license: apache-2.0
task_categories:
- text-to-image
- image-to-image
language:
- en
size_categories:
- 100K<n<1M
X2I Dataset
- Project Page: https://vectorspacelab.github.io/OmniGen/
- Github: https://github.com/VectorSpaceLab/OmniGen
- Paper: https://arxiv.org/abs/2409.11340
- Model: https://huggingface.co/Shitao/OmniGen-v1
To achieve robust multi-task processing capabilities, it is essential to train the OmniGen on large-scale and diverse datasets. However, in the field of unified image generation, a readily available dataset has yet to emerge. For this reason, we have curated a large-scale unified image generation dataset with unified format for the first time, which we refer to as the X2I dataset, meaning "anything to image".
| Task | Datastet |
|---|---|
| Multi-modal Instruction | X2I-mm-instruction |
| Subject-driven Editing | X2I-subject-driven |
| In-context Learning | X2I-in-context-learning |
| Computer Vision | X2I-computer-vision |
| Text to Image Generation | X2I-text-to-image |
X2I-computer-vision
- ADE
A image segementation dataset with 297,472 samples.
## meta file: ade.jsonl
cd ade
tar -xzvf ade.tar.gz
Download all tar parts (ade/seg_imgs.tar.gz.*) from here
cd ade
cat seg_imgs.tar.gz.* | tar -xzvf -
- Rain100H
A image derain dataset with 100 samples.
## meta file: derain_rain100h.jsonl
cd derain_rain100h
tar -xzvf derain_rain100h.tar.gz
- LOL
A low-light image enhancement dataset with 485 samples.
## meta file: enhance_lol.jsonl
cd enhance_lol
tar -xzvf enhance_lol.tar.gz
- MuLan
A multi-layer image editing dataset with 32,066 samples.
## meta file: mulan.jsonl
cd mulan
tar -xzvf mulan.tar.gz
cd coco2017
tar -xzvf coco2017.tar.gz
- ReasonSeg
A image reasoning segmentation dataset with 1,218 samples.
## meta file: reasonseg.jsonl
cd reasonseg
tar -xzvf reasonseg.tar.gz
- WeatherStream & GoPro
A image derain, desnow and deblur dataset with 3,386 samples.
## meta file: weather-stream_gopro.jsonl
cd weather-stream/rain
tar -zxvf rain.tar.gz
cd weather-stream/snow
tar -zxvf snow.tar.gz
cd gopro
tar -zxvf gopro.tar.gz
cd raindrop
tar -zxvf raindrop.tar.gz