{"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/treelogy-a-novel-tree-classifier-utilizing","title":"Treelogy: A Novel Tree Classifier Utilizing Deep and Hand-crafted Representations","arxiv_id":"1701.08291","date":"2017-01-28","proceeding":null,"authors":["İlke Çuğu","Eren Şener","Çağrı Erciyes","Burak Balci","Emre Akın","Itır Önal","Ahmet Oğuz Akyüz"],"abstract":"We propose a novel tree classification system called Treelogy, that fuses\ndeep representations with hand-crafted features obtained from leaf images to\nperform leaf-based plant classification. Key to this system are segmentation of\nthe leaf from an untextured background, using convolutional neural networks\n(CNNs) for learning deep representations, extracting hand-crafted features with\na number of image processing techniques, training a linear SVM with feature\nvectors, merging SVM and CNN results, and identifying the species from a\ndataset of 57 trees. Our classification results show that fusion of deep\nrepresentations with hand-crafted features leads to the highest accuracy. The\nproposed algorithm is embedded in a smart-phone application, which is publicly\navailable. Furthermore, our novel dataset comprised of 5408 leaf images is also\nmade public for use of other researchers.","url_abs":"http://arxiv.org/abs/1701.08291v1","url_pdf":"http://arxiv.org/pdf/1701.08291v1.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":"treelogy-a-novel-tree-classifier-utilizing","repo_url":"https://github.com/cuguilke/Treelogy","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"caffe2","reach":null}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"classification","task_name":"General Classification"}],"methods":[{"method_slug":"svm","method_name":"SVM"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}