Description of Files

ControlNet/models/control_sd15_canny.pth

The ControlNet+SD1.5 model to control SD using canny edge detection.

ControlNet/models/control_sd15_depth.pth

The ControlNet+SD1.5 model to control SD using Midas depth estimation.

ControlNet/models/control_sd15_hed.pth

The ControlNet+SD1.5 model to control SD using HED edge detection (soft edge).

ControlNet/models/control_sd15_mlsd.pth

The ControlNet+SD1.5 model to control SD using M-LSD line detection (will also work with traditional Hough transform).

ControlNet/models/control_sd15_normal.pth

The ControlNet+SD1.5 model to control SD using normal map. Best to use the normal map generated by that Gradio app. Other normal maps may also work as long as the direction is correct (left looks red, right looks blue, up looks green, down looks purple).

ControlNet/models/control_sd15_openpose.pth

The ControlNet+SD1.5 model to control SD using OpenPose pose detection. Directly manipulating pose skeleton should also work.

ControlNet/models/control_sd15_scribble.pth

The ControlNet+SD1.5 model to control SD using human scribbles. The model is trained with boundary edges with very strong data augmentation to simulate boundary lines similar to that drawn by human.

ControlNet/models/control_sd15_seg.pth

The ControlNet+SD1.5 model to control SD using semantic segmentation. The protocol is ADE20k.

ControlNet/annotator/ckpts/body_pose_model.pth

Third-party model: Openpose’s pose detection model.

ControlNet/annotator/ckpts/hand_pose_model.pth

Third-party model: Openpose’s hand detection model.

ControlNet/annotator/ckpts/dpt_hybrid-midas-501f0c75.pt

Third-party model: Midas depth estimation model.

ControlNet/annotator/ckpts/mlsd_large_512_fp32.pth

Third-party model: M-LSD detection model.

ControlNet/annotator/ckpts/mlsd_tiny_512_fp32.pth

Third-party model: M-LSD’s another smaller detection model (we do not use this one).

ControlNet/annotator/ckpts/network-bsds500.pth

Third-party model: HED boundary detection.

ControlNet/annotator/ckpts/upernet_global_small.pth

Third-party model: Uniformer semantic segmentation.

ControlNet/training/fill50k.zip

The data for our training tutorial.

Related Resources

Special Thank to the great project - Mikubill' A1111 Webui Plugin !

We also thank Hysts for making Gradio demo in Hugging Face Space as well as more than 65 models in that amazing Colab list!

Thank haofanwang for making ControlNet-for-Diffusers!

We also thank all authors for making Controlnet DEMOs, including but not limited to fffiloni, other-model, ThereforeGames, RamAnanth1, etc!

Misuse, Malicious Use, and Out-of-Scope Use

The model should not be used to intentionally create or disseminate images that create hostile or alienating environments for people. This includes generating images that people would foreseeably find disturbing, distressing, or offensive; or content that propagates historical or current stereotypes.