模型介绍
ControlNet是Stable Diffusion的神经网络结构，用于控制图像生成。ControlNet 1.1正式版与1.0在架构上完全相同，强调这不是扩展而是基础模型。同时，v1.1的每个模型都需要配备关联的.yaml文件，需将其放置在模型文件夹中并确保与模型名称一致。
作者：Lvmin Zhang
预览图
ControlNet是一种基于条件生成对抗网络（CGANs）的技术，通过将主要扩散模型的权重复制到可训练副本和锁定副本中来实现。锁定副本保留了从大量图像数据中学习到的能力，而可训练副本则在特定任务的数据集上进行训练以实现条件控制。其独特的“零卷积”层连接可训练和锁定的神经网络部分，确保在不同规模的数据集上都能表现出强大的性能，支持深度图、姿态估计、边缘检测、分段区域和线条等多种功能。
模型列表
持续更新后续资源内容，建议收藏以便后续查看下载。
flux-canny-controlnet-v3.safetensors
flux-depth-controlnet-v3.safetensors
flux-hed-controlnet-v3.safetensors
SDXL-controlnet OpenPose (v2)
controlnet-openpose-sdxl-1.0_diffusion_pytorch_model.bin
control-lora-openposeXL2-rank256.safetensors
OpenPoseXL2.safetensors
ControlNet-v1.1
control_v11e_sd15_ip2p.pth
control_v11e_sd15_ip2p.yaml
control_v11e_sd15_shuffle.pth
control_v11e_sd15_shuffle.yaml
control_v11f1e_sd15_tile.pth
control_v11f1e_sd15_tile.yaml
control_v11f1e_sd15_tile_fp16.safetensors
control_v11f1p_sd15_depth.pth
control_v11f1p_sd15_depth.yaml
control_v11f1p_sd15_depth_fp16.safetensors
control_v11p_sd15_depth_anything.safetensors
control_v11p_sd15_canny.pth
control_v11p_sd15_canny.yaml
control_v11p_sd15_inpaint.pth
control_v11p_sd15_inpaint.yaml
control_v11p_sd15_inpaint_fp16.safetensors
control_v11p_sd15_lineart.pth
control_v11p_sd15_lineart.yaml
control_v11p_sd15_lineart_fp16.safetensors
control_v11p_sd15_mlsd.pth
control_v11p_sd15_mlsd.yaml
control_v11p_sd15_normalbae.pth
control_v11p_sd15_normalbae.yaml
control_v11p_sd15_openpose.pth
control_v11p_sd15_openpose.yaml
control_v11p_sd15_scribble.pth
control_v11p_sd15_scribble.yaml
control_v11p_sd15_scribble_fp16.safetensors
control_v11p_sd15_seg.pth
control_v11p_sd15_seg.yaml
control_v11p_sd15_softedge.pth
control_v11p_sd15_softedge.yaml
control_v11p_sd15_softedge_fp16.safetensors
control_v11p_sd15s2_lineart_anime.pth
control_v11p_sd15s2_lineart_anime.yaml
control_v11u_sd15_tile_fp16.safetensors
ControlNet-v1.0
controlnet_checkpoint.ckpt
control_sd15_canny.pth
control_sd15_depth.pth
control_sd15_hed.pth
control_sd15_mlsd.pth
control_sd15_normal.pth
control_sd15_openpose.pth
control_sd15_scribble.pth
control_sd15_seg.pth
其他衍生模型
Outfit To Outfit
outfitToOutfit_v20.safetensors
outfitToOutfit_v20.yaml
controlnetxlCNXL_tencentarcOpenpose.safetensors
效果对比预览
