Guy Ohayon, Pierre-Etienne H. Fiquet, Florentin Guth, Jona Ballé, and Eero P. Simoncelli. Learning a distance measure from the information-estimation geometry of data.
Sean Man, Guy Ohayon, Ron Raphaeli, and Michael Elad. Proxies for distortion and consistency with applications for real-world image restoration.
Guy Ohayon*, Hila Manor*, Tomer Michaeli, and Michael Elad. Compressed image generation with denoising diffusion codebook models. In Proceedings of the 42nd International Conference on Machine Learning.
Guy Ohayon, Tomer Michaeli, and Michael Elad. Posterior-Mean Rectified Flow: Towards minimum MSE photo-realistic image restoration. In Proceedings of the 13th International Conference on Learning Representations.
Guy Ohayon, Michael Elad, and Tomer Michaeli. Perceptual fairness in image restoration. In Advances in Neural Information Processing Systems 37.
Guy Ohayon, Tomer Michaeli, and Michael Elad. The perception-robustness tradeoff in deterministic image restoration. In Proceedings of the 41st International Conference on Machine Learning. Spotlight.
Theo Adrai, Guy Ohayon, Michael Elad, and Tomer Michaeli. Deep optimal transport: A practical algorithm for photo-realistic image restoration. In Advances in Neural Information Processing Systems 36.
Guy Ohayon, Theo Adrai, Michael Elad, and Tomer Michaeli. Reasons for the superiority of stochastic estimators over deterministic ones: Robustness, consistency and perceptual quality. In Proceedings of the 40th International Conference on Machine Learning.
Sean Man, Guy Ohayon, Theo Adrai, and Michael Elad. High-perceptual quality JPEG decoding via posterior sampling. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops.
Guy Ohayon, Theo Adrai, Gregory Vaksman, Michael Elad, and Peyman Milanfar. High perceptual quality image denoising with a posterior sampling CGAN. In Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops. Best student paper award.