Likely not too consistent, as most image based methods

🌐 Web: hf.co/spaces/prs-e...
📕 Paper: hf.co/papers/2512....
🐙 Code: github.com/prs-eth/ster...
🤗 Demo: hf.co/spaces/tosha...
🤗 Weights: hf.co/prs-eth/ster...

By ETHZ (Tjark, @bingxinke.bsky.social,
, Konrad), University of Bologna (Fabio, @mattpoggi.bsky.social), HUAWEI Bayer Lab (@obukhov.ai)

Introducing StereoSpace -- our new end-to-end method for turning photos into stereo images without explicit geometry or depth maps. This makes it especially robust with thin structures and transparencies. Try the demo below

Other resources:
🌎 Website: huggingface.co/spaces/huawe...
🎓 Paper: arxiv.org/abs/2512.05000
🤗 Model: huggingface.co/huawei-bayer...
🐙 Code: github.com/huawei-bayer...

Team: Daniyar Zakarin*, Thiemo Wandel*, Anton Obukhov, Dengxin Dai.
*Work done during internships at HUAWEI Bayer Lab

Introducing WindowSeat - our new method for removing reflections from photos taken through windows, on planes, in malls, offices, and other glass-filled environments.

Try it with your own photos in this demo: huggingface.co/spaces/tosha...

Original announcement of Marigold Depth (CVPR 2024 Oral, Best Paper Award Candidate): x.com/AntonObukhov...

Team: Bingxin Ke (@bingxinke.bsky.social), Kevin Qu (@kevinqu.bsky.social), Tianfu Wang ( ), Nando Metzger (@nandometzger.bsky.social), Shengyu Huang, Bo Li, Anton Obukhov (@obukhov.ai), Konrad Schindler.
We thank @hf.co for their sustained support.

A lot of cutting-edge research in related areas comes from ETH Zürich’s PRS lab, led by Prof. Konrad Schindler. Follow the lab for updates:
🐙 github.com/prs-eth
🤗 huggingface.co/prs-eth
🌐 prs.igp.ethz.ch
🎓 Open ETHZ BSc/MSc projects:
prs.igp.ethz.ch/education/op...

🤗 Demo (Depth): huggingface.co/spaces/prs-e...
🤗 Demo (Normals): huggingface.co/spaces/prs-e...
🤗 Demo (Albedo): huggingface.co/spaces/prs-e...
🤗 Models: huggingface.co/collections/...

🌎 Website: marigoldcomputervision.github.io
🧨 Tutorial: huggingface.co/docs/diffuse...
📗 Paper: arxiv.org/abs/2505.09358
🐙 Training code: github.com/prs-eth/Mari...

New modalities include surface normals and intrinsic decompositions like albedo, material properties (roughness, metallicity), and lighting decompositions. Marigold proves to be an efficient fine-tuning protocol that generalizes across image analysis tasks.

Big Marigold update!
Last year, we showed how to turn Stable Diffusion 2 into a SOTA depth estimator with a few synthetic samples and 2–3 days on just 1 GPU.
Today's release features:
🏎️ 1-step inference
🔢 New modalities
🫣 High resolution
🧨 Diffusers support
🕹️ New demos
🧶👇

🍸🍸The TRICKY25 challenge: "Monocular Depth from Images of Specular and Transparent Surfaces" is live! 🍸🍸 Hosted at the 3rd TRICKY workshop #ICCV2025, with exciting speakers! @obukhov.ai @taiyasaki.bsky.social

Site: sites.google.com/view/iccv25t...
Codalab: codalab.lisn.upsaclay.fr/competitions...

@mattpoggi.bsky.social will probably know!

The workshop report is now released! arxiv.org/abs/2504.17787

Research Intern - Foundation Models for Computer Vision - Huawei Research Center Zürich If you are enthusiastic in shaping Huawei’s European Research Institute together with a multicultural team of leading researchers, this is the right opportunity for you!

Huawei Research Center Zürich is looking for a Research Scientist intern to work with me on advancing foundation models for computer vision, focusing on enhancing computational photography features in mobile phones. ˙✧˖°📸⋆｡˚

careers.huaweirc.ch/jobs/5702605...

Look at them stripes! A principled super-resolution drop by colleagues from PRS-ETH! Interactive demo with gradio-dualvision down in the post

bsky.app/profile/obuk...

RollingDepth rolls into Nashville for #CVPR2025! 🎸

Previous posts: bsky.app/profile/obuk...

MDEC Challenge update! The 4th Monocular Depth Estimation Workshop at #CVPR2025 will be accepting submissions in two phases:
🚀 Dev phase: Feb 1 - Mar 1
🎯 Final phase: Mar 1 - Mar 21
Website: jspenmar.github.io/MDEC/
🌐 Codalab: codalab.lisn.upsaclay.fr/competitions...

Bring your best depth!

Announcement: bsky.app/profile/obuk...

Update about the 4th Monocular Depth Estimation Workshop at #CVPR2025:
🎉 Website is LIVE: jspenmar.github.io/MDEC/
🎉 Keynotes: Peter Wonka, Yiyi Liao, and Konrad Schindler
🎉 Challenge updates: new prediction types, baselines & metrics

Not finished of course, but it has been demonstrated that such massive compute might be excessive. Video makes sense, but top labs have already delivered astounding video generators with comparable resources.

What's the next frontier after LLMs, that will demand nuclear-powered GPU clusters? No agents or AGI please

Stay tuned for more updates and resources!

MDEC Team: Matteo Poggi (@mattpoggi.bsky.social), Fabio Tosi, Ripudaman Singh Arora, Anton Obukhov (@obukhov.ai), Jaime Spencer, Chris Russell (@cruss.bsky.social), Simon Hadfield, Richard Bowden.

The 4th Monocular Depth Estimation Challenge (MDEC) is coming to #CVPR2025, and I’m excited to join the org team! After 2024’s breakthroughs in monodepth driven by generative model advances in transformers and diffusion, this year's focus is on OOD generalization and evaluation.

Monocular depth meets depth completion🚀 Check out our latest work where we modified Marigold to a zero-shot depth completion tool. Everything without retraining🌼 (This paper, for once, contains geese instead of cats😄 keep an eye open)

Team ETH Zürich: Massimiliano Viola, Kevin Qu (@kevinqu.bsky.social), Nando Metzger (@nandometzger.bsky.social), Bingxin Ke (@bingxinke.bsky.social), Alexander Becker, Konrad Schindler, and Anton Obukhov (@obukhov.ai). We thank @hf.co and @gradio-hf.bsky.social for their continuous support.

Marigold Depth Completion - a Hugging Face Space by prs-eth Discover amazing ML apps made by the community

🌎 Website: marigolddepthcompletion.github.io
🤗 Demo: huggingface.co/spaces/prs-e...
📕 Paper: arxiv.org/abs/2412.13389
👾 Code: github.com/prs-eth/mari...