{"id":6227,"date":"2025-02-20T05:22:00","date_gmt":"2025-02-19T20:22:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6227"},"modified":"2025-02-20T05:22:00","modified_gmt":"2025-02-19T20:22:00","slug":"a-survey-of-sample-efficient-deep-learning-for-change-detection-in-remote-sensing-tasks-strategies-and-challenges","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6227","title":{"rendered":"A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and Challenges"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and Challenges\u00a0<\/strong>[46.6]<br>\u6df1\u5c64\u5b66\u7fd2(DL)\u306e\u6025\u901f\u306a\u767a\u5c55\u306b\u3088\u308a,\u5927\u91cf\u306e\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u753b\u50cf(RSI)\u4e0a\u3067,\u81ea\u52d5\u7684\u304b\u3064\u9ad8\u7cbe\u5ea6\u304b\u3064\u5805\u7262\u306a\u5909\u5316\u691c\u51fa(CD)\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u3002 CD\u624b\u6cd5\u306e\u9032\u6b69\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u5b9f\u969b\u306e\u6587\u8108\u306b\u304a\u3051\u308b\u5b9f\u8df5\u7684\u5fdc\u7528\u306f\u3001\u591a\u69d8\u306a\u5165\u529b\u30c7\u30fc\u30bf\u3068\u5fdc\u7528\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u305f\u3081\u306b\u5236\u9650\u3055\u308c\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u69d8\u3005\u306aCD\u30bf\u30b9\u30af\u306b\u95a2\u3059\u308b\u6587\u732e\u7684\u624b\u6cd5\u3068,\u30b5\u30f3\u30d7\u30eb\u9650\u5b9a\u30b7\u30ca\u30ea\u30aa\u3067DL\u30d9\u30fc\u30b9\u306eCD\u30e1\u30bd\u30c3\u30c9\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u305f\u3081\u306e\u6226\u7565\u3068\u30c6\u30af\u30cb\u30c3\u30af\u3092\u8981\u7d04\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.02835v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.02835v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 05 Feb 2025 02:36:09 GMT)<\/li>\n\n\n\n<li>\u300cthis article summarizes the literature methods for different CD tasks and the available strategies and techniques to train and deploy DL-based CD methods in sample-limited scenarios.\u300d\u3068\u3044\u3046\u30b5\u30fc\u30d9\u30a4\uff08CD=Change Detection\uff09<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[61,387],"class_list":["post-6227","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-change-detection","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6227","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6227"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6227\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6227"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6227"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6227"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}