{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/6"}],"enrichment":{"capability":"Provides computer vision annotation and detection models (edge detection, pose estimation, depth mapping, segmentation) packaged as PyPI-installable processors for use with ControlNet.","skillfed_tags":["computer-vision","model-zoo","image-annotation"],"use_cases":["Extract pose skeletons from photos to guide pose-conditioned image generation","Detect edges in images for edge-guided image synthesis or artistic processing","Generate depth maps from single images for 3D-aware image editing","Segment objects in images for object-aware inpainting or layout-guided generation","Preprocess images for ControlNet-based diffusion models requiring structural annotations"],"what_it_does":"controlnet-aux wraps a collection of computer vision annotation models from lllyasviel's ControlNet repository and connects them to the Hugging Face Hub for model checkpoint hosting. It provides detector classes for edge detection, pose estimation, depth mapping, segmentation, and other tasks, each loadable via a unified Processor interface or individually. Models are downloaded on first use from the Hub and can be instantiated with optional device specification.\n\nThe package depends on torch, torchvision, scipy, numpy, opencv-python-headless, scikit-image, Pillow, einops, timm, filelock, and importlib_metadata. It is designed for image-to-image generation pipelines where you need to extract structural information from input images to guide model conditioning. Each detector accepts images and returns processed outputs.","worth_installing":"Yes, if you are building ControlNet-based image generation pipelines or need a convenient way to extract structural annotations from images. The package has low install friction, permissive licensing, and no known vulnerabilities. Caveat: maintenance is aging (no release in 463 days), so verify that model checkpoints and detector implementations match your use case before production deployment."},"id":"controlnet-aux","links":{"html":"https://skillfed.io/packages/controlnet-aux","md":"https://skillfed.io/packages/controlnet-aux.md","pypi":"https://pypi.org/project/controlnet-aux/"},"maintenance":{"status":"aging"},"meta":{"latest_release":"2025-05-08","license_spdx":null,"license_treatment":"permissive","name":"controlnet-aux","python_support":"supports_current","summary":"Auxillary models for controlnet"},"popularity":{"monthly_downloads":292957,"position":7959,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.0.10"}