id
stringlengths
3
5
question
stringlengths
37
82
options
listlengths
4
4
answer
stringclasses
9 values
task_plan
stringlengths
69
153
image
imagewidth (px)
1.02k
1.02k
0-0
How many steak are there in the image?
[ "4", "1", "2", "3" ]
3
count: 3 grid number: 2 question type: how many target category: steak
0-1
How many steak are there in the image?
[ "4", "1", "2", "3" ]
3
count: 3 grid number: 2 question type: how many target category: steak
0-2
How many steak are there in the image?
[ "2", "1", "3", "4" ]
3
count: 3 grid number: 2 question type: how many target category: steak
1-0
How many oven are there in the image?
[ "4", "5", "9", "7" ]
9
count: 9 grid number: 3 question type: how many target category: oven
1-1
How many oven are there in the image?
[ "8", "4", "9", "7" ]
9
count: 9 grid number: 3 question type: how many target category: oven
1-2
How many oven are there in the image?
[ "3", "8", "4", "9" ]
9
count: 9 grid number: 3 question type: how many target category: oven
2-0
How many red oven are there in the image?
[ "9", "1", "6", "5" ]
9
attribute type: color attribute value: red count: 9 grid number: 3 question type: how many target category: oven
2-1
How many red oven are there in the image?
[ "3", "9", "2", "8" ]
9
attribute type: color attribute value: red count: 9 grid number: 3 question type: how many target category: oven
2-2
How many red oven are there in the image?
[ "6", "9", "1", "4" ]
9
attribute type: color attribute value: red count: 9 grid number: 3 question type: how many target category: oven
3-0
How many metal oven are there in the image?
[ "5", "6", "9", "8" ]
9
attribute type: material attribute value: metal count: 9 grid number: 3 question type: how many target category: oven
3-1
How many metal oven are there in the image?
[ "6", "3", "5", "9" ]
9
attribute type: material attribute value: metal count: 9 grid number: 3 question type: how many target category: oven
3-2
How many metal oven are there in the image?
[ "2", "9", "5", "7" ]
9
attribute type: material attribute value: metal count: 9 grid number: 3 question type: how many target category: oven
4-0
How many cuboid oven are there in the image?
[ "8", "9", "6", "5" ]
9
attribute type: shape attribute value: cuboid count: 9 grid number: 3 question type: how many target category: oven
4-1
How many cuboid oven are there in the image?
[ "9", "8", "1", "3" ]
9
attribute type: shape attribute value: cuboid count: 9 grid number: 3 question type: how many target category: oven
4-2
How many cuboid oven are there in the image?
[ "4", "7", "9", "2" ]
9
attribute type: shape attribute value: cuboid count: 9 grid number: 3 question type: how many target category: oven
5-0
How many black table lamp are there in the image?
[ "4", "2", "3", "1" ]
2
attribute type: color attribute value: black count: 2 grid number: 2 question type: how many target category: table lamp
5-1
How many black table lamp are there in the image?
[ "3", "4", "2", "1" ]
2
attribute type: color attribute value: black count: 2 grid number: 2 question type: how many target category: table lamp
5-2
How many black table lamp are there in the image?
[ "1", "3", "4", "2" ]
2
attribute type: color attribute value: black count: 2 grid number: 2 question type: how many target category: table lamp
6-0
How many gray table lamp are there in the image?
[ "2", "1", "4", "3" ]
2
attribute type: color attribute value: gray count: 2 grid number: 2 question type: how many target category: table lamp
6-1
How many gray table lamp are there in the image?
[ "1", "4", "3", "2" ]
2
attribute type: color attribute value: gray count: 2 grid number: 2 question type: how many target category: table lamp
6-2
How many gray table lamp are there in the image?
[ "1", "4", "3", "2" ]
2
attribute type: color attribute value: gray count: 2 grid number: 2 question type: how many target category: table lamp
7-0
How many white table lamp are there in the image?
[ "4", "1", "3", "2" ]
3
attribute type: color attribute value: white count: 3 grid number: 2 question type: how many target category: table lamp
7-1
How many white table lamp are there in the image?
[ "1", "3", "4", "2" ]
3
attribute type: color attribute value: white count: 3 grid number: 2 question type: how many target category: table lamp
7-2
How many white table lamp are there in the image?
[ "3", "1", "4", "2" ]
3
attribute type: color attribute value: white count: 3 grid number: 2 question type: how many target category: table lamp
8-0
How many table lamp are there in the image?
[ "1", "3", "4", "2" ]
4
count: 4 grid number: 2 question type: how many target category: table lamp
8-1
How many table lamp are there in the image?
[ "1", "4", "3", "2" ]
4
count: 4 grid number: 2 question type: how many target category: table lamp
8-2
How many table lamp are there in the image?
[ "4", "2", "3", "1" ]
4
count: 4 grid number: 2 question type: how many target category: table lamp
9-0
How many metal table lamp are there in the image?
[ "3", "6", "4", "9" ]
3
attribute type: material attribute value: metal count: 3 grid number: 3 question type: how many target category: table lamp
9-1
How many metal table lamp are there in the image?
[ "4", "5", "1", "3" ]
3
attribute type: material attribute value: metal count: 3 grid number: 3 question type: how many target category: table lamp
9-2
How many metal table lamp are there in the image?
[ "9", "2", "6", "3" ]
3
attribute type: material attribute value: metal count: 3 grid number: 3 question type: how many target category: table lamp
10-0
How many blue objects are there in the image?
[ "3", "2", "1", "4" ]
1
attribute type: color attribute value: blue count: 1 grid number: 2 question type: how many
10-1
How many blue objects are there in the image?
[ "4", "2", "1", "3" ]
1
attribute type: color attribute value: blue count: 1 grid number: 2 question type: how many
10-2
How many blue objects are there in the image?
[ "1", "3", "2", "4" ]
1
attribute type: color attribute value: blue count: 1 grid number: 2 question type: how many
11-0
How many volleyball are there in the image?
[ "3", "1", "4", "2" ]
3
count: 3 grid number: 2 question type: how many target category: volleyball
11-1
How many volleyball are there in the image?
[ "1", "2", "4", "3" ]
3
count: 3 grid number: 2 question type: how many target category: volleyball
11-2
How many volleyball are there in the image?
[ "4", "1", "2", "3" ]
3
count: 3 grid number: 2 question type: how many target category: volleyball
12-0
How many flower are there in the image?
[ "3", "4", "1", "2" ]
2
count: 2 grid number: 2 question type: how many target category: flower
12-1
How many flower are there in the image?
[ "4", "2", "3", "1" ]
2
count: 2 grid number: 2 question type: how many target category: flower
12-2
How many flower are there in the image?
[ "4", "1", "3", "2" ]
2
count: 2 grid number: 2 question type: how many target category: flower
13-0
How many shoe are there in the image?
[ "1", "3", "2", "4" ]
1
count: 1 grid number: 2 question type: how many target category: shoe
13-1
How many shoe are there in the image?
[ "4", "1", "3", "2" ]
1
count: 1 grid number: 2 question type: how many target category: shoe
13-2
How many shoe are there in the image?
[ "2", "1", "4", "3" ]
1
count: 1 grid number: 2 question type: how many target category: shoe
14-0
How many broccoli are there in the image?
[ "4", "9", "2", "7" ]
2
count: 2 grid number: 3 question type: how many target category: broccoli
14-1
How many broccoli are there in the image?
[ "9", "5", "2", "1" ]
2
count: 2 grid number: 3 question type: how many target category: broccoli
14-2
How many broccoli are there in the image?
[ "2", "7", "5", "3" ]
2
count: 2 grid number: 3 question type: how many target category: broccoli
15-0
How many seat are there in the image?
[ "2", "4", "3", "1" ]
1
count: 1 grid number: 2 question type: how many target category: seat
15-1
How many seat are there in the image?
[ "2", "3", "4", "1" ]
1
count: 1 grid number: 2 question type: how many target category: seat
15-2
How many seat are there in the image?
[ "2", "3", "4", "1" ]
1
count: 1 grid number: 2 question type: how many target category: seat
16-0
How many paper towel are there in the image?
[ "4", "9", "2", "1" ]
2
count: 2 grid number: 3 question type: how many target category: paper towel
16-1
How many paper towel are there in the image?
[ "2", "1", "9", "7" ]
2
count: 2 grid number: 3 question type: how many target category: paper towel
16-2
How many paper towel are there in the image?
[ "5", "2", "6", "1" ]
2
count: 2 grid number: 3 question type: how many target category: paper towel
17-0
How many metal flashlight are there in the image?
[ "3", "9", "1", "7" ]
3
attribute type: material attribute value: metal count: 3 grid number: 3 question type: how many target category: flashlight
17-1
How many metal flashlight are there in the image?
[ "7", "5", "3", "6" ]
3
attribute type: material attribute value: metal count: 3 grid number: 3 question type: how many target category: flashlight
17-2
How many metal flashlight are there in the image?
[ "8", "5", "2", "3" ]
3
attribute type: material attribute value: metal count: 3 grid number: 3 question type: how many target category: flashlight
18-0
How many yellow personal protective equipment are there in the image?
[ "8", "4", "7", "1" ]
8
attribute type: color attribute value: yellow count: 8 grid number: 3 question type: how many target category: personal protective equipment
18-1
How many yellow personal protective equipment are there in the image?
[ "2", "5", "1", "8" ]
8
attribute type: color attribute value: yellow count: 8 grid number: 3 question type: how many target category: personal protective equipment
18-2
How many yellow personal protective equipment are there in the image?
[ "6", "2", "9", "8" ]
8
attribute type: color attribute value: yellow count: 8 grid number: 3 question type: how many target category: personal protective equipment
19-0
How many sweatpants are there in the image?
[ "3", "4", "2", "1" ]
1
count: 1 grid number: 2 question type: how many target category: sweatpants
19-1
How many sweatpants are there in the image?
[ "2", "4", "3", "1" ]
1
count: 1 grid number: 2 question type: how many target category: sweatpants
19-2
How many sweatpants are there in the image?
[ "4", "1", "3", "2" ]
1
count: 1 grid number: 2 question type: how many target category: sweatpants
20-0
How many orange winter squash are there in the image?
[ "4", "1", "3", "2" ]
4
attribute type: color attribute value: orange count: 4 grid number: 2 question type: how many target category: winter squash
20-1
How many orange winter squash are there in the image?
[ "1", "2", "3", "4" ]
4
attribute type: color attribute value: orange count: 4 grid number: 2 question type: how many target category: winter squash
20-2
How many orange winter squash are there in the image?
[ "3", "1", "2", "4" ]
4
attribute type: color attribute value: orange count: 4 grid number: 2 question type: how many target category: winter squash
21-0
How many hamper are there in the image?
[ "1", "4", "2", "3" ]
4
count: 4 grid number: 2 question type: how many target category: hamper
21-1
How many hamper are there in the image?
[ "2", "3", "4", "1" ]
4
count: 4 grid number: 2 question type: how many target category: hamper
21-2
How many hamper are there in the image?
[ "1", "3", "2", "4" ]
4
count: 4 grid number: 2 question type: how many target category: hamper
22-0
How many orange orange are there in the image?
[ "7", "8", "5", "6" ]
6
attribute type: color attribute value: orange count: 6 grid number: 3 question type: how many target category: orange
22-1
How many orange orange are there in the image?
[ "7", "2", "9", "6" ]
6
attribute type: color attribute value: orange count: 6 grid number: 3 question type: how many target category: orange
22-2
How many orange orange are there in the image?
[ "2", "6", "1", "4" ]
6
attribute type: color attribute value: orange count: 6 grid number: 3 question type: how many target category: orange
23-0
How many orange are there in the image?
[ "7", "2", "4", "6" ]
7
count: 7 grid number: 3 question type: how many target category: orange
23-1
How many orange are there in the image?
[ "6", "9", "8", "7" ]
7
count: 7 grid number: 3 question type: how many target category: orange
23-2
How many orange are there in the image?
[ "6", "8", "1", "7" ]
7
count: 7 grid number: 3 question type: how many target category: orange
24-0
How many orange objects are there in the image?
[ "1", "7", "4", "8" ]
4
attribute type: color attribute value: orange count: 4 grid number: 3 question type: how many
24-1
How many orange objects are there in the image?
[ "7", "8", "3", "4" ]
4
attribute type: color attribute value: orange count: 4 grid number: 3 question type: how many
24-2
How many orange objects are there in the image?
[ "1", "4", "9", "5" ]
4
attribute type: color attribute value: orange count: 4 grid number: 3 question type: how many
25-0
How many metal sugary drink are there in the image?
[ "6", "2", "4", "1" ]
6
attribute type: material attribute value: metal count: 6 grid number: 3 question type: how many target category: sugary drink
25-1
How many metal sugary drink are there in the image?
[ "5", "1", "6", "8" ]
6
attribute type: material attribute value: metal count: 6 grid number: 3 question type: how many target category: sugary drink
25-2
How many metal sugary drink are there in the image?
[ "1", "4", "6", "3" ]
6
attribute type: material attribute value: metal count: 6 grid number: 3 question type: how many target category: sugary drink
26-0
How many beige container are there in the image?
[ "3", "1", "4", "2" ]
4
attribute type: color attribute value: beige count: 4 grid number: 2 question type: how many target category: container
26-1
How many beige container are there in the image?
[ "3", "2", "4", "1" ]
4
attribute type: color attribute value: beige count: 4 grid number: 2 question type: how many target category: container
26-2
How many beige container are there in the image?
[ "1", "4", "3", "2" ]
4
attribute type: color attribute value: beige count: 4 grid number: 2 question type: how many target category: container
27-0
How many beige tool are there in the image?
[ "9", "2", "5", "8" ]
9
attribute type: color attribute value: beige count: 9 grid number: 3 question type: how many target category: tool
27-1
How many beige tool are there in the image?
[ "8", "2", "9", "6" ]
9
attribute type: color attribute value: beige count: 9 grid number: 3 question type: how many target category: tool
27-2
How many beige tool are there in the image?
[ "7", "9", "4", "1" ]
9
attribute type: color attribute value: beige count: 9 grid number: 3 question type: how many target category: tool
28-0
How many orange food are there in the image?
[ "3", "7", "4", "2" ]
4
attribute type: color attribute value: orange count: 4 grid number: 3 question type: how many target category: food
28-1
How many orange food are there in the image?
[ "8", "1", "4", "2" ]
4
attribute type: color attribute value: orange count: 4 grid number: 3 question type: how many target category: food
28-2
How many orange food are there in the image?
[ "5", "4", "2", "6" ]
4
attribute type: color attribute value: orange count: 4 grid number: 3 question type: how many target category: food
29-0
How many white egg are there in the image?
[ "2", "1", "4", "6" ]
6
attribute type: color attribute value: white count: 6 grid number: 3 question type: how many target category: egg
29-1
How many white egg are there in the image?
[ "6", "4", "1", "8" ]
6
attribute type: color attribute value: white count: 6 grid number: 3 question type: how many target category: egg
29-2
How many white egg are there in the image?
[ "7", "6", "8", "3" ]
6
attribute type: color attribute value: white count: 6 grid number: 3 question type: how many target category: egg
30-0
How many wood step stool are there in the image?
[ "9", "3", "5", "8" ]
9
attribute type: material attribute value: wood count: 9 grid number: 3 question type: how many target category: step stool
30-1
How many wood step stool are there in the image?
[ "7", "9", "4", "5" ]
9
attribute type: material attribute value: wood count: 9 grid number: 3 question type: how many target category: step stool
30-2
How many wood step stool are there in the image?
[ "7", "9", "8", "1" ]
9
attribute type: material attribute value: wood count: 9 grid number: 3 question type: how many target category: step stool
31-0
How many black container are there in the image?
[ "2", "7", "3", "1" ]
7
attribute type: color attribute value: black count: 7 grid number: 3 question type: how many target category: container
31-1
How many black container are there in the image?
[ "6", "2", "7", "1" ]
7
attribute type: color attribute value: black count: 7 grid number: 3 question type: how many target category: container
31-2
How many black container are there in the image?
[ "9", "4", "3", "7" ]
7
attribute type: color attribute value: black count: 7 grid number: 3 question type: how many target category: container
32-0
How many gray container are there in the image?
[ "6", "1", "5", "9" ]
6
attribute type: color attribute value: gray count: 6 grid number: 3 question type: how many target category: container
32-1
How many gray container are there in the image?
[ "3", "6", "2", "4" ]
6
attribute type: color attribute value: gray count: 6 grid number: 3 question type: how many target category: container
32-2
How many gray container are there in the image?
[ "1", "2", "6", "9" ]
6
attribute type: color attribute value: gray count: 6 grid number: 3 question type: how many target category: container
33-0
How many brown crate are there in the image?
[ "6", "2", "8", "9" ]
8
attribute type: color attribute value: brown count: 8 grid number: 3 question type: how many target category: crate

Dataset Card for TaskMeAnything-v1-imageqa-2024

TaskMeAnything-v1-imageqa-2024 benchmark dataset

🌐 Website | πŸ“‘ Paper | πŸ€— Huggingface | πŸ’» Interface

If you like our project, please give us a star ⭐ on GitHub for latest update.

TaskMeAnything-v1-2024

TaskMeAnything-v1-imageqa-2024 is a benchmark for reflecting the current progress of MLMs by automatically finding tasks that SOTA MLMs struggle with using the TaskMeAnything Top-K queries. This benchmark includes 3,279 2d questions, 7,095 3d questions, and 1,896 real image questions that the TaskMeAnything algorithm automatically approximated as challenging for over 12 popular MLMs.

The dataset contains 19 splits, while each splits contains 600+ questions from a specific task generator in TaskMeAnything-v1. For each row of dataset, it includes: image, question, options, answer and its corresponding task plan.

Load TaskMeAnything-v1-2024 ImageQA Dataset

import datasets

dataset_name = 'weikaih/TaskMeAnything-v1-imageqa-2024'
dataset = datasets.load_dataset(dataset_name, split = TASK_GENERATOR_SPLIT)

where TASK_GENERATOR_SPLIT is one of the task generators, eg, 2024_2d_how_many.

Evaluation Results

Overall

image/png

Breakdown performance on each task types

image/png

image/png

image/png

image/png

Out-of-Scope Use

This dataset should not be used for training models.

Disclaimers

TaskMeAnything and its associated resources are provided for research and educational purposes only. The authors and contributors make no warranties regarding the accuracy or reliability of the data and software. Users are responsible for ensuring their use complies with applicable laws and regulations. The project is not liable for any damages or losses resulting from the use of these resources.

Contact

Citation

BibTeX:

@article{zhang2024task,
  title={Task Me Anything},
  author={Zhang, Jieyu and Huang, Weikai and Ma, Zixian and Michel, Oscar and He, Dong and Gupta, Tanmay and Ma, Wei-Chiu and Farhadi, Ali and Kembhavi, Aniruddha and Krishna, Ranjay},
  journal={arXiv preprint arXiv:2406.11775},
  year={2024}
}
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