Robin Rombach
Robin Rombach has 2 papers in our library, in 2021–2023; often with Andreas Blattmann.
OpenAlex · ORCID · h-index 19 · 33 works · 21,393 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 1,731 times in our library · 3 more in our library without a page yet · ⭐ Paper Stars ranking: #1292
Affiliations
🎓Heidelberg UniversityHeidelberg ·
Germany2020–2022 · 8 papers🎓Ludwig-Maximilians-Universität MünchenMunich ·
Germany2021–2023 · 5 papers
Fields, topics and concepts
📚 Shelves 2The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksComputer Vision and Pattern Recognition · 2 works
Works by year
2020s
Papers
- High-Resolution Image Synthesis with Latent Diffusion Models (2021 · 1,996 citations)
Pixel-space diffusion models generate excellent images but are very expensive. Training can take hundreds of GPU days, and sampling requires many sequential network passes over full-resolution images. Rombach et al. split generation into two stages. First, an autoencoder learns a compact latent space that looks the… - SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis (2023 · 608 citations)
SDXL is Stability AI's open text-to-image latent diffusion model. It targets the quality gap between earlier Stable Diffusion releases and closed commercial generators, and the paper argues that closed models cannot be properly checked for bias or reproduced. The authors scale up the UNet and rebalance it, placing…
All works
- High-Resolution Image Synthesis with Latent Diffusion ModelsarXiv:2112.10752Robin Rombach, Andreas Blattmann, Dominik Lorenz, et al.2021 · 1,996 citations
- Align Your Latents: High-Resolution Video Synthesis with Latent Diffusion Models ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetAndreas Blattmann et al.2023 · 806 citations
- SDXL: Improving Latent Diffusion Models for High-Resolution Image SynthesisarXiv:2307.01952Dustin Podell, Zion English, Kyle Lacey, et al.2023 · 608 citations
- On Distillation of Guided Diffusion Models ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetChenlin Meng et al.2023 · 387 citations
- DiffusionSat: A Generative Foundation Model for Satellite Imagery ↗arXiv (Cornell University) · no summary yetSamar Khanna et al.2023 · 34 citations
Co-authors here
Venues
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings ×2
Cited by
Updated
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