{"url":"/method/auco-resnet","slug":"auco-resnet","name":"AUCO ResNet","full_name":"Auditory Cortex ResNet","full_name_withheld":false,"description_markdown":"The Auditory Cortex ResNet, briefly AUCO ResNet, is proposed and tested. It is a deep neural network architecture especially designed for audio classification trained end-to-end. It is inspired by the architectural organization of rat's auditory cortex, containing also innovations 2 and 3. The network outperforms the state-of-the-art accuracies on a reference audio benchmark dataset without any kind of preprocessing, imbalanced data handling and, most importantly, any kind of data augmentation.","description_state":"present","introduced_year":null,"introduced_by":{"title":"AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breath","paper":"/paper/auco-resnet-an-end-to-end-network-for-covid","first_author":"Vincenzo Dentamaro","n_authors":5,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/auco-resnet-an-end-to-end-network-for-covid"},"source":{"url":"https://www.sciencedirect.com/science/article/pii/S0031320322001376","title":"AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breath","url_on_a_paper_host":true},"code_snippet_url":"https://github.com/vincenzodentamaro/aucoresnet","code_snippet_url_on_a_code_host":true,"categories":[{"area":"Audio","area_id":"audio","collection":"Audio Model Blocks","url":"/methods/category/audio-model-blocks","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/auco-resnet-an-end-to-end-network-for-covid","title":"AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breath","date":"2022-03-15","arxiv_id":null,"n_code_links":1,"syntology":null}],"papers_shown":1,"tasks":[{"task":null,"name":"8k","papers":1},{"task":"/task/audio-classification","name":"Audio Classification","papers":1},{"task":"/task/covid-19-detection","name":"COVID-19 Diagnosis","papers":1},{"task":"/task/data-augmentation","name":"Data Augmentation","papers":1},{"task":"/task/dimensionality-reduction","name":"Dimensionality Reduction","papers":1},{"task":"/task/environmental-sound-classification","name":"Environmental Sound Classification","papers":1},{"task":"/task/sound-classification","name":"Sound Classification","papers":1},{"task":"/task/feature-selection","name":"feature selection","papers":1}],"tasks_shown":8,"n_tasks":8,"usage_by_year":[{"year":"2022","papers":1}],"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/auco-resnet"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}