Skip to content

neverbiasu/ComfyUI-SAM2

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

17 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

ComfyUI SAM2(Segment Anything 2)

This project adapts the SAM2 to incorporate functionalities from comfyui_segment_anything. Many thanks to continue-revolution for their foundational work.

image You can refer to this example workflow for a quickly try.

Requirements

Install the necessary Python dependencies with:

pip install -r requirements.txt

Models

Models will be automatically downloaded when needed. Alternatively, you can download them manually as per the instructions below. If the download is slow, set the HTTP_PROXY and HTTPS_PROXY environment variables to use a proxy.

BERT Base Uncased

Download the model from Hugging Face and place the files in the models/bert-base-uncased directory under ComfyUI.

GroundingDino

Download the models and config files to models/grounding-dino under the ComfyUI root directory. Do not modify the file names.

Name Size Config File Model File
GroundingDINO_SwinT_OGC 694MB download link download link
GroundingDINO_SwinB 938MB download link download link

SAM 2

Download the model files to models/sams under the ComfyUI root directory. Do not modify the file names.

Model Size Model File
sam2_hiera_tiny 38.9MB download link
sam2_hiera_small 46MB download link
sam2_hiera_base_plus 80.8MB download link
sam2_hiera_large 224.4MB download link

Contribution

Thank you for considering contributions! Fork the repository, make changes, and send a pull request for review and merging.

Credits

The fastest way to run Meta's SAM 2 (Segment Anything Model 2)

Citing SAM 2

If you use SAM 2 or the SA-V dataset in your research, cite the following:

@article{ravi2024sam2,
  title={SAM 2: Segment Anything in Images and Videos},
  author={Ravi, Nikhila and Gabeur, Valentin and Hu, Yuan-Ting and Hu, Ronghang and Ryali, Chaitanya and Ma, Tengyu and Khedr, Haitham and R{\"a}dle, Roman and Rolland, Chloe and Gustafson, Laura and Mintun, Eric and Pan, Junting and Alwala, Kalyan Vasudev and Carion, Nicolas and Wu, Chao-Yuan and Girshick, Ross and Doll{\'a}r, Piotr and Feichtenhofer, Christoph},
  journal={arXiv preprint},
  year={2024}
}