{"id":21410,"date":"2025-02-17T14:44:25","date_gmt":"2025-02-17T06:44:25","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21410"},"modified":"2025-02-17T14:44:25","modified_gmt":"2025-02-17T06:44:25","slug":"watermark-removal","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/watermark-removal\/","title":{"rendered":"Watermark Removal\uff1a\u5f00\u6e90\u53bb\u9664\u56fe\u50cf\u6c34\u5370\u5de5\u5177\uff0c\u56fe\u7247\u53bb\u6c34\u5370\u6062\u590d\u539f\u59cb\u56fe\u50cf"},"content":{"rendered":"<p>Watermark Removal \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5229\u7528\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u8fdb\u884c\u56fe\u50cf\u4fee\u590d\uff0c\u4e13\u95e8\u7528\u4e8e\u53bb\u9664\u56fe\u50cf\u4e2d\u7684\u6c34\u5370\u3002\u8be5\u9879\u76ee\u7531 Chimzuruoke Okafor \u5f00\u53d1\uff0c\u7075\u611f\u6765\u6e90\u4e8e Contextual Attention \u548c Gated Convolution \u7b49\u56fe\u50cf\u4fee\u590d\u6280\u672f\u3002\u901a\u8fc7\u4f7f\u7528 TensorFlow \u6846\u67b6\uff0c\u8be5\u9879\u76ee\u80fd\u591f\u5728\u4e0d\u5f71\u54cd\u56fe\u50cf\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u52a8\u53bb\u9664\u56fe\u50cf\u4e2d\u7684\u6c34\u5370\uff0c\u4f7f\u4fee\u590d\u540e\u7684\u56fe\u50cf\u4e0e\u539f\u59cb\u56fe\u50cf\u51e0\u4e4e\u65e0\u6cd5\u533a\u5206\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21411\" title=\"Watermark Removal\uff1a\u5f00\u6e90\u53bb\u9664\u56fe\u50cf\u6c34\u5370\u5de5\u5177\uff0c\u56fe\u7247\u53bb\u6c34\u5370\u6062\u590d\u539f\u59cb\u56fe\u50cf-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6f5423acea5011a.png\" alt=\"Watermark Removal\uff1a\u5f00\u6e90\u53bb\u9664\u56fe\u50cf\u6c34\u5370\u5de5\u5177\uff0c\u56fe\u7247\u53bb\u6c34\u5370\u6062\u590d\u539f\u59cb\u56fe\u50cf-1\" width=\"752\" height=\"505\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u6c34\u5370\u53bb\u9664<\/strong>\uff1a\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u81ea\u52a8\u53bb\u9664\u56fe\u50cf\u4e2d\u7684\u6c34\u5370\u3002<\/li>\n<li><strong>\u56fe\u50cf\u4fee\u590d<\/strong>\uff1a\u6062\u590d\u56fe\u50cf\u7684\u539f\u59cb\u72b6\u6001\uff0c\u4fdd\u6301\u9ad8\u8d28\u91cf\u3002<\/li>\n<li><strong>\u5f00\u6e90\u4ee3\u7801<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684\u4ee3\u7801\u5e93\uff0c\u4f9b\u7528\u6237\u81ea\u7531\u4f7f\u7528\u548c\u4fee\u6539\u3002<\/li>\n<li><strong>\u6a21\u578b\u4e0b\u8f7d<\/strong>\uff1a\u63d0\u4f9b\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u65b9\u4fbf\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<li><strong>Google Colab \u652f\u6301<\/strong>\uff1a\u652f\u6301\u5728 Google Colab \u4e0a\u8fd0\u884c\uff0c\u65b9\u4fbf\u7528\u6237\u8fdb\u884c\u5b9e\u9a8c\u548c\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong>\uff1a\u9996\u5148\uff0c\u514b\u9686\u8be5\u9879\u76ee\u7684 GitHub \u4ed3\u5e93\u3002<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/github.com\/zuruoke\/watermark-removal\r\ncd watermark-removal\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\u7531\u4e8e\u8be5\u9879\u76ee\u4f7f\u7528 TensorFlow 1.15.0 \u7248\u672c\uff0c\u9700\u5b89\u88c5\u76f8\u5e94\u7248\u672c\u7684 TensorFlow \u4ee5\u53ca\u5176\u4ed6\u4f9d\u8d56\u3002<\/li>\n<\/ol>\n<pre><code>   pip install tensorflow==1.15.0\r\npip install git+https:\/\/github.com\/JiahuiYu\/neuralgym\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong>\uff1a\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u5e76\u653e\u7f6e\u5728 <code>model\/<\/code> \u76ee\u5f55\u4e0b\u3002<\/li>\n<\/ol>\n<pre><code>   # \u4e0b\u8f7d\u6a21\u578b\u5e76\u89e3\u538b\u5230 model\/ \u76ee\u5f55\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u51c6\u5907\u56fe\u50cf<\/strong>\uff1a\u5c06\u9700\u8981\u53bb\u9664\u6c34\u5370\u7684\u56fe\u50cf\u653e\u7f6e\u5728\u6307\u5b9a\u76ee\u5f55\u3002<\/li>\n<li><strong>\u8fd0\u884c\u811a\u672c<\/strong>\uff1a\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fd0\u884c\u4e3b\u811a\u672c\uff0c\u53bb\u9664\u56fe\u50cf\u4e2d\u7684\u6c34\u5370\u3002<\/li>\n<\/ol>\n<pre><code>   python main.py --image path-to-input-image --output path-to-output-image --checkpoint_dir model\/ --watermark_type istock\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u67e5\u770b\u7ed3\u679c<\/strong>\uff1a\u4fee\u590d\u540e\u7684\u56fe\u50cf\u5c06\u4fdd\u5b58\u5728\u6307\u5b9a\u7684\u8f93\u51fa\u8def\u5f84\u4e2d\u3002<\/li>\n<\/ol>\n<h3>\u8be6\u7ec6\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u6c34\u5370\u53bb\u9664<\/strong>\uff1a\u901a\u8fc7\u8fd0\u884c <code>main.py<\/code> \u811a\u672c\uff0c\u7528\u6237\u53ef\u4ee5\u6307\u5b9a\u8f93\u5165\u56fe\u50cf\u548c\u8f93\u51fa\u8def\u5f84\uff0c\u81ea\u52a8\u53bb\u9664\u56fe\u50cf\u4e2d\u7684\u6c34\u5370\u3002<\/li>\n<li><strong>\u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u8981\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u8c03\u6574\u53c2\u6570\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4fee\u590d\u6548\u679c\u3002<\/li>\n<li><strong>\u4ee3\u7801\u4fee\u6539<\/strong>\uff1a\u7531\u4e8e\u9879\u76ee\u662f\u5f00\u6e90\u7684\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u4fee\u6539\u4ee3\u7801\uff0c\u5b9e\u73b0\u66f4\u591a\u81ea\u5b9a\u4e49\u529f\u80fd\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Watermark Removal \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5229\u7528\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u8fdb\u884c\u56fe\u50cf\u4fee\u590d\uff0c\u4e13\u95e8\u7528\u4e8e\u53bb\u9664\u56fe\u50cf\u4e2d\u7684\u6c34\u5370\u3002\u8be5\u9879\u76ee\u7531 Chimzuruoke Okafor \u5f00\u53d1\uff0c\u7075\u611f\u6765\u6e90\u4e8e Contextual Attention \u548c Gated&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61856,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,219],"class_list":["post-21410","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-aikoutugaibeijing"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/21410","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=21410"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/21410\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61856"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=21410"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=21410"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=21410"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}