Zacks-Chen/CoIN

Dataset

ContinuaL Instruction Tuning Dataset Card

3

13 commits

2 linked in READMEs

updated Mar 25, 2026

See the code

README

ContinuaL Instruction Tuning Dataset Card

Dataset details

Dataset sources

This dataset is constructed using publicly available and commonly used instruction tuning datasets, including VQAv2, VizWiz, ScienceQA, TextVQA, GQA, and OCR-VQA.

Additionally, to enhance diversity, we introduce the classification task and referring expression comprehension task into CoIN with ImageNet, RefCOCO, RefCOCO+, and RefCOCOg.

Before proceeding with instruction tuning, please download these datasets on your own.

Image SourceDownload Path
COCOtrain2014,test2015, val2014
RefCOCOannotation
RefCOCO+annotation
RefCOCOgannotation
ImageNetimages
OCR-VQAimages
GQAimages
TextVQAtrain,test
ScienceQAimages
VizWiztrain, val, test

Instruction templates

To comprehensively evaluate performance, we construct instructions using two types of templates.

License: Creative Commons Attribution 4.0 International;

continual learning
instruction tuning

Contributors

Zacks-Chen

13 commits

Zacks-Chen/CoIN

Dataset

ContinuaL Instruction Tuning Dataset Card

3

13 commits

2 linked in READMEs

updated Mar 25, 2026

See the code

README

ContinuaL Instruction Tuning Dataset Card

Dataset details

Dataset sources

This dataset is constructed using publicly available and commonly used instruction tuning datasets, including VQAv2, VizWiz, ScienceQA, TextVQA, GQA, and OCR-VQA.

Additionally, to enhance diversity, we introduce the classification task and referring expression comprehension task into CoIN with ImageNet, RefCOCO, RefCOCO+, and RefCOCOg.

Before proceeding with instruction tuning, please download these datasets on your own.

Image SourceDownload Path
COCOtrain2014,test2015, val2014
RefCOCOannotation
RefCOCO+annotation
RefCOCOgannotation
ImageNetimages
OCR-VQAimages
GQAimages
TextVQAtrain,test
ScienceQAimages
VizWiztrain, val, test

Instruction templates

To comprehensively evaluate performance, we construct instructions using two types of templates.

License: Creative Commons Attribution 4.0 International;

continual learning
instruction tuning

Contributors

Zacks-Chen

13 commits