Datasets:

Formats:
json
Languages:
English
ArXiv:
Libraries:
Datasets
pandas
License:
video
stringlengths
28
28
question
stringclasses
1 value
answer
stringclasses
16 values
candidates
sequencelengths
2
2
video_length
int64
92
300
S010C003P021R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
192
S010C001P021R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
191
S010C002P021R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
191
S009C001P007R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
188
S009C002P007R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
188
S009C003P007R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
188
S010C001P018R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
170
S010C002P018R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
170
S010C003P018R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
170
S008C001P030R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
149
S008C002P030R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
149
S008C003P030R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
149
S007C001P018R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
148
S007C002P018R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
148
S007C002P018R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
148
S007C003P018R001A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
148
S007C003P018R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
148
S007C001P018R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
147
S007C003P026R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Take off a hat/cap.", "Put on a hat/cap." ]
147
S007C001P026R002A020_rgb.avi
What is the action being performed in the video?
Put on a hat/cap.
[ "Put on a hat/cap.", "Take off a hat/cap." ]
146
S003C003P016R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
119
S003C001P016R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
118
S003C002P016R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
118
S001C001P003R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
114
S001C002P003R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
114
S001C003P003R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
114
S009C001P007R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
112
S009C002P007R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
112
S009C003P007R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
112
S011C001P038R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
109
S011C002P038R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
109
S011C003P038R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
109
S009C003P007R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
109
S009C001P007R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
108
S009C002P007R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
108
S014C001P007R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
106
S014C002P007R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
106
S014C003P007R002A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
106
S005C001P010R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Standing up (from sitting position).", "Sitting down." ]
106
S005C002P010R001A008_rgb.avi
What is the action being performed in the video?
Sitting down.
[ "Sitting down.", "Standing up (from sitting position)." ]
106
S005C002P021R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
204
S005C001P021R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
203
S005C003P021R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
203
S012C001P018R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
197
S012C002P018R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
197
S012C003P018R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
197
S008C001P034R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
192
S008C002P034R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
192
S008C003P034R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
192
S007C001P027R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
188
S007C002P027R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
188
S007C003P027R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
188
S009C003P007R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
186
S009C001P007R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
185
S009C002P007R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
185
S009C001P007R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
173
S009C003P007R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
173
S009C002P007R001A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
172
S015C001P037R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Take off glasses.", "Wear on glasses." ]
170
S015C002P037R002A018_rgb.avi
What is the action being performed in the video?
Wear on glasses.
[ "Wear on glasses.", "Take off glasses." ]
170
S031C003P100R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
170
S031C002P100R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
131
S027C003P081R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
131
S018C002P008R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
130
S031C001P100R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
129
S020C003P053R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
129
S030C003P091R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
128
S018C001P008R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
128
S026C003P075R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
128
S018C003P008R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
126
S030C003P044R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
124
S027C003P079R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
121
S027C003P080R002A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
121
S021C003P055R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
117
S032C003P105R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
115
S020C003P054R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
113
S032C003P106R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
112
S020C003P008R002A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
112
S030C003P081R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Put on headphone.", "Take off headphone." ]
111
S032C003P103R001A062_rgb.avi
What is the action being performed in the video?
Take off headphone.
[ "Take off headphone.", "Put on headphone." ]
111
S026C003P049R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
162
S020C003P052R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
150
S021C003P055R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
148
S019C001P049R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
140
S020C003P043R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
140
S028C003P073R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
138
S031C003P042R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
137
S019C002P049R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
137
S019C003P049R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
137
S027C003P085R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
136
S030C003P076R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
134
S026C003P049R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
133
S020C003P052R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
132
S029C003P049R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
130
S026C003P070R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
128
S023C003P058R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
125
S026C003P050R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
125
S030C003P085R001A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Put on bag.", "Take off bag." ]
124
S026C001P049R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
123
S026C002P049R002A088_rgb.avi
What is the action being performed in the video?
Take off bag.
[ "Take off bag.", "Put on bag." ]
123

Updates

  • 25 October 2024: Please redownload dataset due to removal of duplicated samples for Action Sequence and Unexpected Action.

TVBench

TVBench is a new benchmark specifically created to evaluate temporal understanding in video QA. We identified three main issues in existing datasets: (i) static information from single frames is often sufficient to solve the tasks (ii) the text of the questions and candidate answers is overly informative, allowing models to answer correctly without relying on any visual input (iii) world knowledge alone can answer many of the questions, making the benchmarks a test of knowledge replication rather than visual reasoning. In addition, we found that open-ended question-answering benchmarks for video understanding suffer from similar issues while the automatic evaluation process with LLMs is unreliable, making it an unsuitable alternative.

We defined 10 temporally challenging tasks that either require repetition counting (Action Count), properties about moving objects (Object Shuffle, Object Count, Moving Direction), temporal localization (Action Localization, Unexpected Action), temporal sequential ordering (Action Sequence, Scene Transition, Egocentric Sequence) and distinguishing between temporally hard Action Antonyms such as "Standing up" and "Sitting down".

In TVBench, state-of-the-art text-only, image-based, and most video-language models perform close to random chance, with only the latest strong temporal models, such as Tarsier, outperforming the random baseline. In contrast to MVBench, the performance of these temporal models significantly drops when videos are reversed.

image

Dataset statistics:

The table below shows the number of samples and the average frame length for each task in TVBench.

drawing

Download

Question and answers are provided as a json file for each task.

Videos in TVBench are sourced from Perception Test, CLEVRER, STAR, MoVQA, Charades-STA, NTU RGB+D, FunQA and CSV. All videos are included in this repository, except for those from NTU RGB+D, which can be downloaded from the official website. It is not necessary to download the full dataset, as NTU RGB+D provides a subset specifically for TVBench with the required videos. These videos are required by th Action Antonym task and should be stored in the video/action_antonym folder.

Leaderboard

image

Citation

If you find this benchmark useful, please consider citing:


@misc{cores2024tvbench,
  author = {Daniel Cores and Michael Dorkenwald and Manuel Mucientes and Cees G. M. Snoek and Yuki M. Asano},
  title = {TVBench: Redesigning Video-Language Evaluation},
  year = {2024},
  eprint = {arXiv:2410.07752},
}
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