diff --git a/src/diffusers/pipelines/controlnet/__init__.py b/src/diffusers/pipelines/controlnet/__init__.py
index a49dccf235..3400d85d69 100644
--- a/src/diffusers/pipelines/controlnet/__init__.py
+++ b/src/diffusers/pipelines/controlnet/__init__.py
@@ -24,7 +24,6 @@ except OptionalDependencyNotAvailable:
 else:
     _import_structure["multicontrolnet"] = ["MultiControlNetModel"]
     _import_structure["pipeline_controlnet"] = ["StableDiffusionControlNetPipeline"]
-    _import_structure["pipeline_controlnet_blip_diffusion"] = ["BlipDiffusionControlNetPipeline"]
     _import_structure["pipeline_controlnet_img2img"] = ["StableDiffusionControlNetImg2ImgPipeline"]
     _import_structure["pipeline_controlnet_inpaint"] = ["StableDiffusionControlNetInpaintPipeline"]
     _import_structure["pipeline_controlnet_inpaint_sd_xl"] = ["StableDiffusionXLControlNetInpaintPipeline"]
@@ -54,7 +53,6 @@ if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
     else:
         from .multicontrolnet import MultiControlNetModel
         from .pipeline_controlnet import StableDiffusionControlNetPipeline
-        from .pipeline_controlnet_blip_diffusion import BlipDiffusionControlNetPipeline
         from .pipeline_controlnet_img2img import StableDiffusionControlNetImg2ImgPipeline
         from .pipeline_controlnet_inpaint import StableDiffusionControlNetInpaintPipeline
         from .pipeline_controlnet_inpaint_sd_xl import StableDiffusionXLControlNetInpaintPipeline