{"id":5046,"date":"2025-02-04T14:46:31","date_gmt":"2025-02-04T05:46:31","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=5046"},"modified":"2025-02-04T14:46:32","modified_gmt":"2025-02-04T05:46:32","slug":"%e7%94%bb%e5%83%8f%e6%a4%9c%e7%b4%a2%e3%81%ae%e7%b2%be%e5%ba%a6%e7%a2%ba%e8%aa%8d%ef%bc%88%ef%bc%92%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/%e7%94%bb%e5%83%8f%e6%a4%9c%e7%b4%a2%e3%81%ae%e7%b2%be%e5%ba%a6%e7%a2%ba%e8%aa%8d%ef%bc%88%ef%bc%92%ef%bc%89\/","title":{"rendered":"\u753b\u50cf\u691c\u7d22\u306e\u7cbe\u5ea6\u78ba\u8a8d\uff08\uff12\uff09"},"content":{"rendered":"\n

\u5148\u306e\u6295\u7a3f\u3067\u3001\u985e\u4f3c\u5ea6\u306e\u9ad8\u3044\u753b\u50cf\u306e\u8b58\u5225\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u3001\u6b8b\u5ff5\u306a\u304c\u3089\u7389\u7815\u3057\u307e\u3057\u305f\u304c\u3001\u4ed6\u306e\u65b9\u5f0f\u3060\u3063\u305f\u3089\u7d50\u679c\u304c\u9055\u3063\u3066\u304f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002
\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u8272\u3005\u3068\u5909\u3048\u306a\u304c\u3089\u3001\u7d50\u679c\u304c\u3069\u306e\u7a0b\u5ea6\u5909\u5316\u3059\u308b\u304b\u3092\u898b\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb<\/h2>\n\n\n\n

Gemini\u5148\u751f\u306b\u3001TensorFlow\/Keras\u3067\u4eca\u56de\u306eResNet50\u3068\u540c\u69d8\u306e\u7528\u6cd5\u3067\u4f7f\u7528\u3067\u304d\u308b\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7d39\u4ecb\u3057\u3066\u3082\u3089\u3063\u305f\u3068\u3053\u308d\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

ResNet \u30b7\u30ea\u30fc\u30ba<\/td>ResNet101, ResNet152\u00a0<\/td><\/tr>
EfficientNet \u30b7\u30ea\u30fc\u30ba<\/td>EfficientNetB0, EfficientNetB1, EfficientNetB2<\/td><\/tr>
VGG \u30b7\u30ea\u30fc\u30ba<\/td>VGG16, VGG19<\/td><\/tr>
Inception \u30b7\u30ea\u30fc\u30ba<\/td>InceptionV3, InceptionResNetV2<\/td><\/tr>
MobileNet \u30b7\u30ea\u30fc\u30ba<\/td>MobileNetV2, MobileNetV3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u4e0a\u8a18\u306e\u3046\u3061\u3001\u300cMobileNet \u30b7\u30ea\u30fc\u30ba\u300d\u306f\u300c\u30e2\u30d0\u30a4\u30eb\u30c7\u30d0\u30a4\u30b9\u3067\u306e\u5229\u7528\u3092\u60f3\u5b9a\u3057\u305f\u8efd\u91cf\u306a\u30e2\u30c7\u30eb\u300d\u3068\u306e\u3053\u3068\u306a\u306e\u3067\u4eca\u56de\u306f\u9664\u5916\u3057\u3001\u4ed6\u306e4\u30b7\u30ea\u30fc\u30ba\u306b\u95a2\u3057\u3066\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u5b9f\u9a13\u65b9\u6cd5<\/h2>\n\n\n\n

\u5148\u306e\u6295\u7a3f\u3067\u5229\u7528\u3057\u305f\u4ee5\u4e0b\u306e18\u679a\u306e\u753b\u50cf\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
1.jpg<\/td>2.jpg<\/td>3.jpg<\/td>4.jpg<\/td>5.jpg<\/td>6.jpg<\/td>7.jpg<\/td>8.jpg<\/td>9.jpg<\/td><\/tr>
\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
10.jpg<\/td>11.jpg<\/td>12.jpg<\/td>13.jpg<\/td>14.jpg<\/td>15.jpg<\/td>16.jpg<\/td>17.jpg<\/td>18.jpg<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

1.jpg\u301c9.jpg\u304c1\u6708\u306e\u30ab\u30ec\u30f3\u30c0\u30fc\u300110.jpg\u301c18.jpg\u304c2\u6708\u306e\u30ab\u30ec\u30f3\u30c0\u30fc\u3067\u3059\u3002
\u4eca\u56de\u306f1.jpg\u3068\u306e\u6bd4\u8f03\u30671\u6708\u306e\u30ab\u30ec\u30f3\u30c0\u30fc\u306b\u95a2\u3059\u308b\u753b\u50cf\u3092\u3069\u308c\u3060\u3051\u985e\u4f3c\u6027\u304c\u9ad8\u3044\u3068\u5224\u65ad\u3067\u304d\u308b\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

ResNet101<\/h2>\n\n\n\n
1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>0.02327724878610027<\/td>1\u6708<\/td><\/tr>
3.JPG<\/td>0.02327724878610027<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>0.03009997940976472<\/td><\/td><\/tr>
10.JPG<\/td>0.03465741195846839<\/td><\/td><\/tr>
11.JPG<\/td>0.03808098038477825<\/td><\/td><\/tr>
4.JPG<\/td>0.04833876367290135<\/td>1\u6708<\/td><\/tr>
5.JPG<\/td>0.0539031517687657<\/td>1\u6708<\/td><\/tr>
6.JPG<\/td>0.06513449417612538<\/td>1\u6708<\/td><\/tr>
18.JPG<\/td>0.08185179208733429<\/td><\/td><\/tr>
14.JPG<\/td>0.0864636185124743<\/td><\/td><\/tr>
13.JPG<\/td>0.08824673135373573<\/td><\/td><\/tr>
17.JPG<\/td>0.09046287459695934<\/td><\/td><\/tr>
15.JPG<\/td>0.09166650476023819<\/td><\/td><\/tr>
16.JPG<\/td>0.11575934411277244<\/td><\/td><\/tr>
9.JPG<\/td>0.12907074505134875<\/td>1\u6708<\/td><\/tr>
7.JPG<\/td>0.1571380590607515<\/td>1\u6708<\/td><\/tr>
8.JPG<\/td>0.16105363014714968<\/td>1\u6708<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u5f8c\u534a\u306e\u9806\u4f4d\u304cResNet50\u3068\u82e5\u5e72\u9055\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u6982\u306d\u540c\u3058\u7d50\u679c\u3068\u8a00\u3048\u307e\u3059\u3002
\u3064\u307e\u308a\u8b58\u5225\u7cbe\u5ea6\u7684\u306b\u306f\u3042\u307e\u308a\u5411\u4e0a\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

ResNet152<\/h2>\n\n\n\n
1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>0.03674984105559431<\/td>1\u6708<\/td><\/tr>
3.JPG<\/td>0.03802103693886327<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>0.04893414523916506<\/td><\/td><\/tr>
11.JPG<\/td>0.049248573145582064<\/td><\/td><\/tr>
10.JPG<\/td>0.06376065026984501<\/td><\/td><\/tr>
17.JPG<\/td>0.07741713592857524<\/td><\/td><\/tr>
18.JPG<\/td>0.09124131251189171<\/td><\/td><\/tr>
15.JPG<\/td>0.10504679187009369<\/td><\/td><\/tr>
13.JPG<\/td>0.10873224661311975<\/td><\/td><\/tr>
16.JPG<\/td>0.1112194560324139<\/td><\/td><\/tr>
5.JPG<\/td>0.11206575615395875<\/td>1\u6708<\/td><\/tr>
6.JPG<\/td>0.11303203596149736<\/td>1\u6708<\/td><\/tr>
14.JPG<\/td>0.1201699253922528<\/td><\/td><\/tr>
4.JPG<\/td>0.13693213170886753<\/td>1\u6708<\/td><\/tr>
9.JPG<\/td>0.1475481077333235<\/td>1\u6708<\/td><\/tr>
8.JPG<\/td>0.17379517170441983<\/td>1\u6708<\/td><\/tr>
7.JPG<\/td>0.1821753345816527<\/td>1\u6708<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

ResNet50\u3068\u6bd4\u8f03\u3057\u3066\u3001\u3080\u3057\u308d\u60aa\u5316\u3057\u305f\u7d50\u679c\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

EfficientNetB0<\/h2>\n\n\n\n

EfficientNetB0\u306b\u95a2\u3057\u3066\u306f\u3001\u51fa\u529b\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u304c1280\u6b21\u5143\u306a\u306e\u3067\u51fa\u529b\u5148\u30c6\u30fc\u30d6\u30eb\u306e\u8a72\u5f53\u30ab\u30e9\u30e0\u306e\u578b\u3092\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>0.023982343752747215<\/td>1\u6708<\/td><\/tr>
3.JPG<\/td>0.03325941472582694<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>0.051623968651842156<\/td><\/td><\/tr>
11.JPG<\/td>0.05591873687504745<\/td><\/td><\/tr>
15.JPG<\/td>0.06100042587388177<\/td><\/td><\/tr>
10.JPG<\/td>0.06486174055234883<\/td><\/td><\/tr>
14.JPG<\/td>0.08924122218088015<\/td><\/td><\/tr>
4.JPG<\/td>0.09071837229628388<\/td>1\u6708<\/td><\/tr>
5.JPG<\/td>0.09163840348431629<\/td>1\u6708<\/td><\/tr>
17.JPG<\/td>0.0960218786183783<\/td><\/td><\/tr>
6.JPG<\/td>0.09658580480688816<\/td>1\u6708<\/td><\/tr>
13.JPG<\/td>0.10371871473312488<\/td><\/td><\/tr>
8.JPG<\/td>0.10939470440002852<\/td>1\u6708<\/td><\/tr>
18.JPG<\/td>0.11020145688390492<\/td><\/td><\/tr>
9.JPG<\/td>0.11257043238293729<\/td>1\u6708<\/td><\/tr>
7.JPG<\/td>0.11381104964196587<\/td>1\u6708<\/td><\/tr>
16.JPG<\/td>0.12647192023065035<\/td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

ResNet\u30b7\u30ea\u30fc\u30ba\u3068\u9055\u3063\u305f\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3059\u306d\u3002
\u305f\u3060\u30011\u6708\u306e\u30ab\u30ec\u30f3\u30c0\u30fc\u3092\u8b58\u5225\u3059\u308b\u3068\u3044\u3046\u76ee\u7684\u306b\u5bfe\u3057\u3066\u306f\u4e0d\u5341\u5206\u306a\u7d50\u679c\u3067\u3059\u304c\u3002<\/p>\n\n\n\n

EfficientNetB1<\/h2>\n\n\n\n

\u51fa\u529b\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u306fEfficientNetB0\u3068\u540c\u69d8\u306b1280\u6b21\u5143\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>0.03424658122450608<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>0.03521517452605416<\/td><\/td><\/tr>
3.JPG<\/td>0.05027848453228356<\/td>1\u6708<\/td><\/tr>
11.JPG<\/td>0.05268084509683191<\/td><\/td><\/tr>
10.JPG<\/td>0.07118870290303081<\/td><\/td><\/tr>
5.JPG<\/td>0.07924597286065282<\/td>1\u6708<\/td><\/tr>
4.JPG<\/td>0.0868371107258572<\/td>1\u6708<\/td><\/tr>
14.JPG<\/td>0.10042606768130069<\/td><\/td><\/tr>
6.JPG<\/td>0.10243121449057291<\/td>1\u6708<\/td><\/tr>
15.JPG<\/td>0.10407702236263094<\/td><\/td><\/tr>
13.JPG<\/td>0.1109789335679423<\/td><\/td><\/tr>
18.JPG<\/td>0.14675259922750383<\/td><\/td><\/tr>
17.JPG<\/td>0.1561581934405849<\/td><\/td><\/tr>
8.JPG<\/td>0.23356964070473685<\/td>1\u6708<\/td><\/tr>
7.JPG<\/td>0.23635098085156914<\/td>1\u6708<\/td><\/tr>
9.JPG<\/td>0.2545235063005429<\/td>1\u6708<\/td><\/tr>
16.JPG<\/td>0.26300481357241745<\/td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

EfficientNetB0\u306e\u7d50\u679c\u3068\u6bd4\u8f03\u3057\u3066\u3001\u82e5\u5e72\u306e\u9806\u4f4d\u306e\u9055\u3044\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u5168\u4f53\u7684\u306a\u7cbe\u5ea6\u3068\u3057\u3066\u306f\u3042\u307e\u308a\u5909\u308f\u3089\u306a\u3044\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

EfficientNetB2<\/h2>\n\n\n\n

\u51fa\u529b\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u306fEfficientNetB0,B1\u3068\u7570\u306a\u308a\u30011408\u6b21\u5143\u3068\u306e\u3053\u3068\u3067\u3059\u3002
\u5165\u529b\u3059\u308b\u753b\u50cf\u30b5\u30a4\u30ba\u306f\u53b3\u5bc6\u306b\u306f260×260\u304c\u6700\u9069\u3089\u3057\u3044\u306e\u3067\u3059\u304c\u3001224×224\u3067\u3082\u300c\u5b9f\u7528\u4e0a\u306f\u5341\u5206\u306a\u6027\u80fd\u304c\u5f97\u3089\u308c\u308b\u300d\uff08Gemini\u5148\u751f\u8ac7\uff09\u3068\u306e\u3053\u3068\u306a\u306e\u3067\u3001\u5f93\u6765\u306e\u51e6\u7406\u3068\u540c\u69d8\u306b224×224\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>0.04661384699578597<\/td>1\u6708<\/td><\/tr>
3.JPG<\/td>0.05538359686408756<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>0.058677008880514525<\/td><\/td><\/tr>
10.JPG<\/td>0.06790239283566035<\/td><\/td><\/tr>
11.JPG<\/td>0.07010270094551863<\/td><\/td><\/tr>
15.JPG<\/td>0.08927818836143397<\/td><\/td><\/tr>
5.JPG<\/td>0.10097487610076661<\/td>1\u6708<\/td><\/tr>
4.JPG<\/td>0.10324752110289326<\/td>1\u6708<\/td><\/tr>
6.JPG<\/td>0.1174192425681162<\/td>1\u6708<\/td><\/tr>
14.JPG<\/td>0.1220069673095685<\/td><\/td><\/tr>
13.JPG<\/td>0.15209762578714492<\/td><\/td><\/tr>
17.JPG<\/td>0.15658856537368482<\/td><\/td><\/tr>
18.JPG<\/td>0.171294572872284<\/td><\/td><\/tr>
16.JPG<\/td>0.19083580442485903<\/td><\/td><\/tr>
7.JPG<\/td>0.20124390154430027<\/td>1\u6708<\/td><\/tr>
8.JPG<\/td>0.2292854839243046<\/td>1\u6708<\/td><\/tr>
9.JPG<\/td>0.2348438798264224<\/td>1\u6708<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u82e5\u5e72\u306e\u9806\u4f4d\u306e\u9055\u3044\u306f\u3042\u308a\u307e\u3059\u304c\u3001ResNet50\u306e\u7d50\u679c\u306b\u8fd1\u3044\u5370\u8c61\u3067\u3059\u3002
\u7d50\u5c40\u3001\u671f\u5f85\u3057\u305f\u7d50\u679c\u306f\u5f97\u3089\u308c\u3066\u3044\u306a\u3044\u306e\u3067\u3059\u304c\u3002<\/p>\n\n\n\n

VGG16<\/h2>\n\n\n\n

\u51fa\u529b\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u306f512\u6b21\u5143\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>0.01985837184854433<\/td>1\u6708<\/td><\/tr>
3.JPG<\/td>0.024482085326894554<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>0.03265132736708065<\/td><\/td><\/tr>
10.JPG<\/td>0.03696391118086939<\/td><\/td><\/tr>
11.JPG<\/td>0.04407630182378408<\/td><\/td><\/tr>
14.JPG<\/td>0.05434004956156513<\/td><\/td><\/tr>
5.JPG<\/td>0.05793149299709632<\/td>1\u6708<\/td><\/tr>
4.JPG<\/td>0.06772617674302162<\/td>1\u6708<\/td><\/tr>
15.JPG<\/td>0.07370650211015206<\/td><\/td><\/tr>
6.JPG<\/td>0.07534155984553992<\/td>1\u6708<\/td><\/tr>
13.JPG<\/td>0.07679211617756154<\/td><\/td><\/tr>
7.JPG<\/td>0.10681795633549229<\/td>1\u6708<\/td><\/tr>
18.JPG<\/td>0.11560610430596441<\/td><\/td><\/tr>
17.JPG<\/td>0.1172654747922679<\/td><\/td><\/tr>
9.JPG<\/td>0.12415982183107299<\/td>1\u6708<\/td><\/tr>
8.JPG<\/td>0.14753471754963565<\/td>1\u6708<\/td><\/tr>
16.JPG<\/td>0.16341637664072617<\/td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u4f8b\u306b\u3088\u3063\u3066\u3001\u82e5\u5e72\u306e\u9806\u4f4d\u306e\u9055\u3044\u306f\u3042\u308a\u307e\u305b\u304c\u3001\u5168\u4f53\u7684\u306a\u50be\u5411\uff08\u7cbe\u5ea6\uff09\u306b\u5927\u5dee\u306f\u3042\u308a\u307e\u305b\u3093\u306d\u3002<\/p>\n\n\n\n

VGG19<\/h2>\n\n\n\n

\u51fa\u529b\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u306f512\u6b21\u5143\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>0.013768865402594699<\/td>1\u6708<\/td><\/tr>
3.JPG<\/td>0.014052155404651323<\/td>1\u6708<\/td><\/tr>
11.JPG<\/td>0.027420718445977155<\/td><\/td><\/tr>
12.JPG<\/td>0.03432138246400318<\/td><\/td><\/tr>
10.JPG<\/td>0.03647648944753168<\/td><\/td><\/tr>
5.JPG<\/td>0.04131211761433806<\/td>1\u6708<\/td><\/tr>
4.JPG<\/td>0.05542300559579583<\/td>1\u6708<\/td><\/tr>
17.JPG<\/td>0.061643022399294645<\/td><\/td><\/tr>
6.JPG<\/td>0.062365107778861284<\/td>1\u6708<\/td><\/tr>
15.JPG<\/td>0.06545457774885777<\/td><\/td><\/tr>
14.JPG<\/td>0.06551502191323488<\/td><\/td><\/tr>
18.JPG<\/td>0.06977337680320439<\/td><\/td><\/tr>
13.JPG<\/td>0.07254694790148197<\/td><\/td><\/tr>
7.JPG<\/td>0.10484232765392909<\/td>1\u6708<\/td><\/tr>
9.JPG<\/td>0.11784995754854899<\/td>1\u6708<\/td><\/tr>
8.JPG<\/td>0.12021340907886469<\/td>1\u6708<\/td><\/tr>
16.JPG<\/td>0.13668184657284244<\/td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u4f8b\u306b\u3088\u3063\u3066\u2026\uff08\u4ee5\u4e0b\u7565\uff09<\/p>\n\n\n\n

InceptionV3<\/h2>\n\n\n\n

\u5165\u529b\u753b\u50cf\u30b5\u30a4\u30ba\u304c299×299\u3001\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u6570\u304c2048\u3068\u306a\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>0.0060804828840949066<\/td><\/td><\/tr>
3.JPG<\/td>0.007608874621485295<\/td>1\u6708<\/td><\/tr>
11.JPG<\/td>0.00808879494449799<\/td><\/td><\/tr>
2.JPG<\/td>0.013352384806143425<\/td>1\u6708<\/td><\/tr>
10.JPG<\/td>0.016674162478093946<\/td><\/td><\/tr>
15.JPG<\/td>0.021140900464763135<\/td><\/td><\/tr>
4.JPG<\/td>0.023392430724136992<\/td>1\u6708<\/td><\/tr>
13.JPG<\/td>0.026825210137682465<\/td><\/td><\/tr>
5.JPG<\/td>0.030475220033907457<\/td>1\u6708<\/td><\/tr>
6.JPG<\/td>0.031159590979310536<\/td>1\u6708<\/td><\/tr>
14.JPG<\/td>0.04625269263077303<\/td><\/td><\/tr>
16.JPG<\/td>0.06590965831411544<\/td><\/td><\/tr>
18.JPG<\/td>0.06915861948188007<\/td><\/td><\/tr>
17.JPG<\/td>0.07151025815090561<\/td><\/td><\/tr>
8.JPG<\/td>0.07925932127006763<\/td>1\u6708<\/td><\/tr>
7.JPG<\/td>0.07960222133605666<\/td>1\u6708<\/td><\/tr>
9.JPG<\/td>0.08068146443075619<\/td>1\u6708<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u4ed6\u306e\u30e2\u30c7\u30eb\u3067\u306f1.jpg\u306b\u6700\u3082\u8fd1\u3044\u3068\u3055\u308c\u3066\u3044\u305f2.jpg\u304c5\u4f4d\u306b\u8ee2\u843d\u3057\u3066\u3044\u307e\u3059\u3002
\u8ddd\u96e2\u3082\u4ed6\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u5168\u822c\u7684\u306b\u5c0f\u3055\u3044\u306e\u3067\u3001\u500b\u3005\u306e\u753b\u50cf\u306e\u7d30\u304b\u306a\u7279\u5fb4\u304c\u3042\u307e\u308a\u53cd\u6620\u3055\u308c\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u304b\u306d\uff1f<\/p>\n\n\n\n

\u826f\u304f\u3082\u60aa\u304f\u3082\u500b\u6027\u7684\u306a\u30e2\u30c7\u30eb\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

InceptionResNetV2<\/h2>\n\n\n\n

\u5165\u529b\u753b\u50cf\u30b5\u30a4\u30ba\u304c299×299\u3001\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u6570\u304c1536\u3068\u306a\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

1.JPG<\/td>0.0<\/td>1\u6708<\/td><\/tr>
2.JPG<\/td>1.4708799026319497e-05<\/td>1\u6708<\/td><\/tr>
12.JPG<\/td>5.3570312902984085e-05<\/td><\/td><\/tr>
3.JPG<\/td>5.8476327443823806e-05<\/td>1\u6708<\/td><\/tr>
13.JPG<\/td>5.9978413332273384e-05<\/td><\/td><\/tr>
10.JPG<\/td>6.492441059791076e-05<\/td><\/td><\/tr>
11.JPG<\/td>6.790175568083257e-05<\/td><\/td><\/tr>
18.JPG<\/td>8.068363158453273e-05<\/td><\/td><\/tr>
15.JPG<\/td>9.458173224263788e-05<\/td><\/td><\/tr>
17.JPG<\/td>0.00011013793399017313<\/td><\/td><\/tr>
16.JPG<\/td>0.00011689968797312655<\/td><\/td><\/tr>
14.JPG<\/td>0.0001295033780684962<\/td><\/td><\/tr>
9.JPG<\/td>0.00015844986360047386<\/td>1\u6708<\/td><\/tr>
4.JPG<\/td>0.0001669447488125142<\/td>1\u6708<\/td><\/tr>
8.JPG<\/td>0.00017747445982574384<\/td>1\u6708<\/td><\/tr>
5.JPG<\/td>0.00019458369889902016<\/td>1\u6708<\/td><\/tr>
7.JPG<\/td>0.00021361202281267033<\/td>1\u6708<\/td><\/tr>
6.JPG<\/td>0.00024484377402500535<\/td>1\u6708<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u8ddd\u96e2\u306e\u6570\u5b57\u304c\u3055\u3089\u306b\u6975\u7aef\u306a\u72b6\u614b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002
\u7cbe\u5ea6\u7684\u306b\u306f\u4ed6\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u6700\u3082\u671f\u5f85\u5916\u308c\u3068\u8a00\u3063\u3066\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081<\/h2>\n\n\n\n

\u6b8b\u5ff5\u306a\u304c\u3089\u30e2\u30c7\u30eb\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u306f\u671f\u5f85\u3057\u3066\u3044\u305f\u3088\u3046\u306a\u7d50\u679c\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002
\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u5185\u5bb9\u7684\u306b\u306f\u4eca\u5f8c\u306e\u53c2\u8003\u306b\u306a\u308b\u3088\u3046\u306a\u70b9\u306f\u3042\u307e\u308a\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u5404\u7a2e\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u7d39\u4ecb\u3068\u3044\u3046\u7a0b\u5ea6\u306e\u610f\u5473\u3067\u8a18\u9332\u3092\u6b8b\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u5168\u4f53\u7684\u306a\u50be\u5411\u3082\u3001\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u5927\u304d\u306a\u9055\u3044\u306f\u306a\u3044\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3002
\u307e\u305a\u306f\u30012.jpg, 3.jpg\u304c\u8fd1\u3044\u3068\u5224\u65ad\u3055\u308c\u308b\u70b9\u306f\u826f\u3044\u3068\u3057\u3066\u3001\u305d\u306e\u6b21\u306b\u8fd1\u3044\u3068\u5224\u65ad\u3055\u308c\u308b\u306e\u306f\u6982\u306d10.jpg, 11.jpg, 12.jpg\u8fba\u308a\u3067\u3001\u3053\u308c\u306f\u3064\u307e\u308a\u5bfe\u8c61\u7269\u306e\u7d75\u67c4\uff081\u6708\u304b2\u6708\u304b\uff09\u3088\u308a\u3082\u5168\u4f53\u306e\u69cb\u56f3\u306e\u985e\u4f3c\u6027\u306e\u65b9\u304c\u91cd\u8996\u3055\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u304b\u3068\u601d\u3044\u307e\u3059\u3002
\u753b\u50cf\u3092\u4fef\u77b0\u7684\u306b\u6349\u3048\u3066\u3044\u308b\uff08\u3064\u307e\u308a\u7d30\u90e8\u306e\u9055\u3044\u306f\u3042\u307e\u308a\u91cd\u8996\u3055\u308c\u306a\u3044\uff09\u3068\u8a00\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u304b\u3002
\u3053\u306e\u50be\u5411\u304c\u5171\u901a\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u753b\u50cf\u306e\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u306e\u62bd\u51fa\u3068\u306f\u305d\u3046\u3044\u3046\u3082\u306e\u3060\u3068\u5272\u308a\u5207\u308b\u3079\u304d\u306a\u306e\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u524d\u56de\u306e\u6295\u7a3f\u3067\u3082\u89e6\u308c\u307e\u3057\u305f\u304c\u3001\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306e\u969b\u306b\u753b\u50cf\u30b5\u30a4\u30ba\u3092224\u00d7224\u306b\u5909\u63db\uff08\u7e2e\u5c0f\uff09\u3057\u3066\u3044\u308b\u6bb5\u968e\u3067\u7d30\u90e8\u306e\u60c5\u5831\u304c\u304b\u306a\u308a\u30ed\u30b9\u30c8\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3057\u3001\u305d\u306e\u4ed6\u306e\u89b3\u70b9\u3082\u542b\u3081\u3066\u4e8b\u524d\u306e\u753b\u50cf\u52a0\u5de5\u90e8\u5206\u306b\u3082\u7740\u76ee\u3057\u3066\u307f\u308b\u3079\u304d\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u3044\u305a\u308c\u306b\u3057\u3066\u3082\u3001\u73fe\u72b6\u3067\u306f\u5341\u5206\u306a\u7cbe\u5ea6\u3092\u5f97\u3089\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u5f15\u304d\u7d9a\u304d\u65b9\u7b56\u3092\u691c\u8a0e\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u5148\u306e\u6295\u7a3f\u3067\u3001\u985e\u4f3c\u5ea6\u306e\u9ad8\u3044\u753b\u50cf\u306e\u8b58\u5225\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u3001\u6b8b\u5ff5\u306a\u304c\u3089\u7389\u7815\u3057\u307e\u3057\u305f\u304c\u3001\u4ed6\u306e\u65b9\u5f0f\u3060\u3063\u305f\u3089\u7d50\u679c\u304c\u9055\u3063\u3066\u304f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u8272\u3005\u3068\u5909\u3048\u306a\u304c\u3089\u3001\u7d50\u679c\u304c\u3069\u306e\u7a0b\u5ea6\u5909\u5316\u3059\u308b\u304b\u3092\u898b\u3066\u3044\u304d\u305f\u3044\u3068\u601d […]<\/p>\n","protected":false},"author":6,"featured_media":5047,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wp_rev_ctl_limit":""},"categories":[210],"tags":[],"class_list":["post-5046","post","type-post","status-publish","format-standard","has-post-thumbnail","category-210"],"_links":{"self":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/posts\/5046","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/comments?post=5046"}],"version-history":[{"count":0,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/posts\/5046\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/media\/5047"}],"wp:attachment":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/media?parent=5046"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/categories?post=5046"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/tags?post=5046"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}