{"id":770,"date":"2026-02-22T16:09:39","date_gmt":"2026-02-22T08:09:39","guid":{"rendered":"https:\/\/tastestars.com\/?p=770"},"modified":"2026-02-22T16:10:44","modified_gmt":"2026-02-22T08:10:44","slug":"770","status":"publish","type":"post","link":"https:\/\/tastestars.com\/index.php\/2026\/02\/22\/770\/","title":{"rendered":"\u97f3\u4e50\u6284\u88ad\u68c0\u6d4b\uff1a\u4efb\u52a1\u5efa\u6a21\u4e0e\u57fa\u4e8e\u7247\u6bb5\u7684\u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"<p>Music Plagiarism Detection: Problem Formulation and a Segment-Based Solution<\/p>\n<p>Authors: Seonghyeon Go, Yumin Kim<br \/>\nInstitution: MIPPIA Inc.<br \/>\narXiv: 2601.21260v2<br \/>\nhttps:\/\/arxiv.org\/abs\/2601.21260<\/p>\n<h2>1. \u7814\u7a76\u80cc\u666f\u4e0e\u95ee\u9898\u52a8\u673a<\/h2>\n<p>\u97f3\u4e50\u6284\u88ad\u8fd1\u5e74\u6765\u6210\u4e3a\u9ad8\u9891\u6cd5\u5f8b\u4e0e\u793e\u4f1a\u4e89\u8bae\u95ee\u9898\u3002\u73b0\u6709 MIR \u7814\u7a76\u867d\u7136\u6d89\u53ca\u201c\u76f8\u4f3c\u6027\u68c0\u6d4b\u201d\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u201c\u97f3\u4e50\u6284\u88ad\u68c0\u6d4b\u4efb\u52a1\u201d\u672c\u8eab\u7684\u6e05\u6670\u5b9a\u4e49\uff0c\u5bfc\u81f4\uff1a<\/p>\n<ul>\n<li>\u6570\u636e\u96c6\u6784\u9020\u4e0d\u4e00\u81f4<\/li>\n<li>\u8bc4\u4f30\u6807\u51c6\u6df7\u4e71<\/li>\n<li>\u4e0e\u771f\u5b9e\u6284\u88ad\u6848\u4f8b\u8131\u8282<\/li>\n<\/ul>\n<p>\u4f5c\u8005\u6307\u51fa\uff0c\u5f53\u524d\u8bb8\u591a\u5de5\u4f5c\u4f7f\u7528\u4eba\u5de5\u6784\u9020\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff08\u5982 [3][4][5][6]\uff09\uff0c\u6a21\u578b\u53ef\u80fd\u8fc7\u62df\u5408\u4e8e\u201c\u53ef\u8ba1\u7b97\u76f8\u4f3c\u6027\u201d\uff0c\u96be\u4ee5\u6cdb\u5316\u5230\u771f\u5b9e\u6284\u88ad\u573a\u666f\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u672c\u6587\u7684\u6838\u5fc3\u8d21\u732e\u662f\uff1a<\/p>\n<blockquote><p>\n  \u91cd\u65b0\u5b9a\u4e49\u97f3\u4e50\u6284\u88ad\u68c0\u6d4b\u4efb\u52a1\uff0c\u5e76\u63d0\u51fa\u4e00\u4e2a\u57fa\u4e8e\u7247\u6bb5\u8f6c\u5f55\uff08segment transcription\uff09\u7684\u7cfb\u7edf\u6846\u67b6\u3002\n<\/p><\/blockquote>\n<h2>2. \u4efb\u52a1\u5b9a\u4e49<\/h2>\n<p>\u4f5c\u8005\u660e\u786e\u533a\u5206\u4e86\u97f3\u4e50\u6284\u88ad\u68c0\u6d4b\u4e0e\u4e24\u4e2a\u76f8\u8fd1\u4efb\u52a1\uff1a<\/p>\n<p>2.1 Cover Song Identification (CSI)<\/p>\n<p>\u76ee\u6807\uff1a\u5224\u65ad\u6574\u9996\u6b4c\u662f\u5426\u4e3a\u7ffb\u5531\u7248\u672c<\/p>\n<p>\u5178\u578b\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>\u65cb\u5f8b MIDI \u8868\u793a [8]<\/p>\n<\/li>\n<li>\u5e8f\u5217\u5339\u914d [9]<\/p>\n<\/li>\n<li>CNN \u6a21\u578b\uff08Bytecover3\uff09[10]<\/p>\n<\/li>\n<li>\n<p>Conformer \u7ed3\u6784\uff08CoverHunter\uff09[11]<\/p>\n<\/li>\n<\/ul>\n<p>2.2 Audio Fingerprinting<\/p>\n<ul>\n<li>\u7528\u4e8e\u77ed\u97f3\u9891\u7247\u6bb5\u8bc6\u522b\u6574\u9996\u6b4c\n<\/li>\n<li>\n<p>\u5e38\u7528\u4e8e\u6d41\u5a92\u4f53\u8bc6\u522b [12]<\/p>\n<\/li>\n<\/ul>\n<p>2.3 \u6284\u88ad\u68c0\u6d4b\u7684\u7279\u6b8a\u6027<\/p>\n<p>\u4f5c\u8005\u6307\u51fa\u97f3\u4e50\u6284\u88ad\u68c0\u6d4b\u5177\u6709\u4e24\u4e2a\u6838\u5fc3\u7279\u5f81\uff1a<\/p>\n<p>\u2460 \u5c40\u90e8\u76f8\u4f3c\u6027\uff08Partial Similarity\uff09<\/p>\n<p>\u6284\u88ad\u5f80\u5f80\u53d1\u751f\u5728\u67d0\u4e00\u5c0f\u6bb5\uff0c\u800c\u4e0d\u662f\u6574\u9996\u6b4c\u3002<\/p>\n<p>\u2461 \u9009\u62e9\u6027\u97f3\u4e50\u5143\u7d20\uff08Selective Element Similarity\uff09<\/p>\n<p>\u4f8b\u5982\uff1a \u65cb\u5f8b\u76f8\u540c\uff0c\u4f46\u7f16\u66f2\u3001\u6df7\u97f3\u3001\u97f3\u8272\u5b8c\u5168\u4e0d\u540c\uff0c\u56e0\u6b64\u4e0d\u80fd\u53ea\u4f9d\u8d56\u58f0\u5b66\u7279\u5f81\u3002<\/p>\n<p>2.4 \u6b63\u5f0f\u4efb\u52a1\u5b9a\u4e49<\/p>\n<p>\u7ed9\u5b9a\u4e00\u9996\u5b8c\u6574\u6b4c\u66f2 A\uff1a<\/p>\n<p>Task 1\uff1a\u4ece\u5927\u89c4\u6a21\u6570\u636e\u5e93\u4e2d\u627e\u51fa\u53ef\u80fd\u6284\u88ad A \u7684\u6b4c\u66f2 A\u2032<\/p>\n<p>Task 2\uff1a\u6307\u51fa A \u4e0e A\u2032 \u54ea\u4e9b\u7247\u6bb5\u76f8\u4f3c<\/p>\n<p>Task 3\uff1a\u89e3\u91ca\u76f8\u4f3c\u539f\u56e0\uff08\u65cb\u5f8b\u3001\u548c\u58f0\u3001\u8282\u594f\u7b49\uff09<\/p>\n<h2>3. \u65b9\u6cd5<\/h2>\n<p>\u6574\u4f53\u7cfb\u7edf\u5982\u56fe\u6240\u793a<br \/>\n<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_98fbe432066f43d53e543f6a63fbeafc.jpg\"><img decoding=\"async\" src=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_98fbe432066f43d53e543f6a63fbeafc.jpg\" alt=\"\" \/><\/a><\/p>\n<p>\u6d41\u7a0b\u5305\u62ec\uff1a<\/p>\n<p>Raw Audio<br \/>\n   \u2193<br \/>\nSegment Transcription<br \/>\n   \u2193<br \/>\nSegment-level Similarity<br \/>\n   \u2193<br \/>\nSong-level Filtering<\/p>\n<p>3.1 Music Segment Transcription<\/p>\n<p>\u5c06\u97f3\u9891\u8f6c\u4e3a\u7ed3\u6784\u5316\u7247\u6bb5\u8868\u793a\u3002<\/p>\n<p>\u4f7f\u7528\u6a21\u578b\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>Demucs\uff1a\u6e90\u5206\u79bb [14]\n<\/li>\n<li>\n<p>All-in-one model\uff1a\u7ed3\u6784\u5206\u6790 [15]<\/p>\n<\/li>\n<li>\n<p>AST\uff1a\u4eba\u58f0\u8f6c\u5f55 [16]<\/p>\n<\/li>\n<li>\n<p>SheetSage\uff1a\u65cb\u5f8b\u8f6c\u5f55 [17]<\/p>\n<\/li>\n<li>\n<p>Harmony Transformer\uff1a\u548c\u58f0\u8f6c\u5f55 [18]<\/p>\n<\/li>\n<\/ul>\n<p>\u6bcf\u4e2a\u7247\u6bb5\u5305\u542b\uff1a<\/p>\n<ul>\n<li>Multi-instrument MIDI\n<\/li>\n<li>\n<p>Segment embedding<\/p>\n<\/li>\n<li>\n<p>Metadata\uff08\u8c03\u6027\u3001\u548c\u5f26\u3001\u6b4c\u8bcd\u3001\u7ed3\u6784\uff09<\/p>\n<\/li>\n<\/ul>\n<p>\u7247\u6bb5\u957f\u5ea6\uff1a4 \u5c0f\u8282<\/p>\n<p>3.2 \u7247\u6bb5\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u65b9\u6cd5<br \/>\n<strong>\u65b9\u6cd5\u4e00\uff1a\u57fa\u4e8e\u97f3\u4e50\u77e5\u8bc6\u7684\u7b97\u6cd5\uff08Music-domain similarity\uff09<\/strong><\/p>\n<p>\u8ba1\u7b97\uff1a<\/p>\n<ul>\n<li>Pianoroll \u76f8\u4f3c\u5ea6\n<\/li>\n<li>\n<p>Onset \u8282\u594f\u76f8\u4f3c\u5ea6<\/p>\n<\/li>\n<li>\n<p>Chord \u76f8\u4f3c\u5ea6<\/p>\n<\/li>\n<\/ul>\n<p>\u52a0\u6743\u7ec4\u5408\u5f97\u5230\u6700\u7ec8\u5206\u6570\u3002<\/p>\n<p>\u4f18\u70b9\uff1a \u53ef\u89e3\u91ca\uff08\u652f\u6301 Task 3\uff09<\/p>\n<p>\u7f3a\u70b9\uff1a\u7b97\u6cd5\u65b9\u6cd5\u8f83\u4f20\u7edf\uff1b\u96be\u4ee5\u7406\u8bba\u8bc1\u660e\u6709\u6548\u6027<\/p>\n<p><strong>\u65b9\u6cd5\u4e8c\uff1a\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5<\/strong><\/p>\n<ul>\n<li>MERT\uff08\u5927\u89c4\u6a21\u81ea\u76d1\u7763\u58f0\u5b66\u6a21\u578b\uff09[19]\n<\/li>\n<li>\n<p>Pianoroll CNN + Siamese [3]<\/p>\n<\/li>\n<li>\n<p>Multimodal \u53cc\u7f16\u7801\u5668 + cross-attention<\/p>\n<\/li>\n<\/ul>\n<p>\u4f5c\u8005\u6307\u51fa\uff1a<br \/>\nMERT \u53ef\u80fd\u53d7\u201c\u9009\u62e9\u6027\u5143\u7d20\u95ee\u9898\u201d\u5f71\u54cd\uff0c\u800c\u57fa\u4e8e\u8f6c\u5f55\u7684 CNN \u65b9\u6cd5\u66f4\u9c81\u68d2\u3002<\/p>\n<h2>4. \u6570\u636e\u96c6<\/h2>\n<p>4.1 SMP Dataset\uff08Similar Music Pair\uff09<\/p>\n<p>\u8bba\u6587\u65b0\u6784\u5efa\u6570\u636e\u96c6 \uff1a<\/p>\n<ul>\n<li>72 \u5bf9\u539f\u66f2\u4e0e\u5bf9\u6bd4\u66f2\n<\/li>\n<li>\n<p>\u5305\u542b\u771f\u5b9e\u6284\u88ad\u4e0e\u7ffb\u5531\u6848\u4f8b<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u5bf9\u5305\u542b\u65f6\u95f4\u6233\u6807\u6ce8<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u4e2a\u76f8\u4f3c\u6bb5\u843d\u7528 acoustic index \u6807\u8bb0<\/p>\n<\/li>\n<li>\n<p>\u8986\u76d6\u591a\u79cd\u97f3\u4e50\u7c7b\u578b<\/p>\n<\/li>\n<\/ul>\n<p>\u793a\u4f8b\u89c1\u8bba\u6587 Table 1<br \/>\n<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_ee76138b48c0aa02aac60f2fb0c84bd0.jpg\"><img decoding=\"async\" src=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_ee76138b48c0aa02aac60f2fb0c84bd0.jpg\" alt=\"\" \/><\/a><\/p>\n<p>4.2 Covers80 Dataset \uff0880 \u4e2a\u7ffb\u5531\u7ec4\uff09<\/p>\n<p>\u6765\u6e90\uff1aEllis 2007 [20]<\/p>\n<p>\u7528\u4e8e\uff1a<\/p>\n<ul>\n<li>\u5efa\u7acb\u672a\u89c1\u7247\u6bb5\u6570\u636e\u5e93\n<\/li>\n<li>\n<p>\u4e0e CSI \u65b9\u6cd5\u5bf9\u6bd4<\/p>\n<\/li>\n<\/ul>\n<h2>5. \u5b9e\u9a8c\u8bbe\u8ba1<\/h2>\n<p>5.1 \u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n<p>GPU\uff1aNVIDIA RTX 5090<\/p>\n<p>\u5b66\u4e60\u7387\uff1a1e-4<\/p>\n<p>Batch size\uff1a32<\/p>\n<p>\u8bad\u7ec3\u8f6e\u6570\uff1a100<\/p>\n<p>\u4f18\u5316\u5668\uff1aAdam<\/p>\n<p>5-fold \u8bad\u7ec3<\/p>\n<p>\u7247\u6bb5\u957f\u5ea6\uff1a4 bars<\/p>\n<p>5.2 \u8bc4\u4f30\u6307\u6807<br \/>\n<strong>\u7247\u6bb5\u7ea7\uff08Task 2\uff09<\/strong><\/p>\n<p>\u6307\u6807\uff1aRec.1s@k<\/p>\n<p>\u5b9a\u4e49\uff1a\u82e5\u68c0\u7d22\u5230\u7684\u7247\u6bb5\u65f6\u95f4\u6233\u4e0e GT \u65f6\u95f4\u8bef\u5dee \u22641 \u79d2\uff0c\u89c6\u4e3a\u547d\u4e2d\u3002<\/p>\n<p>\u5b9e\u9a8c\u8bbe\u7f6e\u4e09\u79cd\u89c4\u6a21\uff1a<\/p>\n<ul>\n<li>SMP Timestamps\n<\/li>\n<li>\n<p>SMP \u5168\u7247\u6bb5<\/p>\n<\/li>\n<li>\n<p>Full Indices\uff08\u5305\u542b Covers80\uff09<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u6b4c\u66f2\u7ea7\uff08Task 1\uff09<\/strong><\/p>\n<p>\u901a\u8fc7 top-20 \u7247\u6bb5\u52a0\u6743\u6295\u7968\u3002<\/p>\n<p>\u8bc4\u4f30\u6307\u6807\uff1a<\/p>\n<ul>\n<li>mAP\n<\/li>\n<li>\n<p>MR1\uff08\u7b2c\u4e00\u4e2a\u6b63\u786e\u7ed3\u679c\u7684\u5e73\u5747\u6392\u540d\uff09<\/p>\n<\/li>\n<\/ul>\n<h2>6. \u5b9e\u9a8c\u7ed3\u679c<\/h2>\n<p>6.1 \u7247\u6bb5\u7ea7\u7ed3\u679c\uff08Table 2 2601.21260v2\uff09<br \/>\n<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_cb37bfa0f94d9e041e5a58b0304263e0.jpg\"><img decoding=\"async\" src=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_cb37bfa0f94d9e041e5a58b0304263e0.jpg\" alt=\"\" \/><\/a><\/p>\n<p>\u8d8b\u52bf\uff1a<\/p>\n<ul>\n<li>MERT \u8868\u73b0\u6700\u597d\n<\/li>\n<li>\n<p>\u591a\u6a21\u6001\u65b9\u6cd5\u8868\u73b0\u672a\u8fbe\u9884\u671f\uff08\u53ef\u80fd\u6570\u636e\u4e0d\u8db3\uff09<\/p>\n<\/li>\n<li>\n<p>\u97f3\u4e50\u89c4\u5219\u65b9\u6cd5\u8f83\u7a33\u5b9a<\/p>\n<\/li>\n<\/ul>\n<p>\u95ee\u9898\uff1a<\/p>\n<p>\u968f\u7740\u6570\u636e\u5e93\u89c4\u6a21\u6269\u5927\uff0c\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002<\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<p>\u5927\u89c4\u6a21 segment retrieval \u53ef\u6269\u5c55\u6027\u5b58\u5728\u6311\u6218<\/p>\n<p>6.2 \u6b4c\u66f2\u7ea7\u7ed3\u679c\uff08Table 3 2601.21260v2\uff09<\/p>\n<p><a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_f86b4ffeb7d594406508332f6242aabb.jpg\"><img decoding=\"async\" src=\"https:\/\/tastestars.com\/wp-content\/uploads\/2026\/02\/wp_editor_md_f86b4ffeb7d594406508332f6242aabb.jpg\" alt=\"\" \/><\/a><\/p>\n<p>\u4e0e CSI \u65b9\u6cd5\u5bf9\u6bd4\uff1a<\/p>\n<p>\u89e3\u91ca\uff1a<\/p>\n<p>CSI \u4f18\u5316\u7684\u662f\u6574\u9996\u76f8\u4f3c\u6027\uff0c<br \/>\n\u800c\u6284\u88ad\u68c0\u6d4b\u5f3a\u8c03\u7cbe\u786e\u7247\u6bb5\u5b9a\u4f4d\u3002<\/p>\n<p>\u4f5c\u8005\u5f3a\u8c03\uff1a<\/p>\n<p>\u5176\u7cfb\u7edf\u5728\u201c\u53ef\u89e3\u91ca\u6027\u201d\u4e0e\u201c\u65f6\u95f4\u5b9a\u4f4d\u7cbe\u5ea6\u201d\u4e0a\u5177\u6709\u4f18\u52bf\u3002<\/p>\n<h2>7. \u7ed3\u8bba<\/h2>\n<p>\u672c\u6587\u8d21\u732e\uff1a<\/p>\n<ol>\n<li>\u660e\u786e\u754c\u5b9a\u97f3\u4e50\u6284\u88ad\u68c0\u6d4b\u4efb\u52a1\uff08\u4e09\u4e2a\u5b50\u4efb\u52a1\uff09\n<\/li>\n<li>\n<p>\u63d0\u51fa\u57fa\u4e8e segment transcription \u7684\u5b8c\u6574 pipeline<\/p>\n<\/li>\n<li>\n<p>\u6784\u5efa\u771f\u5b9e\u6848\u4f8b SMP \u6570\u636e\u96c6<\/p>\n<\/li>\n<li>\n<p>\u9a8c\u8bc1 segment-based \u6846\u67b6\u53ef\u884c<\/p>\n<\/li>\n<\/ol>\n<p>\u4f5c\u8005\u6307\u51fa\u8be5\u65b9\u5411\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002<\/p>\n<p>\u672a\u6765\u65b9\u5411\uff1a<\/p>\n<ul>\n<li>\u66f4\u5f3a\u76f8\u4f3c\u5ea6\u5ea6\u91cf\n<\/li>\n<li>\n<p>\u4e13\u7528\u8fc7\u6ee4\u7b97\u6cd5<\/p>\n<\/li>\n<li>\n<p>\u89c4\u6a21\u6269\u5c55\u80fd\u529b\u4f18\u5316<\/p>\n<\/li>\n<li>\n<p>\u66f4\u5148\u8fdb MIR \u6a21\u578b\u8fc1\u79fb<\/p>\n<\/li>\n<\/ul>\n<h2>8. \u5173\u952e\u5f15\u7528\u6587\u732e\u6574\u7406<\/h2>\n<p>\u4e3b\u9898  \u6587\u732e<br \/>\nSiamese CNN \u6284\u88ad\u68c0\u6d4b    Park et al., 2022 [3]<br \/>\nMelodySim   Lu et al., 2025 [4]<br \/>\nNLP-based \u6284\u88ad\u68c0\u6d4b  Malandrino et al., 2022 [5]<br \/>\nAudio Fingerprinting    Chang et al., 2021 [12]<br \/>\nBytecover3  Du et al., 2023 [10]<br \/>\nCoverHunter Liu et al., 2023 [11]<br \/>\nMERT    Li et al., 2023 [19]<br \/>\nSheetSage   Donahue et al., 2022 [17]<br \/>\nHarmony Transformer 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