{"url":"/method/siamese-u-net","slug":"siamese-u-net","name":"Siamese U-Net","full_name":"Siamese U-Net","full_name_withheld":false,"description_markdown":"Siamese U-Net model with a pre-trained ResNet34 architecture as an encoder for data efficient Change Detection","description_state":"present","introduced_year":null,"introduced_by":{"title":"Deep Active Learning in Remote Sensing for data efficient Change Detection","paper":"/paper/deep-active-learning-in-remote-sensing-for","first_author":"Vít Růžička","n_authors":4,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/deep-active-learning-in-remote-sensing-for"},"source":{"url":"https://arxiv.org/abs/2008.11201v1","title":"Deep Active Learning in Remote Sensing for data efficient Change Detection","url_on_a_paper_host":true},"code_snippet_url":"https://github.com/previtus/ChangeDetectionProject/blob/master/demo/_ChangeDetection_prediction_example.ipynb","code_snippet_url_on_a_code_host":true,"categories":[{"area":"Computer Vision","area_id":"computer-vision","collection":"Convolutional Neural Networks","url":"/methods/category/convolutional-neural-networks","pwc_aliases":[]}],"n_papers_tagged":4,"archive_num_papers":4,"papers_newest_first":[{"paper":"/paper/tinycd-a-not-so-deep-learning-model-for","title":"TINYCD: A (Not So) Deep Learning Model For Change Detection","date":"2022-07-26","arxiv_id":"2207.13159","n_code_links":2,"syntology":null},{"paper":null,"title":"A Dense Siamese U-Net trained with Edge Enhanced 3D IOU Loss for Image Co-segmentation","date":"2021-08-17","arxiv_id":"2108.07491","n_code_links":0,"syntology":null},{"paper":"/paper/a-weakly-supervised-convolutional-network-for","title":"A Weakly Supervised Convolutional Network for Change Segmentation and Classification","date":"2020-11-06","arxiv_id":"2011.03577","n_code_links":1,"syntology":null},{"paper":"/paper/deep-active-learning-in-remote-sensing-for","title":"Deep Active Learning in Remote Sensing for data efficient Change Detection","date":"2020-08-25","arxiv_id":"2008.11201","n_code_links":1,"syntology":{"ran":3,"of":3,"unverified":0,"pointer_only":3}}],"papers_shown":4,"tasks":[{"task":"/task/change-detection","name":"Change Detection","papers":3},{"task":"/task/active-learning","name":"Active Learning","papers":1},{"task":"/task/building-change-detection-for-remote-sensing","name":"Building change detection for remote sensing images","papers":1},{"task":"/task/change-detection-for-remote-sensing-images","name":"Change detection for remote sensing images","papers":1},{"task":"/task/classification-1","name":"Classification","papers":1},{"task":"/task/decoder","name":"Decoder","papers":1},{"task":"/task/deep-learning","name":"Deep Learning","papers":1},{"task":"/task/classification","name":"General Classification","papers":1},{"task":"/task/segmentation","name":"Segmentation","papers":1}],"tasks_shown":9,"n_tasks":9,"usage_by_year":[{"year":"2020","papers":2},{"year":"2021","papers":1},{"year":"2022","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/siamese-u-net"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}