{"id":87160,"date":"2026-07-29T22:48:28","date_gmt":"2026-07-29T14:48:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/87160.html"},"modified":"2026-07-29T22:48:28","modified_gmt":"2026-07-29T14:48:28","slug":"%e5%9f%ba%e4%ba%8eexif%e8%a7%a3%e6%9e%90%e4%b8%8e%e4%ba%ba%e8%84%b8%e8%81%9a%e7%b1%bb%e7%9a%84%e7%85%a7%e7%89%87%e6%99%ba%e8%83%bd%e5%88%86%e7%b1%bb%e6%95%b4%e7%90%86%e6%96%b9%e6%a1%88%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/87160.html","title":{"rendered":"\u57fa\u4e8eExif\u89e3\u6790\u4e0e\u4eba\u8138\u805a\u7c7b\u7684\u7167\u7247\u667a\u80fd\u5206\u7c7b\u6574\u7406\u65b9\u6848\u4e0e\u5b9e\u8df5"},"content":{"rendered":"<h3>\u4e00\u3001\u5f15\u8a00<\/h3>\n<p>\u6211\u6700\u8fd1\u5728\u6574\u7406\u81ea\u5df1\u79ef\u7d2f\u591a\u5e74\u7684\u7167\u7247\u5e93\u65f6&#xff0c;\u9047\u5230\u4e86\u4e00\u4e2a\u975e\u5e38\u5b9e\u9645\u7684\u95ee\u9898&#xff1a;\u624b\u673a\u76f8\u518c\u5e38\u5e74\u7ef4\u6301\u57282\u4e07&#043;\u5f20\u7167\u7247&#xff0c;\u7535\u8111\u91cc\u8fd8\u6709\u51e0\u4e2aTB\u7684\u5386\u53f2\u7167\u7247\u5e93\u3002\u6bcf\u6b21\u60f3\u627e\u67d0\u5f20\u7167\u7247&#xff0c;\u90fd\u5f97\u5728\u6587\u4ef6\u5939\u91cc\u7ffb\u5f88\u4e45\u3002\u4e8e\u662f\u6211\u82b1\u4e86\u4e00\u4e9b\u65f6\u95f4\u8c03\u7814\u4e86\u5e02\u9762\u4e0a\u4e3b\u6d41\u7684\u7167\u7247\u667a\u80fd\u7ba1\u7406\u65b9\u6848&#xff0c;\u5e76\u7ed3\u5408\u81ea\u5df1\u7684\u5b9e\u8df5\u505a\u4e86\u4e00\u4e9b\u6574\u7406\u548c\u5bf9\u6bd4\u3002\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u9762\u5411\u548c\u6211\u4e00\u6837\u6709\u5927\u91cf\u7167\u7247\u7ba1\u7406\u56f0\u6270\u7684\u7528\u6237&#xff0c;\u5206\u4eab\u4e00\u4e0b\u7167\u7247\u6309\u65f6\u95f4\u548c\u4eba\u7269\u4e24\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u5206\u7c7b\u6574\u7406\u7684\u53ef\u884c\u8def\u5f84&#xff0c;\u4ee5\u53ca\u5404\u65b9\u6848\u7684\u57fa\u672c\u60c5\u51b5\u3002<\/p>\n<p>\u7f51\u4e0a\u4ecb\u7ecd\u7167\u7247\u6574\u7406\u5de5\u5177\u7684\u6587\u7ae0\u5df2\u7ecf\u5f88\u591a\u4e86&#xff0c;\u4f46\u591a\u6570\u505c\u7559\u5728\u5355\u4e00\u4ea7\u54c1\u7684\u529f\u80fd\u4ecb\u7ecd\u5c42\u9762\u3002\u6211\u8fd9\u7bc7\u6587\u7ae0\u4fa7\u91cd\u4e8e\u6280\u672f\u5b9e\u73b0\u539f\u7406\u4e0e\u591a\u65b9\u6848\u6a2a\u5411\u5bf9\u6bd4&#xff0c;\u68b3\u7406\u4e86\u4eceExif\u5143\u6570\u636e\u89e3\u6790\u5230AI\u4eba\u8138\u805a\u7c7b\u7684\u6280\u672f\u94fe\u8def&#xff0c;\u5e76\u8bc4\u4f30\u4e86\u4e0d\u540c\u65b9\u6848\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<h3>\u4e8c\u3001\u7167\u7247\u5206\u7c7b\u7684\u6838\u5fc3\u6280\u672f\u8def\u5f84<\/h3>\n<h4>&#xff08;\u4e00&#xff09;\u6309\u65f6\u95f4\u5206\u7c7b&#xff1a;\u57fa\u4e8eExif\u5143\u6570\u636e\u89e3\u6790<\/h4>\n<p>\u6bcf\u5f20\u6570\u7801\u7167\u7247\u90fd\u5185\u5d4c\u4e86Exif&#xff08;\u53ef\u4ea4\u6362\u56fe\u50cf\u6587\u4ef6\u683c\u5f0f&#xff09;\u5143\u6570\u636e&#xff0c;\u5176\u4e2dDateTimeOriginal\u5b57\u6bb5\u8bb0\u5f55\u4e86\u7167\u7247\u7684\u539f\u59cb\u62cd\u6444\u65f6\u95f4\u3002\u65e0\u8bba\u6587\u4ef6\u88ab\u91cd\u547d\u540d\u591a\u5c11\u6b21\u3001\u590d\u5236\u5230\u54ea\u4e2a\u6587\u4ef6\u5939&#xff0c;\u8fd9\u4e2a\u5b57\u6bb5\u90fd\u4e0d\u4f1a\u6539\u53d8\u3002\u56e0\u6b64&#xff0c;\u6309\u62cd\u6444\u65f6\u95f4\u8fdb\u884c\u5206\u7c7b\u662f\u6700\u57fa\u7840\u4e14\u53ef\u9760\u7684\u6574\u7406\u65b9\u5f0f\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684Python\u811a\u672c\u793a\u4f8b&#xff0c;\u7528\u4e8e\u8bfb\u53d6\u7167\u7247\u7684Exif\u4fe1\u606f\u5e76\u63d0\u53d6\u62cd\u6444\u65f6\u95f4&#xff1a;<\/p>\n<p>python<\/p>\n<p>\u590d\u5236<\/p>\n<p>from PIL import Image<br \/>\nimport piexif<br \/>\nimport os<\/p>\n<p>def get_photo_taken_time(image_path):<br \/>\n    try:<br \/>\n        img &#061; Image.open(image_path)<br \/>\n        exif_dict &#061; piexif.load(img.info.get(&#039;exif&#039;, b&#039;&#039;))<br \/>\n        # \u4eceExif\u4e2d\u63d0\u53d6DateTimeOriginal\u5b57\u6bb5<br \/>\n        if &#039;0th&#039; in exif_dict and piexif.ImageIFD.DateTime in exif_dict[&#039;0th&#039;]:<br \/>\n            date_str &#061; exif_dict[&#039;0th&#039;][piexif.ImageIFD.DateTime].decode(&#039;utf-8&#039;)<br \/>\n            return date_str.replace(&#039;:&#039;, &#039;-&#039;).split(&#039; &#039;)[0]  # \u8fd4\u56de YYYY-MM-DD \u683c\u5f0f<br \/>\n    except Exception as e:<br \/>\n        print(f&#034;\u8bfb\u53d6 {image_path} \u5931\u8d25: {e}&#034;)<br \/>\n    return None<\/p>\n<p># \u904d\u5386\u76ee\u5f55\u4e0b\u6240\u6709\u7167\u7247&#xff0c;\u6309\u65e5\u671f\u5f52\u7c7b<br \/>\ndef organize_by_date(photo_dir):<br \/>\n    for filename in os.listdir(photo_dir):<br \/>\n        if filename.lower().endswith((&#039;.jpg&#039;, &#039;.jpeg&#039;, &#039;.png&#039;, &#039;.heic&#039;)):<br \/>\n            full_path &#061; os.path.join(photo_dir, filename)<br \/>\n            date &#061; get_photo_taken_time(full_path)<br \/>\n            if date:<br \/>\n                year_month &#061; date[:7]  # \u53d6 YYYY-MM<br \/>\n                target_dir &#061; os.path.join(photo_dir, year_month)<br \/>\n                os.makedirs(target_dir, exist_ok&#061;True)<br \/>\n                # \u79fb\u52a8\u6587\u4ef6\u5230\u5bf9\u5e94\u6587\u4ef6\u5939&#xff08;\u5b9e\u9645\u4f7f\u7528\u65f6\u5efa\u8bae\u5148\u590d\u5236\u6d4b\u8bd5&#xff09;<br \/>\n                # shutil.move(full_path, os.path.join(target_dir, filename))<br \/>\n                print(f&#034;{filename} -&gt; {year_month}&#034;)<\/p>\n<p>\u57fa\u4e8e\u6b64\u811a\u672c&#xff0c;\u53ef\u8fdb\u4e00\u6b65\u6269\u5c55\u4e3a\u6309\u5e74\/\u6708\/\u65e5\u81ea\u52a8\u521b\u5efa\u6587\u4ef6\u5939\u5e76\u5f52\u6863&#xff0c;\u5b9e\u73b0\u65f6\u95f4\u7ef4\u5ea6\u7684\u5168\u81ea\u52a8\u6574\u7406\u3002CSDN\u4e0a\u4e5f\u6709\u4e0d\u5c11\u7c7b\u4f3c\u7684\u5b9e\u8df5\u6559\u7a0b&#xff0c;\u641c\u7d22&#034;Python \u7167\u7247 \u6309\u62cd\u6444\u65f6\u95f4\u5206\u7c7b&#034;\u5373\u53ef\u627e\u5230\u66f4\u591a\u53c2\u8003\u5b9e\u73b0\u3002<\/p>\n<h4>&#xff08;\u4e8c&#xff09;\u6309\u4eba\u7269\u5206\u7c7b&#xff1a;\u57fa\u4e8e\u4eba\u8138\u68c0\u6d4b\u4e0e\u805a\u7c7b<\/h4>\n<p>\u6309\u4eba\u7269\u5206\u7c7b\u7684\u6838\u5fc3\u6280\u672f\u94fe\u8def\u5305\u62ec\u4e24\u4e2a\u6b65\u9aa4&#xff1a;\u4eba\u8138\u68c0\u6d4b&#xff08;\u5728\u7167\u7247\u4e2d\u5b9a\u4f4d\u4eba\u8138\u533a\u57df&#xff09;\u548c\u4eba\u8138\u805a\u7c7b&#xff08;\u5c06\u76f8\u4f3c\u7684\u4eba\u8138\u5f52\u4e3a\u540c\u4e00\u7ec4&#xff09;\u3002AI\u6a21\u578b\u4f1a\u81ea\u52a8\u5b8c\u6210\u8fd9\u4e24\u6b65&#xff0c;\u7528\u6237\u53ea\u9700\u4e3a\u6bcf\u7ec4\u547d\u540d\u5373\u53ef\u5b8c\u6210\u4eba\u7269\u6807\u7b7e\u5316\u3002<\/p>\n<p>\u76ee\u524d\u4e3b\u6d41\u7684\u4eba\u8138\u8bc6\u522b\u5f00\u6e90\u6a21\u578b\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>InsightFace&#xff1a;\u63d0\u4f9b\u4e86\u9ad8\u7cbe\u5ea6\u7684\u68c0\u6d4b\u548c\u8bc6\u522b\u6a21\u578b&#xff0c;\u88ab\u591a\u4e2a\u5f00\u6e90\u76f8\u518c\u9879\u76ee\u91c7\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>FaceNet&#xff1a;Google\u63d0\u51fa\u7684\u7ecf\u5178\u4eba\u8138\u8bc6\u522b\u6a21\u578b&#xff0c;\u901a\u8fc7\u5c06\u4eba\u8138\u6620\u5c04\u5230\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u8fdb\u884c\u76f8\u4f3c\u5ea6\u6bd4\u8f83\u3002<\/p>\n<\/li>\n<li>\n<p>MTCNN &#043; FaceNet\u7ec4\u5408&#xff1a;\u5148\u7528MTCNN\u8fdb\u884c\u4eba\u8138\u68c0\u6d4b&#xff0c;\u518d\u7528FaceNet\u63d0\u53d6\u7279\u5f81\u5411\u91cf\u8fdb\u884c\u805a\u7c7b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u6280\u672f&#xff0c;\u5e02\u9762\u4e0a\u5df2\u6709\u591a\u6b3e\u5de5\u5177\u5b9e\u73b0\u4e86\u81ea\u52a8\u5316\u7684\u65f6\u95f4\u548c\u4eba\u7269\u5206\u7c7b\u529f\u80fd&#xff0c;\u4ee5\u4e0b\u6309\u4f7f\u7528\u573a\u666f\u5206\u7c7b\u4ecb\u7ecd\u3002<\/p>\n<h3>\u4e09\u3001\u65b9\u6848\u5bf9\u6bd4\u4e0e\u9009\u578b\u53c2\u8003<\/h3>\n<h4>&#xff08;\u4e00&#xff09;\u767e\u5ea6\u7f51\u76d8<\/h4>\n<p>\u767e\u5ea6\u7f51\u76d8\u662f\u56fd\u5185\u7528\u6237\u89c4\u6a21\u8f83\u5927\u7684\u4e91\u7aef\u5b58\u50a8\u4ea7\u54c1&#xff0c;\u7528\u6237\u91cf\u8d85\u8fc710\u4ebf&#xff0c;\u7528\u6237\u5b58\u50a8\u7a7a\u95f4\u603b\u91cf\u8d85\u8fc71000\u4ebfGB&#xff0c;\u5e74\u5b58\u50a8\u6570\u636e\u589e\u957f30%\u4ee5\u4e0a\u3002\u5355\u7528\u6237\u6700\u9ad8\u53ef\u7533\u8bf730T\u5b58\u50a8\u7a7a\u95f4\u3002<\/p>\n<p>\u5728\u7167\u7247\u7ba1\u7406\u76f8\u5173\u7684\u6280\u672f\u80fd\u529b\u65b9\u9762&#xff0c;\u8be5\u5e73\u53f0\u63d0\u4f9b\u4ee5\u4e0b\u529f\u80fd&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5b89\u5168\u4e0e\u4f20\u8f93&#xff1a;\u767e\u5ea6\u7f51\u76d8\u4e2a\u4eba\u7248\u5df2\u83b7\u5f97ISO\/IEC 27001&#xff08;\u4fe1\u606f\u5b89\u5168\u7ba1\u7406\u4f53\u7cfb&#xff09;\u3001ISO\/IEC 27018&#xff08;\u4e2a\u4eba\u53ef\u8bc6\u522b\u4fe1\u606f\u4fe1\u606f\u5b89\u5168\u7ba1\u7406\u4f53\u7cfb&#xff09;\u548cISO\/IEC 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style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729144827-6a6a12bb9a92d.png\" \/><\/p>\n<h4>&#xff08;\u4e8c&#xff09;Google Photos&#xff08;\u8c37\u6b4c\u76f8\u518c&#xff09;<\/h4>\n<p>Google Photos\u662f\u6d77\u5916\u5e02\u573a\u8f83\u4e3a\u5e38\u89c1\u7684\u4e91\u7aef\u7167\u7247\u7ba1\u7406\u5de5\u5177&#xff0c;\u53ef\u81ea\u52a8\u6309\u4eba\u7269\u3001\u5730\u70b9\u3001\u4e8b\u7269\u5bf9\u7167\u7247\u8fdb\u884c\u5206\u7c7b\u3002\u5f00\u542f&#034;Face Groups&#034;\u529f\u80fd\u540e&#xff0c;\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5c06\u76f8\u540c\u4eba\u7269\u7684\u7167\u7247\u5f52\u7ec4\u30022026\u5e74\u7248\u672c\u652f\u6301\u901a\u8fc7Ask Photos\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u7167\u7247\u5185\u5bb9\u3002<\/p>\n<h4>&#xff08;\u4e09&#xff09;\u5fae\u8f6f\u7167\u7247\u5e94\u7528&#xff08;Windows 11&#xff09;<\/h4>\n<p>Windows 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