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CS&#xff09;\u901a\u8fc7\u4fe1\u53f7\u7684\u7a00\u758f\u6027\u5b9e\u73b0\u9ad8\u6548\u91c7\u6837\u4e0e\u91cd\u5efa&#xff0c;\u5176\u6838\u5fc3\u6d41\u7a0b\u5305\u62ec\u7a00\u758f\u8868\u793a\u3001\u6d4b\u91cf\u77e9\u9635\u8bbe\u8ba1\u548c\u91cd\u5efa\u7b97\u6cd5\u3002\u4e0e\u4f20\u7edf\u5948\u594e\u65af\u7279\u91c7\u6837\u4e0d\u540c&#xff0c;CS\u4ec5\u9700\u5c11\u91cf\u7ebf\u6027\u6295\u5f71\u5373\u53ef\u4fdd\u7559\u4fe1\u53f7\u5173\u952e\u4fe1\u606f&#xff0c;\u6d4b\u91cf\u77e9\u9635\u9700\u6ee1\u8db3\u00a0\u6709\u9650\u7b49\u8ddd\u6027\u8d28&#xff08;RIP&#xff09;\u00a0\u4ee5\u786e\u4fdd\u91cd\u5efa\u7cbe\u5ea6\u3002<\/p>\n<p>\u5bc6\u94a5\u63a7\u5236\u6d4b\u91cf\u77e9\u9635\u7684\u5f15\u5165\u5c06\u52a0\u5bc6\u529f\u80fd\u878d\u5165\u538b\u7f29\u8fc7\u7a0b\u3002\u901a\u8fc7\u6df7\u6c8c\u7cfb\u7edf\u6216\u54c8\u5e0c\u7b97\u6cd5\u751f\u6210\u6d4b\u91cf\u77e9\u9635&#xff0c;\u5bc6\u94a5&#xff08;\u5982\u6df7\u6c8c\u521d\u59cb\u503c&#xff09;\u4f5c\u4e3a\u5b89\u5168\u53c2\u6570&#xff0c;\u5b9e\u73b0\u4ee5\u4e0b\u4f18\u52bf&#xff1a;<\/p>\n<li>\u5b89\u5168\u6027\u63d0\u5347&#xff1a;\u6d4b\u91cf\u77e9\u9635\u7684\u52a8\u6001\u751f\u6210\u4f9d\u8d56\u5bc6\u94a5&#xff0c;\u907f\u514d\u4f20\u7edf\u968f\u673a\u77e9\u9635\u5b58\u50a8\u4e0e\u4f20\u8f93\u7684\u6cc4\u9732\u98ce\u9669\u3002<\/li>\n<li>\u8d44\u6e90\u4f18\u5316&#xff1a;\u4ec5\u9700\u5b58\u50a8\u5c11\u91cf\u5bc6\u94a5\u53c2\u6570&#xff08;\u5982\u6df7\u6c8c\u521d\u59cb\u503c&#xff09;&#xff0c;\u5927\u5e45\u964d\u4f4e\u5b58\u50a8\u4e0e\u5e26\u5bbd\u9700\u6c42\u3002<\/li>\n<li>\u6297\u653b\u51fb\u80fd\u529b&#xff1a;\u5bc6\u94a5\u4e0e\u660e\u6587\u5173\u8054&#xff08;\u5982\u54c8\u5e0c\u503c\u53c2\u4e0e\u751f\u6210&#xff09;&#xff0c;\u5b9e\u73b0\u201c\u4e00\u56fe\u4e00\u5bc6\u201d&#xff0c;\u62b5\u5fa1\u9009\u62e9\u660e\u6587\u653b\u51fb\u3002<\/li>\n<h5 id=\"%E4%BA%8C%E3%80%81%E5%85%B8%E5%9E%8B%E7%AE%97%E6%B3%95%E6%9E%B6%E6%9E%84%E4%B8%8E%E5%85%B3%E9%94%AE%E6%8A%80%E6%9C%AF\">\u4e8c\u3001\u5178\u578b\u7b97\u6cd5\u67b6\u6784\u4e0e\u5173\u952e\u6280\u672f<\/h5>\n<p>\u57fa\u4e8e\u5bc6\u94a5\u63a7\u5236\u6d4b\u91cf\u77e9\u9635\u7684\u6df7\u5408\u7b97\u6cd5\u901a\u5e38\u5305\u542b\u4ee5\u4e0b\u9636\u6bb5&#xff08;\u56fe1&#xff09;&#xff1a;<\/p>\n<p>\u539f\u59cb\u56fe\u50cf \u2192 \u7a00\u758f\u8868\u793a \u2192 \u5bc6\u94a5\u63a7\u5236\u6d4b\u91cf\u77e9\u9635\u538b\u7f29 \u2192 \u6df7\u6c8c\u7f6e\u4e71\/\u6269\u6563 \u2192 \u52a0\u5bc6\u5bc6\u6587<\/p>\n<p>\u5178\u578b\u67b6\u6784\u89e3\u6790&#xff1a;<\/p>\n<li>\u7a00\u758f\u8868\u793a&#xff1a;\u91c7\u7528\u79bb\u6563\u5c0f\u6ce2\u53d8\u6362&#xff08;DWT&#xff09;\u6216\u79bb\u6563\u4f59\u5f26\u53d8\u6362&#xff08;DCT&#xff09;\u5c06\u56fe\u50cf\u8f6c\u6362\u81f3\u7a00\u758f\u57df\u3002<\/li>\n<li>\u538b\u7f29\u52a0\u5bc6&#xff1a;\n<ul>\n<li>\u6d4b\u91cf\u77e9\u9635\u751f\u6210&#xff1a;\u5229\u7528\u6df7\u6c8c\u7cfb\u7edf&#xff08;\u5982Logistic\u3001Chebyshev\u6620\u5c04&#xff09;\u6216\u4f18\u5316\u7b97\u6cd5&#xff08;\u5982Kronecker\u4e58\u79ef&#xff09;\u6784\u9020\u52a8\u6001\u77e9\u9635\u3002<\/li>\n<li>\u538b\u7f29\u91c7\u6837&#xff1a;\u901a\u8fc7\u77e9\u9635\u6295\u5f71\u964d\u4f4e\u6570\u636e\u7ef4\u5ea6&#xff0c;\u5982\u4e8c\u7ef4\u538b\u7f29\u611f\u77e5\u6a21\u578bY&#061;\u03a61X\u03a62TY&#061;\u03a61\u200bX\u03a62T\u200b\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u540e\u5904\u7406\u52a0\u5bc6&#xff1a;\n<ul>\n<li>\u7f6e\u4e71\u64cd\u4f5c&#xff1a;Arnold\u53d8\u6362\u6216\u6df7\u6c8c\u5e8f\u5217\u6270\u4e71\u50cf\u7d20\u4f4d\u7f6e\u3002<\/li>\n<li>\u6269\u6563\u64cd\u4f5c&#xff1a;\u4f4d\u7ea7\u5f02\u6216&#xff08;XOR&#xff09;\u6216\u6a21\u8fd0\u7b97\u6539\u53d8\u50cf\u7d20\u503c&#xff0c;\u589e\u5f3a\u96ea\u5d29\u6548\u5e94\u3002<\/li>\n<\/ul>\n<\/li>\n<p>\u5173\u952e\u6280\u672f\u7a81\u7834&#xff1a;<\/p>\n<ul>\n<li>\u6d4b\u91cf\u77e9\u9635\u4f18\u5316&#xff1a;\u7ed3\u5408\u6b63\u4ea4\u77e9\u9635&#xff08;\u5982Hadamard&#xff09;\u4e0e\u6df7\u6c8c\u5e8f\u5217&#xff0c;\u63d0\u5347\u91cd\u5efa\u8d28\u91cf\u4e0eRIP\u6ee1\u8db3\u5ea6\u3002<\/li>\n<li>\u591a\u7ef4\u6df7\u6c8c\u7cfb\u7edf&#xff1a;\u91c7\u7528\u8d85\u6df7\u6c8c&#xff08;\u59826D\u7cfb\u7edf&#xff09;\u6216\u590d\u5408\u6df7\u6c8c&#xff08;Logistic&#043;\u4e91\u6a21\u578b&#xff09;&#xff0c;\u6269\u5927\u5bc6\u94a5\u7a7a\u95f4\u4e0e\u968f\u673a\u6027\u3002<\/li>\n<li>\u660e\u6587\u5173\u8054\u5bc6\u94a5&#xff1a;\u5229\u7528\u56fe\u50cf\u54c8\u5e0c\u503c\u6216\u4fe1\u606f\u71b5\u751f\u6210\u521d\u59cb\u5bc6\u94a5&#xff0c;\u5b9e\u73b0\u52a8\u6001\u5bc6\u94a5\u7ed1\u5b9a\u3002<\/li>\n<li>\u5e76\u884c\u5316\u5904\u7406&#xff1a;\u5206\u5757\u538b\u7f29\u611f\u77e5&#xff08;BCS&#xff09;\u4e0e\u5e76\u884c\u4f20\u8f93\u52a0\u901f\u52a0\u5bc6\u6d41\u7a0b&#xff0c;\u9002\u7528\u4e8e\u5b9e\u65f6\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h5 id=\"%E4%B8%89%E3%80%81%E7%A0%94%E7%A9%B6%E7%8E%B0%E7%8A%B6%E4%B8%8E%E6%80%A7%E8%83%BD%E5%AF%B9%E6%AF%94\">\u4e09\u3001\u7814\u7a76\u73b0\u72b6\u4e0e\u6027\u80fd\u5bf9\u6bd4<\/h5>\n<p>\u7814\u7a76\u8fdb\u5c55&#xff1a;<\/p>\n<ul>\n<li>\u6df7\u6c8c\u6d4b\u91cf\u77e9\u9635&#xff1a;Logistic\u6620\u5c04\u63a7\u5236\u5faa\u73af\u77e9\u9635\u30012D-SILM\u751f\u6210\u6587\u672c\u76f8\u5173\u77e9\u9635\u7b49\u65b9\u6848\u5728\u538b\u7f29\u73870.5\u65f6PSNR&gt;40 dB\u3002<\/li>\n<li>\u6297\u653b\u51fb\u8bbe\u8ba1&#xff1a;\u53cc\u5411\u6269\u6563\u3001\u5947\u5076\u4ea4\u9519\u4f4d\u7ea7\u64cd\u4f5c\u53ef\u964d\u4f4e\u76f8\u90bb\u50cf\u7d20\u76f8\u5173\u6027\u81f30.001\u4ee5\u4e0b&#xff0c;\u63a5\u8fd1\u7406\u60f3\u968f\u673a\u5206\u5e03\u3002<\/li>\n<li>\u591a\u56fe\u50cf\u52a0\u5bc6&#xff1a;\u8d85\u6df7\u6c8c\u7cfb\u7edf\u7ed3\u5408\u5e76\u884c\u6d4b\u91cf&#xff0c;\u652f\u6301\u591a\u56fe\u50cf\u540c\u6b65\u52a0\u5bc6\u4e14\u5bc6\u94a5\u7a7a\u95f4\u8fbe1012810128\u3002<\/li>\n<\/ul>\n<p>\u4e0e\u4f20\u7edf\u65b9\u6cd5\u5bf9\u6bd4&#xff08;\u88681&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u4f20\u7edf\u538b\u7f29\u52a0\u5bc6&#xff08;JPEG&#043; AES&#xff09;\u5bc6\u94a5\u63a7\u5236CS\u6df7\u5408\u7b97\u6cd5<\/tr>\n<tbody>\n<tr>\n<td>\u538b\u7f29\u7387&#xff08;CR&#061;0.5&#xff09;<\/td>\n<td>PSNR\u224835 dB<\/td>\n<td>PSNR\u226540 dB<\/td>\n<\/tr>\n<tr>\n<td>\u5bc6\u94a5\u5b58\u50a8\u91cf<\/td>\n<td>\u5b8c\u6574\u77e9\u9635&#xff08;MB\u7ea7&#xff09;<\/td>\n<td>\u521d\u59cb\u53c2\u6570&#xff08;KB\u7ea7&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u6297\u9009\u62e9\u660e\u6587\u653b\u51fb<\/td>\n<td>\u5f31<\/td>\n<td>\u5f3a&#xff08;\u660e\u6587\u5173\u8054\u5bc6\u94a5&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u52a0\u5bc6\u65f6\u95f4&#xff08;512\u00d7512&#xff09;<\/td>\n<td>1.2 s<\/td>\n<td>0.53 s&#xff08;\u5e76\u884c\u4f18\u5316&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 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id=\"%E4%BA%94%E3%80%81%E7%BB%93%E8%AE%BA\">\u4e94\u3001\u7ed3\u8bba<\/h5>\n<p>\u57fa\u4e8e\u5bc6\u94a5\u63a7\u5236\u6d4b\u91cf\u77e9\u9635\u7684\u538b\u7f29\u52a0\u5bc6\u6df7\u5408\u7b97\u6cd5\u901a\u8fc7\u5c06\u538b\u7f29\u4e0e\u52a0\u5bc6\u6df1\u5ea6\u878d\u5408&#xff0c;\u663e\u8457\u63d0\u5347\u4e86\u56fe\u50cf\u5904\u7406\u6548\u7387\u4e0e\u5b89\u5168\u6027\u3002\u6df7\u6c8c\u7cfb\u7edf\u7684\u5f15\u5165\u3001\u660e\u6587\u5173\u8054\u5bc6\u94a5\u673a\u5236\u53ca\u591a\u7ef4\u4f18\u5316\u8bbe\u8ba1\u662f\u8be5\u9886\u57df\u7684\u4e3b\u8981\u521b\u65b0\u70b9\u3002\u672a\u6765\u9700\u8fdb\u4e00\u6b65\u89e3\u51b3\u5b9e\u65f6\u6027\u3001\u786c\u4ef6\u517c\u5bb9\u6027\u53ca\u6297\u65b0\u578b\u653b\u51fb\u7b49\u95ee\u9898&#xff0c;\u63a8\u52a8\u5176\u57285G\/6G\u901a\u4fe1\u3001\u533b\u7597\u5f71\u50cf\u7b49\u9886\u57df\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n<h3 id=\"%F0%9F%93%9A2%20%E8%BF%90%E8%A1%8C%E7%BB%93%E6%9E%9C\">&#x1f4da;2 \u8fd0\u884c\u7ed3\u679c<\/h3>\n<p><img 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