Datasets:
screenId
int64 16
72.2k
| captions
sequencelengths 2
4
| view_hierarchy
stringlengths 3.98k
1M
| bbox
sequencelengths 4
4
| file_name
stringlengths 11
14
| file_name_semantic
stringlengths 32
35
| semantic_annotations
stringlengths 240
72k
| app_package_name
stringlengths 5
102
| play_store_name
stringlengths 2
37
| category
stringclasses 28
values | average_rating
float64 -1
4.9
| number_of_ratings
stringlengths 2
8
| number_of_downloads
stringclasses 14
values | file_name_icon
stringlengths 20
117
| image
imagewidth (px) 540
1.08k
| image_icon
imagewidth (px) 300
300
| image_semantic
imagewidth (px) 1.44k
1.44k
|
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
49,526 | [
"get more information",
"go to options",
"more information"
] | "{\"activity_name\": \"com.traveloka.android/com.traveloka.android.activity.home.HomeActivity\", \"a(...TRUNCATED) | [
0.8833333333333333,
0.04375,
0.9805555555555555,
0.0984375
] | rico/49526.jpg | rico_semantic_annotations/49526.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.traveloka.android | Traveloka Book Flight & Hotel | Travel & Local | 4.3 | 154353 | 5,000,000 - 10,000,000 | rico_icons/com.traveloka.android.png | |||
9,460 | [
"go to categories",
"open the side menu",
"organize options in list"
] | "{\"activity_name\": \"com.g2a.marketplace/com.g2a.marketplace.views.pipe.products.SteamProductsActi(...TRUNCATED) | [
0.8638888888888889,
0.127734375,
1,
0.160546875
] | rico/9460.jpg | rico_semantic_annotations/9460.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.g2a.marketplace | G2A - Game Stores Marketplace | Shopping | 4.2 | 17963 | 1,000,000 - 5,000,000 | rico_icons/com.g2a.marketplace.png | |||
4,232 | [
"bring up dialpad",
"dial-pad"
] | "{\"activity_name\": \"com.simpler.dialer/com.simpler.ui.activities.ContactsAppActivity\", \"activit(...TRUNCATED) | [
0.825,
0.8359375,
0.9611111111111111,
0.9125
] | rico/4232.jpg | rico_semantic_annotations/4232.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.simpler.dialer | Caller ID & Dialer by Simpler | Communication | 4.4 | 18819 | 1,000,000 - 5,000,000 | rico_icons/com.simpler.dialer.png | |||
4,232 | [
"search bar",
"search contacts",
"search query"
] | "{\"activity_name\": \"com.simpler.dialer/com.simpler.ui.activities.ContactsAppActivity\", \"activit(...TRUNCATED) | [
0.03888888888888889,
0.0328125,
0.7666666666666667,
0.0984375
] | rico/4232.jpg | rico_semantic_annotations/4232.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.simpler.dialer | Caller ID & Dialer by Simpler | Communication | 4.4 | 18819 | 1,000,000 - 5,000,000 | rico_icons/com.simpler.dialer.png | |||
4,232 | [
"add a contact",
"add contact",
"add phone number"
] | "{\"activity_name\": \"com.simpler.dialer/com.simpler.ui.activities.ContactsAppActivity\", \"activit(...TRUNCATED) | [
0.7666666666666667,
0.0328125,
0.8833333333333333,
0.0984375
] | rico/4232.jpg | rico_semantic_annotations/4232.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.simpler.dialer | Caller ID & Dialer by Simpler | Communication | 4.4 | 18819 | 1,000,000 - 5,000,000 | rico_icons/com.simpler.dialer.png | |||
4,232 | [
"more information",
"open the side menu",
"settings"
] | "{\"activity_name\": \"com.simpler.dialer/com.simpler.ui.activities.ContactsAppActivity\", \"activit(...TRUNCATED) | [
0.8833333333333333,
0.0328125,
1,
0.0984375
] | rico/4232.jpg | rico_semantic_annotations/4232.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.simpler.dialer | Caller ID & Dialer by Simpler | Communication | 4.4 | 18819 | 1,000,000 - 5,000,000 | rico_icons/com.simpler.dialer.png | |||
12,133 | [
"advertisement",
"go to amazon.com website",
"open link"
] | "{\"activity_name\": \"com.surveysampling.mobile.quickthoughts/com.surveysampling.mobile.quickthough(...TRUNCATED) | [
0.1423611111111111,
0.225390625,
0.8569444444444444,
0.400390625
] | rico/12133.jpg | rico_semantic_annotations/12133.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.surveysampling.mobile.quickthoughts | QuickThoughts – Earn Rewards | Lifestyle | 4.1 | 51098 | 1,000,000 - 5,000,000 | rico_icons/com.surveysampling.mobile.quickthoughts.png | |||
10,925 | [
"input address",
"text bar to enter address",
"type the address"
] | "{\"activity_name\": \"ch.sbb.mobile.android.b2c/ch.sbb.mobile.android.vnext.startscreen.StartScreen(...TRUNCATED) | [
0,
0.13125,
1,
0.166796875
] | rico/10925.jpg | rico_semantic_annotations/10925.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | ch.sbb.mobile.android.b2c | SBB Mobile | Maps & Navigation | 3.9 | 18377 | 1,000,000 - 5,000,000 | rico_icons/ch.sbb.mobile.android.b2c.png | |||
46,217 | [
"go back",
"go back",
"go back"
] | "{\"activity_name\": \"com.ghostwording.stickers/com.test.quotegenerator.activities.recommendation.P(...TRUNCATED) | [
0.019444444444444445,
0.04375,
0.11666666666666667,
0.0984375
] | rico/46217.jpg | rico_semantic_annotations/46217.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.ghostwording.stickers | Popular Stickers | Communication | 4.6 | 12664 | 1,000,000 - 5,000,000 | rico_icons/com.ghostwording.stickers.png | |||
23,901 | [
"advertisements",
"go to the partner 's website"
] | "{\"activity_name\": \"com.microapplabs.kidsedugame/com.microapplabs.kidsedugame.MainActivity\", \"a(...TRUNCATED) | [
0,
0.0984375,
0.7777777777777778,
0.166796875
] | rico/23901.jpg | rico_semantic_annotations/23901.png | "{\"ancestors\": [\"android.widget.FrameLayout\", \"android.view.ViewGroup\", \"android.view.View\",(...TRUNCATED) | com.microapplabs.kidsedugame | Learn With Fun | Education | 4.5 | 146 | 10,000 - 50,000 | rico_icons/com.microapplabs.kidsedugame.png |
Dataset Card for RICO Widget Captioning
Widget Captioning is a dataset for providing captions for UI elements on mobile screens. It uses the RICO image database.
Dataset Details
Dataset Sources
- Repository:
- Paper:
Uses
This dataset is for developing multimodal automations for mobile screens.
Direct Use
- Enhancing screen readers
- Screen indexing
- Conversational mobile applications
- Q&A on screens
Dataset Structure
screenId
: Unique RICO screen IDimage
: RICO screenshotimage_icon
: Google Play Store icon for the appimage_semantic
: Semantic RICO screenshot; details are abstracted away to main visual UI elementsfile_name
: Image local filenamefile_name_icon
: Icon image local filenamefile_name_semantic
: Screenshot Image as a semantic annotated image local filenamecaptions
: A list of string captionsbbox
: The bounding box for the widget being captioned, relatively scaled with the image size so that coordinates are in [0, 1]app_package_name
: Android package nameplay_store_name
: Google Play Store namecategory
: Type of category of the appnumber_of_downloads
: Number of downloads of the app (as a coarse range string)number_of_ratings
: Number of ratings of the app on the Google Play store (as of collection)average_rating
: Average rating of the app on the Google Play Store (as of collection)semantic_annotations
: Reduced view hierarchy, to the semantically-relevant portions of the full view hierarchy. It corresponds to what is visualized inimage_semantic
and has a lot of details about what's on screen. It is stored as a JSON object string.
Dataset Creation
Curation Rationale
- RICO rationale: Create a broad dataset that can be used for UI automation. An explicit goal was to develop automation software that can validate an app's design and assess whether it achieves its stated goal.
- Widget Captioning rationale: Create a dataset that helps machines reason about UI elements on screens
Source Data
- RICO: Mobile app screenshots, collected on Android devices.
- Widget Captioning: Human annotated concise captions for widgets on screen
Data Collection and Processing
- RICO: Human and automated collection of Android screens. ~9.8k free apps from the Google Play Store.
- Widget Captioning: Takes the subset of screens used in RICO, eliminates screens with missing or inaccurate view hierarchies.
Who are the source data producers?
- RICO: 13 human workers (10 from the US, 3 from the Philippines) through UpWork.
- Widget Captioning: 5.4k annotators through Amazon Mechanical Turk
Citation
RICO
BibTeX:
@inproceedings{deka2017rico,
title={Rico: A mobile app dataset for building data-driven design applications},
author={Deka, Biplab and Huang, Zifeng and Franzen, Chad and Hibschman, Joshua and Afergan, Daniel and Li, Yang and Nichols, Jeffrey and Kumar, Ranjitha},
booktitle={Proceedings of the 30th annual ACM symposium on user interface software and technology},
pages={845--854},
year={2017}
}
APA:
Deka, B., Huang, Z., Franzen, C., Hibschman, J., Afergan, D., Li, Y., ... & Kumar, R. (2017, October). Rico: A mobile app dataset for building data-driven design applications. In Proceedings of the 30th annual ACM symposium on user interface software and technology (pp. 845-854).
Widget Captioning
BibTeX:
@inproceedings{li2020widget,
title={Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements},
author={Li, Yang and Li, Gang and He, Luheng and Zheng, Jingjie and Li, Hong and Guan, Zhiwei},
booktitle={Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
pages={5495--5510},
year={2020}
}
APA:
Li, Y., Li, G., He, L., Zheng, J., Li, H., & Guan, Z. (2020, November). Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) (pp. 5495-5510).
Dataset Card Authors
Hunter Heidenreich, Roots Automation
Dataset Card Contact
hunter "DOT" heidenreich "AT" rootsautomation "DOT" com
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