O V O Bench: How Far is Your Video LLMs from Real World O nline V ide O Understanding? 🔥🔥OVO Bench is accepted by CVPR 2025!🔥🔥 Important Note: Current codebase is modified compared to our initial arXiv paper. We strongly recommend that any use of OVO Bench should be based on current edition. Introduction 🌟 Three distinct problem solving modes Backward Tracing : trace back to past events to answer the question. Real Time Visual Perception : understand and respond to events as they unfold at the current timestamp. Forward Active Responding : delay the response until sufficient future information becomes available to answer the question accurately.
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