{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/trustworthy-image-super-resolution-via","title":"Trustworthy Image Super-Resolution via Generative Pseudoinverse","arxiv_id":"2505.12375","date":"2025-05-18","proceeding":null,"authors":["Andreas Floros","Seyed-Mohsen Moosavi-Dezfooli","Pier Luigi Dragotti"],"abstract":"We consider the problem of trustworthy image restoration, taking the form of a constrained optimization over the prior density. To this end, we develop generative models for the task of image super-resolution that respect the degradation process and that can be made asymptotically consistent with the low-resolution measurements, outperforming existing methods by a large margin in that respect.","url_abs":"https://arxiv.org/abs/2505.12375v1","url_pdf":"https://arxiv.org/pdf/2505.12375v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"trustworthy-image-super-resolution-via","repo_url":"https://github.com/andreasfloros/trustworthy-super-resolution","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"image-restoration","task_name":"Image Restoration"},{"task_slug":"image-super-resolution","task_name":"Image Super-Resolution"},{"task_slug":"super-resolution","task_name":"Super-Resolution"}],"methods":[{"method_slug":"diffusion","method_name":"Diffusion"},{"method_slug":"normalizing-flows","method_name":"Normalizing Flows"}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/image-super-resolution-on-celeba-hq-128x128","task":"Image Super-Resolution","dataset":"CelebA-HQ 128x128","model":"TSRGP","rank_in_archive_order":1,"of":4,"metrics":{"Consistency":"0.31","PSNR":"24.09","SSIM":"0.71"},"uses_additional_data":false}],"syntology":{"syntology_url":"https://syntology.ai/paper/2505.12375","atlas_url":"https://app.syntology.ai/?focus=2505.12375","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}