OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?
Paper • 2501.05510 • Published • 44
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
Job manager crashed while running this job (missing heartbeats).
Error code: JobManagerCrashedError
Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
mp4 video | __key__ string | __url__ string |
|---|---|---|
chunked_videos/35 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/37 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/38 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/40 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/42 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/74 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/76 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/79 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/91 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/93 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/105 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/107 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/108 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/131 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/133 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/144 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/146 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/149 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/170 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/172 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/195 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/197 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/198 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/210 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/212 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/224 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/226 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/229 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/251 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/253 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/265 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/267 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/268 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/280 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/282 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/314 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/316 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/319 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/320 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/322 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/355 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/357 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/358 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/361 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/363 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/384 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/386 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/389 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/415 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/417 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/418 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/421 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/423 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/454 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/456 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/459 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/460 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/462 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/485 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/487 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/488 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/511 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/513 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/525 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/527 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/528 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/550 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/552 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/564 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/566 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/569 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/581 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/583 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/604 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/606 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/609 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/630 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/632 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/645 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/647 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/648 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/671 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/673 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/694 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/696 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/699 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/700 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/702 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/734 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/736 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/739 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/741 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/743 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/775 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/777 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/778 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/790 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/792 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/810 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa | |
chunked_videos/812 | hf://datasets/Wu2003/OVO-Bench@d0093eeb609269ce4aa8a675fde8355ad82c9d05/chunked_videos.tar.partaa |
End of preview.
OVO-Bench: How Far is Your Video-LLMs from Real-World Online VideO 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.
- Downloads last month
- 366