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Alibaba has released ControlNet Union for Qwen-Image-2.1, a unified checkpoint that supports multiple control types like canny, depth, and pose, allowing users to maintain the structure of images while reimagining other aspects, demonstrated on Hugging Face Spaces.
This paper proposes a multi-conditioned diffusion-based synthesis pipeline using Stable Diffusion XL and ControlNet to generate synthetic sand boil imagery for low-resource earthen-levee inspection, addressing the scarcity of annotated defect examples.
This model introduces a depth-conditioned ControlNet-LoRA for Krea-2, enabling depth-map-guided image generation with high depth consistency (0.98-0.99 Pearson correlation). It supports both Raw and Turbo variants and includes easy inference scripts and Comfy UI integration.
The zimage-ncnn tool adds LanPaint inpainting and ControlNet control features. No Python/PyTorch/CUDA required, only depends on C++ and ncnn, supports fully local offline operation on Vulkan or CPU.