{"url":"/method/spatial-group-wise-enhance","slug":"spatial-group-wise-enhance","name":"Spatial Group-wise Enhance","full_name":"Spatial Group-wise Enhance","full_name_withheld":false,"description_markdown":"**Spatial Group-wise Enhance** is a module for convolutional neural networks that can adjust the\r\nimportance of each sub-feature by generating an attention factor for each spatial location in each semantic group, so that every individual group can autonomously enhance its learnt expression and suppress possible noise\r\n\r\nInside each feature group, we model a spatial enhance mechanism inside each feature group, by scaling the feature vectors over all the locations with an attention mask. This attention mask is designed to suppress the possible noise and highlight the correct semantic feature regions. Different from other popular attention methods, it utilises the similarity between the global statistical feature and the local ones of each location as the source of generation for the attention masks.","description_state":"present","introduced_year":null,"introduced_by":{"title":null,"paper":null,"first_author":null,"n_authors":0,"url_abs":null,"archive_paper_url":null},"source":{"url":"https://arxiv.org/abs/1905.09646v2","title":"Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks","url_on_a_paper_host":true},"code_snippet_url":"https://github.com/implus/PytorchInsight/blob/67cf5a9f31d40fc80a6dd12234a50bd4d335ace7/classification/models/imagenet/resnet_sge.py#L6","code_snippet_url_on_a_code_host":true,"categories":[{"area":"Computer Vision","area_id":"computer-vision","collection":"Image Model Blocks","url":"/methods/category/image-model-blocks","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":null,"papers_newest_first":[{"paper":"/paper/spatial-group-wise-enhance-improving-semantic","title":"Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks","date":"2019-05-23","arxiv_id":"1905.09646","n_code_links":3,"syntology":{"ran":2,"of":4,"unverified":2,"pointer_only":4}}],"papers_shown":1,"tasks":[{"task":"/task/image-classification","name":"Image Classification","papers":1},{"task":"/task/object-detection","name":"Object Detection","papers":1}],"tasks_shown":2,"n_tasks":2,"usage_by_year":[{"year":"2019","papers":1}],"row_source":"embedded","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/spatial-group-wise-enhance"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}