{"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/benchmarking-single-image-dehazing-and-beyond","title":"Benchmarking Single Image Dehazing and Beyond","arxiv_id":"1712.04143","date":"2017-12-12","proceeding":null,"authors":["Boyi Li","Wenqi Ren","Dengpan Fu","DaCheng Tao","Dan Feng","Wen-Jun Zeng","Zhangyang Wang"],"abstract":"We present a comprehensive study and evaluation of existing single image\ndehazing algorithms, using a new large-scale benchmark consisting of both\nsynthetic and real-world hazy images, called REalistic Single Image DEhazing\n(RESIDE). RESIDE highlights diverse data sources and image contents, and is\ndivided into five subsets, 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\nRESIDE shed light on the comparisons and limitations of state-of-the-art\ndehazing algorithms, and suggest promising future directions.","url_abs":"http://arxiv.org/abs/1712.04143v4","url_pdf":"http://arxiv.org/pdf/1712.04143v4.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":"benchmarking-single-image-dehazing-and-beyond","repo_url":"https://github.com/inyong37/Vision","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}}],"tasks":[{"task_slug":"benchmarking","task_name":"Benchmarking"},{"task_slug":"image-dehazing","task_name":"Image Dehazing"},{"task_slug":"single-image-dehazing","task_name":"Single Image Dehazing"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1712.04143","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}