{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/lednet-a-lightweight-encoder-decoder-network","title":"LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation","arxiv_id":"1905.02423","date":"2019-05-07","proceeding":null,"authors":["Yu Wang","Quan Zhou","Jia Liu","Jian Xiong","Guangwei Gao","Xiaofu Wu","Longin Jan Latecki"],"abstract":"LEDNet: A Lightweight Encoder-Decoder Network for Real-time Semantic Segmentation","url_abs":"https://arxiv.org/abs/1905.02423v3","url_pdf":"https://arxiv.org/pdf/1905.02423v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"lednet-a-lightweight-encoder-decoder-network","repo_url":"https://github.com/AceCoooool/LEDNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"lednet-a-lightweight-encoder-decoder-network","repo_url":"https://github.com/EEEGUI/LEDNet-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"lednet-a-lightweight-encoder-decoder-network","repo_url":"https://github.com/alalagong/LEDNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"lednet-a-lightweight-encoder-decoder-network","repo_url":"https://github.com/osmr/imgclsmob","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mxnet","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"lednet-a-lightweight-encoder-decoder-network","repo_url":"https://github.com/xiaoyufenfei/LEDNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"lednet-a-lightweight-encoder-decoder-network","repo_url":"https://github.com/zh320/realtime-semantic-segmentation-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"decoder","task_name":"Decoder"},{"task_slug":"real-time-semantic-segmentation","task_name":"Real-Time Semantic Segmentation"},{"task_slug":"segmentation","task_name":"Segmentation"},{"task_slug":"semantic-segmentation","task_name":"Semantic Segmentation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/real-time-semantic-segmentation-on-cityscapes","task":"Real-Time Semantic Segmentation","dataset":"Cityscapes test","model":"LEDNet","rank_in_archive_order":30,"of":39,"metrics":{"Frame (fps)":"71","Time (ms)":"14","mIoU":"70.6%"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-cityscapes","task":"Semantic Segmentation","dataset":"Cityscapes test","model":"LEDNet","rank_in_archive_order":80,"of":105,"metrics":{"Mean IoU (class)":"70.6%"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1905.02423","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}