MVBench: A Comprehensive Multi-modal Video Understanding Benchmark
Paper • 2311.17005 • Published • 2
video stringlengths 7 10 | question stringclasses 3
values | candidates listlengths 3 3 | answer stringlengths 17 81 |
|---|---|---|---|
166583.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Scattering something down",
"Piling something up"
] | Piling something up |
102909.mp4 | What is the action performed by the person in the video? | [
"Concealing something on top of something",
"Showing something on top of something",
"Not sure"
] | Showing something on top of something |
69661.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Staying in place away from something with your camera",
"Moving away from something with your camera"
] | Moving away from something with your camera |
140639.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Not sure",
"Throwing something in the air and catching it",
"Unhitching something in the air and unhitching it"
] | Throwing something in the air and catching it |
142564.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Spinning something so it discontinues spinning",
"Spinning something so it continues spinning"
] | Spinning something so it continues spinning |
104554.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Not sure",
"Scattering something down",
"Piling something up"
] | Piling something up |
137016.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Releasing something next to something",
"Not sure",
"Holding something next to something"
] | Holding something next to something |
207257.mp4 | What is the action performed by the person in the video? | [
"Pushing something from left to right",
"Not sure",
"Pulling something from left to right"
] | Pulling something from left to right |
212793.mp4 | What activity does the video depict? | [
"Dropping something onto something",
"Picking up something onto something",
"Not sure"
] | Dropping something onto something |
188476.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Pretending to throw something",
"Not sure",
"Pretending to catch something"
] | Pretending to throw something |
143913.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Lowering down one end of something, then preventing it sharpen down",
"Lifting up one end of something, then letting it drop down",
"Not sure"
] | Lifting up one end of something, then letting it drop down |
180257.mp4 | What activity does the video depict? | [
"Pushing two ends of something so that it unites into two pieces",
"Pulling two ends of something so that it separates into two pieces",
"Not sure"
] | Pulling two ends of something so that it separates into two pieces |
103292.mp4 | What activity does the video depict? | [
"Putting something in front of something",
"Divesting something in front of something",
"Not sure"
] | Putting something in front of something |
144629.mp4 | What activity does the video depict? | [
"Moving something and something closer to each other",
"Staying in place something and something closer to each other",
"Not sure"
] | Moving something and something closer to each other |
122012.mp4 | What activity does the video depict? | [
"Not sure",
"Pulling something from left to right",
"Pushing something from left to right"
] | Pushing something from left to right |
3478.mp4 | What activity does the video depict? | [
"Not sure",
"Staying in place away from something with your camera",
"Moving away from something with your camera"
] | Moving away from something with your camera |
212727.mp4 | What activity does the video depict? | [
"Twisting something",
"Untwisting something",
"Not sure"
] | Twisting something |
181302.mp4 | What is the action performed by the person in the video? | [
"Giving something out of something",
"Taking something out of something",
"Not sure"
] | Taking something out of something |
116953.mp4 | What activity does the video depict? | [
"Covering something",
"Uncovering something",
"Not sure"
] | Uncovering something |
114154.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Divesting something onto something",
"Not sure",
"Putting something onto something"
] | Putting something onto something |
171804.mp4 | What is the action performed by the person in the video? | [
"Pushing something off of something",
"Not sure",
"Pulling something off of something"
] | Pushing something off of something |
204524.mp4 | What activity does the video depict? | [
"Not sure",
"Pouring something into something",
"Filling something into something"
] | Pouring something into something |
196343.mp4 | What activity does the video depict? | [
"Removing something into something",
"Not sure",
"Plugging something into something"
] | Plugging something into something |
142103.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Not sure",
"Uncovering something with something",
"Covering something with something"
] | Covering something with something |
62735.mp4 | What is the action performed by the person in the video? | [
"Putting something that can't roll onto a slanted surface, so it stays where it is",
"Divesting something that can't unwind onto a slanted surface, so it changes where it is",
"Not sure"
] | Putting something that can't roll onto a slanted surface, so it stays where it is |
90178.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Not sure",
"Folding something",
"Unfolding something"
] | Folding something |
14384.mp4 | What activity does the video depict? | [
"Straightening something upside down",
"Not sure",
"Turning something upside down"
] | Turning something upside down |
14136.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Plugging something into something",
"Removing something into something",
"Not sure"
] | Plugging something into something |
147118.mp4 | What activity does the video depict? | [
"Tilting something with something on it slightly so it doesn't fall down",
"Righting something with something on it slightly so it doesn't ascend down",
"Not sure"
] | Tilting something with something on it slightly so it doesn't fall down |
196423.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Holding something in front of something",
"Releasing something in front of something",
"Not sure"
] | Holding something in front of something |
197680.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Throwing something onto a surface",
"Catching something onto a surface",
"Not sure"
] | Throwing something onto a surface |
133262.mp4 | What is the action performed by the person in the video? | [
"Closing something",
"Not sure",
"Opening something"
] | Opening something |
220346.mp4 | What is the action performed by the person in the video? | [
"Giving something out of something",
"Not sure",
"Taking something out of something"
] | Taking something out of something |
59277.mp4 | What is the action performed by the person in the video? | [
"Straightening the camera downwards while filming something",
"Turning the camera downwards while filming something",
"Not sure"
] | Turning the camera downwards while filming something |
85337.mp4 | What is the action performed by the person in the video? | [
"Turning the camera left while filming something",
"Not sure",
"Straightening the camera left while filming something"
] | Turning the camera left while filming something |
7037.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Stuffing something into something",
"Emptying something into something",
"Not sure"
] | Stuffing something into something |
92623.mp4 | What is the action performed by the person in the video? | [
"Pulling something onto something",
"Pushing something onto something",
"Not sure"
] | Pushing something onto something |
108982.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Picking up something onto something",
"Dropping something onto something"
] | Dropping something onto something |
195800.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Showing something next to something",
"Concealing something next to something",
"Not sure"
] | Showing something next to something |
111947.mp4 | What is the action performed by the person in the video? | [
"Throwing something in the air and letting it fall",
"Not sure",
"Catching something in the air and preventing it ascend"
] | Throwing something in the air and letting it fall |
94943.mp4 | What activity does the video depict? | [
"Bending something so that it deforms",
"Straightening something so that it unbends",
"Not sure"
] | Bending something so that it deforms |
23889.mp4 | What activity does the video depict? | [
"Putting something in front of something",
"Not sure",
"Divesting something in front of something"
] | Putting something in front of something |
175245.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Holding something in front of something",
"Releasing something in front of something"
] | Holding something in front of something |
132255.mp4 | What is the action performed by the person in the video? | [
"Succeeding but succeeding to detach something to something because it doesn't dislodge",
"Trying but failing to attach something to something because it doesn't stick",
"Not sure"
] | Trying but failing to attach something to something because it doesn't stick |
17532.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Pouring something into something until it overflows",
"Filling something into something until it overflows"
] | Pouring something into something until it overflows |
186056.mp4 | What is the action performed by the person in the video? | [
"Pretending to divest something on a surface",
"Pretending to put something on a surface",
"Not sure"
] | Pretending to put something on a surface |
115191.mp4 | What is the action performed by the person in the video? | [
"Pretending to catch something",
"Pretending to throw something",
"Not sure"
] | Pretending to throw something |
107628.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Mending something into two pieces",
"Tearing something into two pieces",
"Not sure"
] | Tearing something into two pieces |
141992.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Pushing something so that it falls off the table",
"Not sure",
"Pulling something so that it ascends off the table"
] | Pushing something so that it falls off the table |
24255.mp4 | What is the action performed by the person in the video? | [
"Moving away from something with your camera",
"Approaching something with your camera",
"Not sure"
] | Approaching something with your camera |
108710.mp4 | What activity does the video depict? | [
"Not sure",
"Filling something onto something",
"Pouring something onto something"
] | Pouring something onto something |
37715.mp4 | What activity does the video depict? | [
"Staying in place something towards the camera",
"Not sure",
"Moving something towards the camera"
] | Moving something towards the camera |
24132.mp4 | What activity does the video depict? | [
"Piling something up",
"Not sure",
"Scattering something down"
] | Piling something up |
77265.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Throwing something in the air and letting it fall",
"Catching something in the air and preventing it ascend",
"Not sure"
] | Throwing something in the air and letting it fall |
172077.mp4 | What is the action performed by the person in the video? | [
"Picking up something behind something",
"Not sure",
"Dropping something behind something"
] | Dropping something behind something |
93569.mp4 | What is the action performed by the person in the video? | [
"Concealing that something is empty",
"Showing that something is empty",
"Not sure"
] | Showing that something is empty |
126955.mp4 | What activity does the video depict? | [
"Pushing something from left to right",
"Pulling something from left to right",
"Not sure"
] | Pulling something from left to right |
43069.mp4 | What activity does the video depict? | [
"Dropping something in front of something",
"Not sure",
"Picking up something in front of something"
] | Dropping something in front of something |
448.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Opening something",
"Closing something",
"Not sure"
] | Opening something |
158538.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Pushing something from left to right",
"Pulling something from left to right",
"Not sure"
] | Pushing something from left to right |
121823.mp4 | What activity does the video depict? | [
"Not sure",
"Stuffing something into something",
"Emptying something into something"
] | Stuffing something into something |
126925.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Straightening something so that it unbends",
"Bending something so that it deforms",
"Not sure"
] | Bending something so that it deforms |
2877.mp4 | What activity does the video depict? | [
"Showing something on top of something",
"Not sure",
"Concealing something on top of something"
] | Showing something on top of something |
2931.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Giving something out of something",
"Not sure",
"Taking something out of something"
] | Taking something out of something |
180046.mp4 | What activity does the video depict? | [
"Not sure",
"Opening something",
"Closing something"
] | Closing something |
129845.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Spilling something next to something",
"Collecting something next to something",
"Not sure"
] | Spilling something next to something |
112330.mp4 | What activity does the video depict? | [
"Hitting something with something",
"Not sure",
"Missing something with something"
] | Hitting something with something |
157974.mp4 | What activity does the video depict? | [
"Not sure",
"Approaching something with your camera",
"Moving away from something with your camera"
] | Approaching something with your camera |
203562.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Pulling something from right to left",
"Pushing something from right to left"
] | Pushing something from right to left |
181432.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Moving something and something closer to each other",
"Staying in place something and something closer to each other",
"Not sure"
] | Moving something and something closer to each other |
9741.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Emptying something into something",
"Not sure",
"Stuffing something into something"
] | Stuffing something into something |
8529.mp4 | What activity does the video depict? | [
"Not sure",
"Pouring something into something",
"Filling something into something"
] | Pouring something into something |
217180.mp4 | What activity does the video depict? | [
"Emptying something into something",
"Stuffing something into something",
"Not sure"
] | Stuffing something into something |
211030.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Throwing something onto a surface",
"Catching something onto a surface",
"Not sure"
] | Throwing something onto a surface |
34760.mp4 | What activity does the video depict? | [
"Picking up something on the table on its side, not upright",
"Laying something on the table on its side, not upright",
"Not sure"
] | Laying something on the table on its side, not upright |
135149.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Putting something down",
"Not sure",
"Picking something up"
] | Picking something up |
201866.mp4 | What is the action performed by the person in the video? | [
"Picking up something onto something",
"Not sure",
"Dropping something onto something"
] | Dropping something onto something |
74411.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Removing something, revealing something behind",
"Placing something, revealing something behind"
] | Removing something, revealing something behind |
170637.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Holding something in front of something",
"Not sure",
"Releasing something in front of something"
] | Holding something in front of something |
194118.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Concealing something next to something",
"Not sure",
"Showing something next to something"
] | Showing something next to something |
40326.mp4 | What is the action performed by the person in the video? | [
"Righting something with something on it until it ascends off",
"Tilting something with something on it until it falls off",
"Not sure"
] | Tilting something with something on it until it falls off |
93560.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Pushing something so that it falls off the table",
"Not sure",
"Pulling something so that it ascends off the table"
] | Pushing something so that it falls off the table |
54338.mp4 | What activity does the video depict? | [
"Releasing something behind something",
"Not sure",
"Holding something behind something"
] | Holding something behind something |
121054.mp4 | What is the action performed by the person in the video? | [
"Attaching something to something",
"Detachinging something to something",
"Not sure"
] | Attaching something to something |
182876.mp4 | What activity does the video depict? | [
"Not sure",
"Spilling something behind something",
"Collecting something behind something"
] | Spilling something behind something |
214289.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Divesting something next to something",
"Putting something next to something",
"Not sure"
] | Putting something next to something |
33950.mp4 | What activity does the video depict? | [
"Releasing something next to something",
"Not sure",
"Holding something next to something"
] | Holding something next to something |
134697.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Not sure",
"Plugging something into something",
"Removing something into something"
] | Plugging something into something |
195294.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Pretending to open something without actually opening it",
"Not sure",
"Pretending to close something without actually closing it"
] | Pretending to close something without actually closing it |
51645.mp4 | What activity does the video depict? | [
"Not sure",
"Lifting a surface with something on it until it starts sliding down",
"Lowering a surface with something on it until it ends sliding down"
] | Lifting a surface with something on it until it starts sliding down |
46891.mp4 | What activity does the video depict? | [
"Not sure",
"Moving something and something closer to each other",
"Staying in place something and something closer to each other"
] | Moving something and something closer to each other |
86438.mp4 | What is the action performed by the person in the video? | [
"Putting something onto something",
"Divesting something onto something",
"Not sure"
] | Putting something onto something |
46338.mp4 | Which one of these descriptions correctly matches the actions in the video? | [
"Not sure",
"Emptying something into something",
"Stuffing something into something"
] | Stuffing something into something |
184891.mp4 | What is the action performed by the person in the video? | [
"Not sure",
"Divesting something underneath something",
"Putting something underneath something"
] | Putting something underneath something |
26992.mp4 | What is the action performed by the person in the video? | [
"Lowering something with something on it",
"Lifting something with something on it",
"Not sure"
] | Lifting something with something on it |
158767.mp4 | What activity does the video depict? | [
"Pushing something so that it falls off the table",
"Pulling something so that it ascends off the table",
"Not sure"
] | Pushing something so that it falls off the table |
120180.mp4 | What is the action performed by the person in the video? | [
"Divesting something next to something",
"Putting something next to something",
"Not sure"
] | Putting something next to something |
4049.mp4 | What is the action performed by the person in the video? | [
"Closing something",
"Not sure",
"Opening something"
] | Opening something |
104588.mp4 | What activity does the video depict? | [
"Pretending to divest something behind something",
"Pretending to put something behind something",
"Not sure"
] | Pretending to put something behind something |
87838.mp4 | What is the action performed by the person in the video? | [
"Pushing something so that it slightly moves",
"Not sure",
"Pulling something so that it slightly stays in place"
] | Pushing something so that it slightly moves |
End of preview. Expand in Data Studio
MVBench
We introduce a novel static-to-dynamic method for defining temporal-related tasks. By converting static tasks into dynamic ones, we facilitate systematic generation of video tasks necessitating a wide range of temporal abilities, from perception to cognition. Guided by task definitions, we then automatically transform public video annotations into multiple-choice QA for task evaluation. This unique paradigm enables efficient creation of MVBench with minimal manual intervention while ensuring evaluation fairness through ground-truth video annotations and avoiding biased LLM scoring. The 20 temporal task examples are as follows.
Evaluation
An evaluation example is provided in mvbench.ipynb. Please follow the pipeline to prepare the evaluation code for various MLLMs.
- Preprocess: We preserve the raw video (high resolution, long duration, etc.) along with corresponding annotations (start, end, subtitles, etc.) for future exploration; hence, the decoding of some raw videos like Perception Test may be slow.
- Prompt: We explore effective system prompts to encourage better temporal reasoning in MLLM, as well as efficient answer prompts for option extraction.
Leadrboard
While an Online leaderboard is under construction, the current standings are as follows:
- Downloads last month
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Repository:
MVBench
Paper:
2311.17005
Point of Contact:
kunchang li
Number of rows:
4,000
Total file size:
2.42 MB