diff --git a/image-ai-object-detection/Pipfile.lock b/image-ai-object-detection/Pipfile.lock
index e908957..bde6408 100644
--- a/image-ai-object-detection/Pipfile.lock
+++ b/image-ai-object-detection/Pipfile.lock
@@ -18,16 +18,26 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:b943d1c567743ed0455878fcd60bc28ac9fae38d129d1ccfad58079da00b8951"
+                "sha256:565a2c1be855e466e697e1be6b9876c2435dda926954d1de4abf0d592561ece8",
+                "sha256:eb0383bd431c0d7b2320179904cab00120a10977e3c9671d99efbbed17efb55a"
             ],
-            "version": "==0.7.1"
+            "version": "==0.14.1"
         },
         "astor": {
             "hashes": [
-                "sha256:0e41295809baf43ae8303350e031aff81ae52189b6f881f36d623fa8b2f1960e",
-                "sha256:37a6eed8b371f1228db08234ed7f6cfdc7817a3ed3824797e20cbb11dc2a7862"
+                "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5",
+                "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"
             ],
-            "version": "==0.8.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.8.1"
+        },
+        "cached-property": {
+            "hashes": [
+                "sha256:9fa5755838eecbb2d234c3aa390bd80fbd3ac6b6869109bfc1b499f7bd89a130",
+                "sha256:df4f613cf7ad9a588cc381aaf4a512d26265ecebd5eb9e1ba12f1319eb85a6a0"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==1.5.2"
         },
         "cycler": {
             "hashes": [
@@ -36,89 +46,94 @@
             ],
             "version": "==0.10.0"
         },
+        "fonttools": {
+            "hashes": [
+                "sha256:51ad7ee7ff878bcf75578d07f221bb90e6eaed1def53774249815377e89490e7",
+                "sha256:6e483f77dc5b862452c2888ec944fca5b79cffb741c7469786a442360681b4e8"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==4.27.1"
+        },
         "gast": {
             "hashes": [
-                "sha256:fe939df4583692f0512161ec1c880e0a10e71e6a232da045ab8edd3756fbadf0"
+                "sha256:7d095d4027b10bc3fc49e7828db14bc8d5b8ff48c571daa549eda12d398dd4aa",
+                "sha256:f81fcefa8b982624a31c9e4ec7761325a88a0eba60d36d1da90e47f8fe3c67f7"
             ],
-            "version": "==0.2.2"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.5.2"
         },
         "google-pasta": {
             "hashes": [
-                "sha256:40b4f55ba7b44823eac96d055000572c84ce48cacb3e91c100869844064b2d07",
-                "sha256:79d1ce28b381d68e98ef7707d19909adb58912f8dae8734402454424fc76b8fe",
-                "sha256:7ca8afc4cfeebf4a079cdf586333d5447cecd19a997475136138fc83c3351bc4"
+                "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954",
+                "sha256:b32482794a366b5366a32c92a9a9201b107821889935a02b3e51f6b432ea84ed",
+                "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"
             ],
-            "version": "==0.1.7"
+            "version": "==0.2.0"
         },
         "grpcio": {
             "hashes": [
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-                "sha256:31d0aeca8d8ee2301c62c5c340e0889d653b1280d68f9fa203982cb6337b050e",
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-                "sha256:a6e028c2a6da2ebfa2365a5b32531d311fbfec0e3600fc27e901b64f0ff7e54e",
-                "sha256:adcdebf9f8463df4120c427cf6c9aed39258bccd03ed37b6939e7a145d64d6e0",
-                "sha256:bdec982610259d07156a58f80b8c3e69be7751a9208bc577b059c5193d087fad",
-                "sha256:cefc4d4251ffb73feb303d4b7e9d6c367cb60f2db16d259ea28b114045f965aa",
-                "sha256:d4145c8aa6afbac10ad27e408f7ce15992fe89ba5d0b4abca31c0c2729864c03",
-                "sha256:da76dc5ad719ee99de5ea28a5629ff92172cbb4a70d8a6ae3a5b7a53c7382ce1",
-                "sha256:dde2452c08ef8b6426ccab6b5b6de9f06d836d9937d6870e68153cbf8cb49348",
-                "sha256:e3d88091d2539a4868750914a6fe7b9ec50e42b913851fc1b77423b5bd918530",
-                "sha256:f9c67cfe6278499d7f83559dc6322a8bbb108e307817a3d7acbfea807b3603cc"
-            ],
-            "version": "==1.22.0"
+                "sha256:056806e83eaa09d0af0e452dd353db8f7c90aa2dedcce1112a2d21592550f6b1",
+                "sha256:07594e585a5ba25cf331ddb63095ca51010c34e328a822cb772ffbd5daa62cb5",
+                "sha256:0abd56d90dff3ed566807520de1385126dded21e62d3490a34c180a91f94c1f4",
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+                "sha256:1820845e7e6410240eff97742e9f76cd5bf10ca01d36a322e86c0bd5340ac25b",
+                "sha256:1bcbeac764bbae329bc2cc9e95d0f4d3b0fb456b92cf12e7e06e3e860a4b31cf",
+                "sha256:2410000eb57cf76b05b37d2aee270b686f0a7876710850a2bba92b4ed133e026",
+                "sha256:2882b62f74de8c8a4f7b2be066f6230ecc46f4edc8f42db1fb7358200abe3b25",
+                "sha256:297ee755d3c6cd7e7d3770f298f4d4d4b000665943ae6d2888f7407418a9a510",
+                "sha256:39ce785f0cbd07966a9019386b7a054615b2da63da3c7727f371304d000a1890",
+                "sha256:3a92e4df5330cd384984e04804104ae34f521345917813aa86fc0930101a3697",
+                "sha256:3bbeee115b05b22f6a9fa9bc78f9ab8d9d6bb8c16fdfc60401fc8658beae1099",
+                "sha256:4537bb9e35af62c5189493792a8c34d127275a6d175c8ad48b6314cacba4021e",
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+                "sha256:5292a627b44b6d3065de4a364ead23bab3c9d7a7c05416a9de0c0624d0fe03f4",
+                "sha256:5502832b7cec670a880764f51a335a19b10ff5ab2e940e1ded67f39b88aa02b1",
+                "sha256:585847ed190ea9cb4d632eb0ebf58f1d299bbca5e03284bc3d0fa08bab6ea365",
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+                "sha256:7da3f6f6b857399c9ad85bcbffc83189e547a0a1a777ab68f5385154f8bc1ed4",
+                "sha256:83c1e731c2b76f26689ad88534cafefe105dcf385567bead08f5857cb308246b",
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+                "sha256:a144f6cecbb61aace12e5920840338a3d246123a41d795e316e2792e9775ad15",
+                "sha256:a3cd7f945d3e3b82ebd2a4c9862eb9891a5ac87f84a7db336acbeafd86e6c402",
+                "sha256:a614224719579044bd7950554d3b4c1793bb5715cbf0f0399b1f21d283c40ef6",
+                "sha256:ace080a9c3c673c42adfd2116875a63fec9613797be01a6105acf7721ed0c693",
+                "sha256:b2de4e7b5a930be04a4d05c9f5fce7e9191217ccdc174b026c2a7928770dca9f",
+                "sha256:b6b68c444abbaf4a2b944a61cf35726ab9645f45d416bcc7cf4addc4b2f2d53d",
+                "sha256:be3c6ac822edb509aeef41361ca9c8c5ee52cb9e4973e1977d2bb7d6a460fd97",
+                "sha256:c07acd49541f5f6f9984fe0adf162d77bf70e0f58e77f9960c6f571314ff63a4",
+                "sha256:c1e0a4c86d4cbd93059d5eeceed6e1c2e3e1494e1bf40be9b8ab14302c576162",
+                "sha256:c8c5bc498f6506b6041c30afb7a55c57a9fd535d1a0ac7cdba9b5fd791a85633",
+                "sha256:c95dd6e60e059ff770a2ac9f5a202b75dd64d76b0cd0c48f27d58907e43ed6a6",
+                "sha256:ccd2f1cf11768d1f6fbe4e13e8b8fb0ccfe9914ceeff55a367d5571e82eeb543",
+                "sha256:d0cc0393744ce3ce1b237ae773635cc928470ff46fb0d3f677e337a38e5ed4f6",
+                "sha256:d539ebd05a2bbfbf897d41738d37d162d5c3d9f2b1f8ddf2c4f75e2c9cf59907",
+                "sha256:d71aa430b2ac40e18e388504ac34cc91d49d811855ca507c463a21059bf364f0",
+                "sha256:dcb5f324712a104aca4a459e524e535f205f36deb8005feb4f9d3ff0a22b5177",
+                "sha256:e516124010ef60d5fc2e0de0f1f987599249dc55fd529001f17f776a4145767f",
+                "sha256:fb64abf0d92134cb0ba4496a3b7ab918588eee42de20e5b3507fe6ee16db97ee"
+            ],
+            "version": "==1.41.0"
         },
         "h5py": {
             "hashes": [
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-                "sha256:4162953714a9212d373ac953c10e3329f1e830d3c7473f2a2e4f25dd6241eef0",
-                "sha256:5fc7aba72a51b2c80605eba1c50dbf84224dcd206279d30a75c154e5652e1fe4",
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-                "sha256:71b946d80ef3c3f12db157d7778b1fe74a517ca85e94809358b15580983c2ce2",
-                "sha256:8cc4aed71e20d87e0a6f02094d718a95252f11f8ed143bc112d22167f08d4040",
-                "sha256:9d41ca62daf36d6b6515ab8765e4c8c4388ee18e2a665701fef2b41563821002",
-                "sha256:a744e13b000f234cd5a5b2a1f95816b819027c57f385da54ad2b7da1adace2f3",
-                "sha256:b087ee01396c4b34e9dc41e3a6a0442158206d383c19c7d0396d52067b17c1cb",
-                "sha256:b0f03af381d33306ce67d18275b61acb4ca111ced645381387a02c8a5ee1b796",
-                "sha256:b9e4b8dfd587365bdd719ae178fa1b6c1231f81280b1375eef8626dfd8761bf3",
-                "sha256:c5dd4ec75985b99166c045909e10f0534704d102848b1d9f0992720e908928e7",
-                "sha256:d2b82f23cd862a9d05108fe99967e9edfa95c136f532a71cb3d28dc252771f50",
-                "sha256:e58a25764472af07b7e1c4b10b0179c8ea726446c7141076286e41891bf3a563",
-                "sha256:f3b49107fbfc77333fc2b1ef4d5de2abcd57e7ea3a1482455229494cf2da56ce"
-            ],
-            "version": "==2.9.0"
+                "sha256:0b0f002f5f341afe7d3d7e15198e80d9021da24a4d182d88068d79bfc91fba86",
+                "sha256:1edf33e722d47c6eb3878d51173b23dd848939f006f41b498bafceff87fb4cbd",
+                "sha256:46917f20021dde02865572a5fd2bb620945f7b7cd268bdc8e3f5720c32b38140",
+                "sha256:708ddff49af12c01d77e0f9782bb1a0364d96459ec0d1f85d90baea6d203764b",
+                "sha256:8745e5159830d7975a9cf38690455f22601509cda04de29b7e88b3fbdc747611",
+                "sha256:8e809149f95d9a3a33b1279bfbf894c78635a5497e8d5ac37420fa5ec0cf4f29",
+                "sha256:aa511bd05a9174c3008becdc93bd5785e254d34a6ab5f0425e6b2fbbc88afa6d",
+                "sha256:bb4ce46095e3b16c872aaf62adad33f40039fecae04674eb62c035386affcb91",
+                "sha256:be2a545f09074546f73305e0db6d36aaf1fb6ea2fcf1add2ce306b9c7f78e55a",
+                "sha256:ee1c683d91ab010d5e85cb61e8f9e7ee0d8eab545bf3dd50a9618f1d0e8f615e"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==3.4.0"
         },
         "imageai": {
             "hashes": [
@@ -128,6 +143,14 @@
             "index": "pypi",
             "version": "==2.0.3"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:b618b6d2d5ffa2f16add5697cf57a46c76a56229b0ed1c438322e4e95645bd15",
+                "sha256:f284b3e11256ad1e5d03ab86bb2ccd6f5339688ff17a4d797a0fe7df326f23b1"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==4.8.1"
+        },
         "keras": {
             "hashes": [
                 "sha256:794d0c92c6c4122f1f0fcf3a7bc2f49054c6a54ddbef8d8ffafca62795d760b6",
@@ -145,254 +168,371 @@
         },
         "keras-preprocessing": {
             "hashes": [
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-                "sha256:5a8debe01d840de93d49e05ccf1c9b81ae30e210d34dacbcc47aeb3049b528e5"
+                "sha256:7b82029b130ff61cc99b55f3bd27427df4838576838c5b2f65940e4fcec99a7b",
+                "sha256:add82567c50c8bc648c14195bf544a5ce7c1f76761536956c3d2978970179ef3"
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-            "version": "==1.1.0"
+            "version": "==1.1.2"
         },
         "kiwisolver": {
             "hashes": [
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-                "sha256:53eaed412477c836e1b9522c19858a8557d6e595077830146182225613b11a75",
-                "sha256:58e626e1f7dfbb620d08d457325a4cdac65d1809680009f46bf41eaf74ad0187",
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@@ -428,49 +568,122 @@
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 }