{"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/out-of-sample-testing-for-gans","title":"Out-of-Sample Testing for GANs","arxiv_id":"1901.09557","date":"2019-01-28","proceeding":null,"authors":["Pablo Sánchez-Martín","Pablo M. Olmos","Fernando Pérez-Cruz"],"abstract":"We propose a new method to evaluate GANs, namely EvalGAN. EvalGAN relies on a\ntest set to directly measure the reconstruction quality in the original sample\nspace (no auxiliary networks are necessary), and it also computes the\n(log)likelihood for the reconstructed samples in the test set. Further, EvalGAN\nis agnostic to the GAN algorithm and the dataset. We decided to test it on\nthree state-of-the-art GANs over the well-known CIFAR-10 and CelebA datasets.","url_abs":"http://arxiv.org/abs/1901.09557v1","url_pdf":"http://arxiv.org/pdf/1901.09557v1.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":"out-of-sample-testing-for-gans","repo_url":"https://github.com/psanch21/EvalGAN","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"out-of-sample-testing-for-gans","repo_url":"https://github.com/yangyucheng000/Paper-2/tree/main/Out-of-sample-restoration-main","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"out-of-sample-testing-for-gans","repo_url":"https://github.com/yangyucheng000/papercode-2/tree/main/Out-of-sample-restoration-main","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null}],"tasks":[],"methods":[{"method_slug":"convolution","method_name":"Convolution"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}