{"url":"/method/discriminative-regularization","slug":"discriminative-regularization","name":"Discriminative Regularization","full_name":"Discriminative Regularization","full_name_withheld":false,"description_markdown":"**Discriminative Regularization** is a regularization technique for [variational autoencoders](https://paperswithcode.com/methods/category/likelihood-based-generative-models) that uses representations from discriminative classifiers to augment the [VAE](https://paperswithcode.com/method/vae) objective function (the lower bound) corresponding to a generative model. Specifically, it encourages the model’s reconstructions to be close to the data example in a representation space defined by the hidden layers of highly-discriminative, neural network based classifiers.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Discriminative Regularization for Generative Models","paper":"/paper/discriminative-regularization-for-generative","first_author":"Alex Lamb","n_authors":3,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/discriminative-regularization-for-generative"},"source":{"url":"http://arxiv.org/abs/1602.03220v4","title":"Discriminative Regularization for Generative Models","url_on_a_paper_host":true},"code_snippet_url":"https://github.com/vdumoulin/discgen/blob/419687c218ac349586d12531764547560c8fe434/experiments/train_celeba_vae.py#L271","code_snippet_url_on_a_code_host":true,"categories":[{"area":"General","area_id":"general","collection":"Regularization","url":"/methods/category/regularization","pwc_aliases":[]}],"n_papers_tagged":6,"archive_num_papers":6,"papers_newest_first":[{"paper":"/paper/multi-class-textual-inversion-secretly-yields","title":"Multi-Class Textual-Inversion Secretly Yields a Semantic-Agnostic Classifier","date":"2024-10-29","arxiv_id":"2410.22317","n_code_links":1,"syntology":null},{"paper":null,"title":"Why Fine-Tuning Struggles with Forgetting in Machine Unlearning? Theoretical Insights and a Remedial Approach","date":"2024-10-04","arxiv_id":"2410.03833","n_code_links":0,"syntology":null},{"paper":"/paper/epicardium-prompt-guided-real-time-cardiac","title":"Epicardium Prompt-guided Real-time Cardiac Ultrasound Frame-to-volume Registration","date":"2024-06-20","arxiv_id":"2406.14534","n_code_links":1,"syntology":null},{"paper":null,"title":"Discriminative Hamiltonian Variational Autoencoder for Accurate Tumor Segmentation in Data-Scarce Regimes","date":"2024-06-17","arxiv_id":"2406.11659","n_code_links":0,"syntology":null},{"paper":null,"title":"Adaptive Discriminative Regularization for Visual Classification","date":"2022-03-02","arxiv_id":"2203.00833","n_code_links":0,"syntology":null},{"paper":"/paper/discriminative-regularization-for-generative","title":"Discriminative Regularization for Generative Models","date":"2016-02-09","arxiv_id":"1602.03220","n_code_links":1,"syntology":null}],"papers_shown":6,"tasks":[{"task":"/task/classification-1","name":"Classification","papers":1},{"task":"/task/contrastive-learning","name":"Contrastive Learning","papers":1},{"task":"/task/data-augmentation","name":"Data Augmentation","papers":1},{"task":"/task/decision-making","name":"Decision Making","papers":1},{"task":"/task/image-generation","name":"Image Generation","papers":1},{"task":"/task/image-segmentation","name":"Image Segmentation","papers":1},{"task":"/task/machine-unlearning","name":"Machine Unlearning","papers":1},{"task":"/task/medical-image-segmentation","name":"Medical Image Segmentation","papers":1},{"task":"/task/model-optimization","name":"Model Optimization","papers":1},{"task":"/task/prompt-learning","name":"Prompt Learning","papers":1},{"task":"/task/semantic-segmentation","name":"Semantic Segmentation","papers":1},{"task":"/task/tumor-segmentation","name":"Tumor Segmentation","papers":1}],"tasks_shown":12,"n_tasks":12,"usage_by_year":[{"year":"2016","papers":1},{"year":"2022","papers":1},{"year":"2024","papers":4}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/discriminative-regularization"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}