{"url":"/method/shapeconv","slug":"shapeconv","name":"ShapeConv","full_name":"ShapeConv","full_name_withheld":false,"description_markdown":"**ShapeConv**, or **Shape-aware Convolutional layer**, is a convolutional layer for processing the depth feature in indoor RGB-D semantic segmentation. The depth feature is firstly decomposed into a shape-component and a base-component, next two learnable weights are introduced to cooperate with them independently, and finally a [convolution](https://paperswithcode.com/method/convolution) is applied on the re-weighted combination of these two components.","description_state":"present","introduced_year":null,"introduced_by":{"title":"ShapeConv: Shape-aware Convolutional Layer for Indoor RGB-D Semantic Segmentation","paper":"/paper/shapeconv-shape-aware-convolutional-layer-for","first_author":"Jinming Cao","n_authors":6,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/shapeconv-shape-aware-convolutional-layer-for"},"source":{"url":"https://arxiv.org/abs/2108.10528v1","title":"ShapeConv: Shape-aware Convolutional Layer for Indoor RGB-D Semantic 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":"Convolutions","url":"/methods/category/convolutions","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":"/paper/shapemoire-channel-wise-shape-guided-network","title":"ShapeMoiré: Channel-Wise Shape-Guided Network for Image Demoiréing","date":"2024-04-28","arxiv_id":"2404.18155","n_code_links":1,"syntology":null},{"paper":"/paper/shapeconv-shape-aware-convolutional-layer-for","title":"ShapeConv: Shape-aware Convolutional Layer for Indoor RGB-D Semantic Segmentation","date":"2021-08-24","arxiv_id":"2108.10528","n_code_links":1,"syntology":{"ran":0,"of":4,"unverified":4,"pointer_only":0}}],"papers_shown":2,"tasks":[{"task":"/task/segmentation","name":"Segmentation","papers":1},{"task":"/task/semantic-segmentation","name":"Semantic Segmentation","papers":1},{"task":"/task/thermal-image-segmentation","name":"Thermal Image Segmentation","papers":1}],"tasks_shown":3,"n_tasks":3,"usage_by_year":[{"year":"2021","papers":1},{"year":"2024","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/shapeconv"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}