{"url":"/method/acnn-block","slug":"acnn-block","name":"ACNN block","full_name":"Atrous-convolution block","full_name_withheld":false,"description_markdown":"Atrous Convolution Neural Network (ACNN), as a pooling-free network structure, is proposed to achieve full-resolution feature processing using a theoretically optimal dilation setting for a larger receptive field, even with fewer parameters.\r\nCompared to other techniques, it can achieve higher segmentation Intersection over Union (IoU) and much less trainable parameters and model sizes, indicating the benefit of full-resolution feature maps in feature processing.","description_state":"present","introduced_year":null,"introduced_by":{"title":"ACNN: a Full Resolution DCNN for Medical Image Segmentation","paper":"/paper/atrous-convolutional-neural-network-acnn-for","first_author":"Xiao-Yun Zhou","n_authors":4,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/atrous-convolutional-neural-network-acnn-for"},"source":{"url":"https://arxiv.org/abs/1901.09203v4","title":"ACNN: a Full Resolution DCNN for Medical Image Segmentation","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"Computer Vision","area_id":"computer-vision","collection":"Convolutional Neural Networks","url":"/methods/category/convolutional-neural-networks","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":"/paper/deep-learning-based-rapid-generation-of","title":"Deep learning-based rapid generation of broadly reactive antibodies against SARS-CoV-2 and its Omicron variant","date":"2022-09-27","arxiv_id":null,"n_code_links":1,"syntology":null},{"paper":"/paper/atrous-convolutional-neural-network-acnn-for","title":"ACNN: a Full Resolution DCNN for Medical Image Segmentation","date":"2019-01-26","arxiv_id":"1901.09203","n_code_links":1,"syntology":null}],"papers_shown":2,"tasks":[{"task":"/task/antibody-antigen-binding-prediction","name":"Antibody-antigen binding prediction","papers":1},{"task":"/task/computed-tomography-ct","name":"Computed Tomography (CT)","papers":1},{"task":"/task/deep-learning","name":"Deep Learning","papers":1},{"task":"/task/image-segmentation","name":"Image Segmentation","papers":1},{"task":"/task/medical-image-segmentation","name":"Medical Image Segmentation","papers":1},{"task":"/task/protein-function-prediction","name":"Protein Function Prediction","papers":1},{"task":"/task/segmentation","name":"Segmentation","papers":1},{"task":"/task/semantic-segmentation","name":"Semantic Segmentation","papers":1}],"tasks_shown":8,"n_tasks":8,"usage_by_year":[{"year":"2019","papers":1},{"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/acnn-block"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}