{"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/single-image-deraining-a-comprehensive","title":"Single Image Deraining: A Comprehensive Benchmark Analysis","arxiv_id":"1903.08558","date":"2019-03-20","proceeding":"CVPR 2019 6","authors":["Siyuan Li","Iago Breno Araujo","Wenqi Ren","Zhangyang Wang","Eric K. Tokuda","Roberto Hirata Junior","Roberto Cesar-Junior","Jiawan Zhang","Xiaojie Guo","Xiaochun Cao"],"abstract":"We present a comprehensive study and evaluation of existing single image\nderaining algorithms, using a new large-scale benchmark consisting of both\nsynthetic and real-world rainy images.This dataset highlights diverse data\nsources and image contents, and is divided into three subsets (rain streak,\nrain drop, rain and mist), each serving different training or evaluation\npurposes. We further provide a rich variety of criteria for dehazing algorithm\nevaluation, ranging from full-reference metrics, to no-reference metrics, to\nsubjective evaluation and the novel task-driven evaluation. Experiments on the\ndataset shed light on the comparisons and limitations of state-of-the-art\nderaining algorithms, and suggest promising future directions.","url_abs":"http://arxiv.org/abs/1903.08558v1","url_pdf":"http://arxiv.org/pdf/1903.08558v1.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":"single-image-deraining-a-comprehensive","repo_url":"https://github.com/lsy17096535/Single-Image-Deraining","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}}],"tasks":[{"task_slug":"rain-removal","task_name":"Rain Removal"},{"task_slug":"single-image-deraining","task_name":"Single Image Deraining"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1903.08558","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}