly in disentangled representations, interference patterns, and temporal grounding.

about 1 month ago

AI Research

AdaCodec: Efficient Video MLLM Encoding

AdaCodec revolutionizes video MLLMs by using predictive visual coding to drastically cut tokenization costs and latency, achieving superior performance at a fraction of the budget.

about 1 month ago

AI Research

SpatioRoute VLM: Dynamic Prompting for Video QA

SpatioRoute VLM revolutionizes zero-shot spatial video question answering with dynamic prompt routing, achieving SOTA without fine-tuning or 3D sensors.

about 2 months ago