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https://github.com/bytedance/ImageDream
The code releasing for https://image-dream.github.io/
https://github.com/bytedance/ImageDream
Last synced: 8 days ago
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The code releasing for https://image-dream.github.io/
- Host: GitHub
- URL: https://github.com/bytedance/ImageDream
- Owner: bytedance
- License: apache-2.0
- Created: 2023-12-13T21:09:37.000Z (11 months ago)
- Default Branch: main
- Last Pushed: 2024-01-27T19:33:26.000Z (10 months ago)
- Last Synced: 2024-08-01T13:28:41.396Z (3 months ago)
- Language: Python
- Size: 17.3 MB
- Stars: 690
- Watchers: 9
- Forks: 31
- Open Issues: 14
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# ImageDream Reconstruction
Peng Wang, Yichun Shi
[Project Page](https://image-dream.github.io/) | [Paper](https://arxiv.org/abs/2312.02201) | [Demo]()
[imagedream-threestudio-teaser](https://github.com/bytedance/ImageDream/assets/146033206/bcf67b1a-38f9-42cf-81df-b8b2f4fa007f)
## Installation
This part is the same as original [MVDream-threestudio](https://github.com/bytedance/MVDream-threestudio). Skip it if you already have installed the environment.
## Quickstart
Clone the modelcard on the [Huggingface ImageDream Model Page](https://huggingface.co/Peng-Wang/ImageDream/) under ```./extern/ImageDream/release_models/```
In the paper, we use the configuration with soft-shading. It would need an A100 GPU in most cases to compute normal:
```sh
export PYTHONPATH=$PYTHONPATH:./extern/ImageDream
image_file="./extern/ImageDream/assets/astronaut.png"
ckpt_file="./extern/ImageDream/release_models/ImageDream/sd-v2.1-base-4view-ipmv.pt"
cfg_file="./extern/ImageDream/imagedream/configs/sd_v2_base_ipmv.yaml"
python3 launch.py \
--config configs/$method.yaml --train --gpu 0 \
name="imagedream-sd21-shading" tag="astronaut" \
system.prompt_processor.prompt="an astronaut riding a horse" \
system.prompt_processor.image_path="${image_file}" \
system.guidance.ckpt_path="${ckpt_file}" \
system.guidance.config_path="${cfg_file}"
```
***For diffusion only model, refer to subdir*** ```./extern/ImageDream/```
***Check*** ```./threestudio/scripts/run_imagedream.sh``` ***for a bash example.***
## Credits
- This code is forked from [threestudio](https://github.com/threestudio-project/threestudio) and [MVDream](https://github.com/bytedance/MVDream-threestudi) for SDS and 3D Generation.
## Tips
1. Place the object in the center and do not make it too large/small in the image.
2. If you have an object cutting image edge, in config, tuning the parameters range of elevation and fov to be a larger range, e.g. ```[0, 30]```, otherwise, you may do image outpainting and follow tips 1.
3. Check the results with ImageDream diffusion model before using it in 3D rendering to save time.
## PreComputed Results
- Since there is some randomness in diffusion model and time costly to get baseline results. We put our pre-computed results for reproducing Tab.1 in the paper in a [hugging face dataset card](https://huggingface.co/datasets/Peng-Wang/ImageDream)
## Citing
If you find ImageDream helpful, please consider citing:
``` bibtex
@article{wang2023imagedream,
title={ImageDream: Image-Prompt Multi-view Diffusion for 3D Generation},
author={Wang, Peng and Shi, Yichun},
journal={arXiv preprint arXiv:2312.02201},
year={2023}
}
```