video
stringlengths
8
11
question
stringclasses
3 values
candidates
sequencelengths
3
3
answer
stringlengths
17
81
166583.webm
What is the action performed by the person in the video?
[ "Not sure", "Scattering something down", "Piling something up" ]
Piling something up
102909.webm
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.webm
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.webm
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.webm
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.webm
Which one of these descriptions correctly matches the actions in the video?
[ "Not sure", "Scattering something down", "Piling something up" ]
Piling something up
137016.webm
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.webm
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.webm
What activity does the video depict?
[ "Dropping something onto something", "Picking up something onto something", "Not sure" ]
Dropping something onto something
188476.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
What activity does the video depict?
[ "Twisting something", "Untwisting something", "Not sure" ]
Twisting something
181302.webm
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.webm
What activity does the video depict?
[ "Covering something", "Uncovering something", "Not sure" ]
Uncovering something
114154.webm
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.webm
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.webm
What activity does the video depict?
[ "Not sure", "Pouring something into something", "Filling something into something" ]
Pouring something into something
196343.webm
What activity does the video depict?
[ "Removing something into something", "Not sure", "Plugging something into something" ]
Plugging something into something
142103.webm
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.webm
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.webm
Which one of these descriptions correctly matches the actions in the video?
[ "Not sure", "Folding something", "Unfolding something" ]
Folding something
14384.webm
What activity does the video depict?
[ "Straightening something upside down", "Not sure", "Turning something upside down" ]
Turning something upside down
14136.webm
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.webm
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.webm
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.webm
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.webm
What is the action performed by the person in the video?
[ "Closing something", "Not sure", "Opening something" ]
Opening something
220346.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
What activity does the video depict?
[ "Not sure", "Filling something onto something", "Pouring something onto something" ]
Pouring something onto something
37715.webm
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.webm
What activity does the video depict?
[ "Piling something up", "Not sure", "Scattering something down" ]
Piling something up
77265.webm
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.webm
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.webm
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.webm
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.webm
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.webm
Which one of these descriptions correctly matches the actions in the video?
[ "Opening something", "Closing something", "Not sure" ]
Opening something
158538.webm
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.webm
What activity does the video depict?
[ "Not sure", "Stuffing something into something", "Emptying something into something" ]
Stuffing something into something
126925.webm
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.webm
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.webm
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.webm
What activity does the video depict?
[ "Not sure", "Opening something", "Closing something" ]
Closing something
129845.webm
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.webm
What activity does the video depict?
[ "Hitting something with something", "Not sure", "Missing something with something" ]
Hitting something with something
157974.webm
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.webm
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.webm
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.webm
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.webm
What activity does the video depict?
[ "Not sure", "Pouring something into something", "Filling something into something" ]
Pouring something into something
217180.webm
What activity does the video depict?
[ "Emptying something into something", "Stuffing something into something", "Not sure" ]
Stuffing something into something
211030.webm
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.webm
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.webm
Which one of these descriptions correctly matches the actions in the video?
[ "Putting something down", "Not sure", "Picking something up" ]
Picking something up
201866.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
What activity does the video depict?
[ "Releasing something behind something", "Not sure", "Holding something behind something" ]
Holding something behind something
121054.webm
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.webm
What activity does the video depict?
[ "Not sure", "Spilling something behind something", "Collecting something behind something" ]
Spilling something behind something
214289.webm
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.webm
What activity does the video depict?
[ "Releasing something next to something", "Not sure", "Holding something next to something" ]
Holding something next to something
134697.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
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.webm
What is the action performed by the person in the video?
[ "Closing something", "Not sure", "Opening something" ]
Opening something
104588.webm
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.webm
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

MVBench

Important Update

[18/10/2024] Due to NTU RGB+D License, 320 videos from NTU RGB+D need to be downloaded manually. Please visit ROSE Lab to access the data. We also provide a list of the 320 videos used in MVBench for your reference.

images

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.

images

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:

images

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