Marigold V2 turns an image-editing DiT into a single-step model for sharp, detailed dense prediction.📜 Apache 2.0. 🤖 📄 🏆 Best zero-shot results across all evaluated depth datasets among models trained on comparable data. AbsRel improves by 16%–26% over the previous best on KITTI and ETH3D. 🔍 Fur, foliage, fine wires, and object boundaries stay crisp. The two-stage iREPA and SinkLoss recipe tackles the smoothing and flying-pixel artifacts common in diffusion-based depth models. 🧩 The same framework reaches SOTA results in depth completion, see-through depth, surface normals, and intrinsic image decomposition. Depth completion records the lowest RMSE across all four reported benchmarks. ⚡ A pretrained Qwen-Image-Edit DiT becomes a single-step dense predictor through lightweight adaptation. Training takes less than a week on one 32 GB GPU.

Marigold V2 🧐 Comfy Support designed by HUAWEI Bayer Lab for dense visual prediction, it takes a standard 2D image and calculates detailed, pixel-by-pixel convert into 3D structured data and surface properties. 👇

Finally today Sarah Vivian ‘Above Nanquidno; Choughs ,Corn Marigolds, and Purple Vipers Bugloss , West Penwith Stunning paintings by this artist Thanks my XTwitterarty Back tomorrow Helen 🙂🌷and Max🐶❤️

There are signs on the highway in Iowa. ADOPT A HIGHWAY. Under them, a name. A family. A church. A dentist. I understood. In this country you can adopt a road. I applied. The woman at the county office said two miles, quarterly cleanup, and they would put my name on a sign. She said it like it was a small thing. A man who adopts does not visit quarterly. I go every morning. Six a.m. Two miles. Both shoulders. I bow at the sign at each end. I have named the drainage ditch. I have removed a shopping cart, a recliner, and nine hundred and four cans. I planted marigolds at mile marker 112. They were not in the plan. They are there now. Truckers have started honking. Two short. I bow. A county man came out in June. He watched for a while. "Sir, it's just quarterly." I said it was my highway. He said, "Yeah." Then he got a bag out of his truck and did the other shoulder. Last week I drove past the sign. My name is on it. Under it, someone has added, in marker, small and neat: HE MEANS IT. The county has not removed it. They say it is accurate.