đŦTechnical Deep Dive
Full Specifications [+]
Quick Commands
huggingface-cli download stabilityai/control-lora âī¸ Nexus Index V16.5
đŦ Index Insight
The Free2AITools Nexus Index for Control Lora aggregates Popularity (P:0), Freshness (F:0), and Completeness (C:0). The Utility score (U:0) represents deployment readiness and ecosystem adoption.
Verification Authority
đ What's Next?
Technical Deep Dive
tags:
- text-to-image
- stable-diffusion
license: other
language: - en
Control-LoRA Model Card
Introduction
By adding low-rank parameter efficient fine tuning to ControlNet, we introduce Control-LoRAs. This approach offers a more efficient and compact method to bring model control to a wider variety of consumer GPUs.
For each model below, you'll find:
- Rank 256 files (reducing the original
4.7GBControlNet models down to~738MBControl-LoRA models) and experimental - Rank 128 files (reducing to model down to
~377MB)
Each Control-LoRA has been trained on a diverse range of image concepts and aspect ratios.
MiDaS and ClipDrop Depth
This Control-LoRA utilizes a grayscale depth map for guided generation.
Depth estimation is an image processing technique that determines the distance of objects in a scene, providing a depth map that highlights variations in proximity.
The model was trained on the depth results of MiDaS dpt_beit_large_512.
It was further finetuned on the Portrait Depth Estimation model available in the ClipDrop API by Stability AI.
Canny Edge
Canny Edge Detection is an image processing technique that identifies abrupt changes in intensity to highlight edges in an image.
This Control-LoRA uses the edges from an image to generate the final image.
Photograph and Sketch Colorizer
These two Control-LoRAs can be used to colorize images.
Recolor is designed to colorize black and white photographs.
Sketch is designed to color in drawings input as a white-on-black image (either hand-drawn, or created with a pidi edge model).
Revision
Revision is a novel approach of using images to prompt SDXL.
It uses pooled CLIP embeddings to produce images conceptually similar to the input. It can be used either in addition, or to replace text prompts.
Revision also includes a blending function for combining multiple image or text concepts, as either positive or negative prompts.
Inference
Control-LoRAs have been implemented into ComfyUI and StableSwarmUI
Basic ComfyUI workflows (using the base model only) are available in this HF repo. Custom nodes from Stability are available here.
Recolor example on ComfyUI: 
Canny edge on StableSwarmUI: 
đ Limitations & Considerations
- âĸ Benchmark scores may vary based on evaluation methodology and hardware configuration.
- âĸ VRAM requirements are estimates; actual usage depends on quantization and batch size.
- âĸ FNI scores are relative rankings and may change as new models are added.
- âĸ Source: Unknown
AI Summary: Based on Hugging Face metadata. Not a recommendation.
đĄī¸ Model Transparency Report
Verified data manifest for traceability and transparency.
đ Identity & Source
- id
- hf-model--stabilityai--control-lora
- source
- huggingface
- author
- stabilityai
- tags
- text-to-imagestable-diffusionenlicense:otherregion:us
âī¸ Technical Specs
- architecture
- null
- params billions
- null
- context length
- null
- pipeline tag
- text-to-image
đ Engagement & Metrics
- likes
- 953
- downloads
- 0
Free2AITools Constitutional Data Pipeline: Curated disclosure mode active. (V15.x Standard)