diff --git a/image-ai-object-detection/Pipfile.lock b/image-ai-object-detection/Pipfile.lock
index e908957..1a1ed52 100644
--- a/image-ai-object-detection/Pipfile.lock
+++ b/image-ai-object-detection/Pipfile.lock
@@ -18,16 +18,25 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:b943d1c567743ed0455878fcd60bc28ac9fae38d129d1ccfad58079da00b8951"
+                "sha256:afe94e3c751ff81aad55d33ab6e630390da32780110b5af72ae81ecff8418d9e",
+                "sha256:b44f68984a5ceb2607d135a615999b93924c771238a63920d17d3387b0d229d5"
             ],
-            "version": "==0.7.1"
+            "version": "==0.12.0"
         },
         "astor": {
             "hashes": [
-                "sha256:0e41295809baf43ae8303350e031aff81ae52189b6f881f36d623fa8b2f1960e",
-                "sha256:37a6eed8b371f1228db08234ed7f6cfdc7817a3ed3824797e20cbb11dc2a7862"
+                "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5",
+                "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"
             ],
-            "version": "==0.8.0"
+            "version": "==0.8.1"
+        },
+        "cached-property": {
+            "hashes": [
+                "sha256:9fa5755838eecbb2d234c3aa390bd80fbd3ac6b6869109bfc1b499f7bd89a130",
+                "sha256:df4f613cf7ad9a588cc381aaf4a512d26265ecebd5eb9e1ba12f1319eb85a6a0"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==1.5.2"
         },
         "cycler": {
             "hashes": [
@@ -38,87 +47,84 @@
         },
         "gast": {
             "hashes": [
-                "sha256:fe939df4583692f0512161ec1c880e0a10e71e6a232da045ab8edd3756fbadf0"
+                "sha256:40feb7b8b8434785585ab224d1568b857edb18297e5a3047f1ba012bc83b42c1",
+                "sha256:b7adcdd5adbebf1adf17378da5ba3f543684dbec47b1cda1f3997e573cd542c4"
             ],
-            "version": "==0.2.2"
+            "version": "==0.4.0"
         },
         "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": [
-                "sha256:03b78b4e7dcdfe3e257bb528cc93923f9cbbab6d5babf15a60d21e9a4a70b1a2",
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-                "sha256:22e167a9406d73dd19ffe8ed6a485f17e6eac82505be8c108897f15e68badcbb",
-                "sha256:31d0aeca8d8ee2301c62c5c340e0889d653b1280d68f9fa203982cb6337b050e",
-                "sha256:44c7f99ca17ebbcc96fc54ed00b454d8313f1eac28c563098d8b901025aff941",
-                "sha256:5471444f53f9db6a1f1f11f5dbc173228881df8446380b6b98f90afb8fd8348e",
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-                "sha256:adcdebf9f8463df4120c427cf6c9aed39258bccd03ed37b6939e7a145d64d6e0",
-                "sha256:bdec982610259d07156a58f80b8c3e69be7751a9208bc577b059c5193d087fad",
-                "sha256:cefc4d4251ffb73feb303d4b7e9d6c367cb60f2db16d259ea28b114045f965aa",
-                "sha256:d4145c8aa6afbac10ad27e408f7ce15992fe89ba5d0b4abca31c0c2729864c03",
-                "sha256:da76dc5ad719ee99de5ea28a5629ff92172cbb4a70d8a6ae3a5b7a53c7382ce1",
-                "sha256:dde2452c08ef8b6426ccab6b5b6de9f06d836d9937d6870e68153cbf8cb49348",
-                "sha256:e3d88091d2539a4868750914a6fe7b9ec50e42b913851fc1b77423b5bd918530",
-                "sha256:f9c67cfe6278499d7f83559dc6322a8bbb108e307817a3d7acbfea807b3603cc"
-            ],
-            "version": "==1.22.0"
+                "sha256:02030e1afd3247f2b159df9dff959ec79dd4047b1c4dd4eec9e3d1642efbd504",
+                "sha256:0648a6d5d7ddcd9c8462d7d961660ee024dad6b88152ee3a521819e611830edf",
+                "sha256:09af8ceb91860086216edc6e5ea15f9beb2cf81687faa43b7c03216f5b73e244",
+                "sha256:1030e74ddd0fa6e3bad7944f0c68cf1251b15bcd70641f0ad3858fdf2b8602a0",
+                "sha256:1056b558acfd575d774644826df449e1402a03e456a3192fafb6b06d1069bf80",
+                "sha256:20b7c4c5513e1135a2261e56830c0e710f205fee92019b92fe132d7f16a5cfd8",
+                "sha256:216fbd2a488e74c3b96e240e4054c85c4c99102a439bc9f556936991643f43bc",
+                "sha256:24d4c2c5e540e666c52225953d6813afc8ccf9bf46db6a72edd4e8d606656248",
+                "sha256:2abaa9f0d83bd0b26f6d0d1fc4b97d73bde3ceac36ab857f70d3cabcf31c5c79",
+                "sha256:3a6295aa692806218e97bb687a71cd768450ed99e2acddc488f18d738edef463",
+                "sha256:3c5204e05e18268dd6a1099ca6c106fd9d00bcae1e37d5a5186094c55044c941",
+                "sha256:3e75643d21db7d68acd541d3fec66faaa8061d12b511e101b529ff12a276bb9b",
+                "sha256:45ea10dd133a43b10c0b4326834107ebccfee25dab59b312b78e018c2d72a1f0",
+                "sha256:4c05ed54b2a00df01e633bebec819b512bf0c60f8f5b3b36dd344dc673b02fea",
+                "sha256:4dc7295dc9673f7af22c1e38c2a2c24ecbd6773a4c5ed5a46ed38ad4dcf2bf6c",
+                "sha256:52ec563da45d06319224ebbda53501d25594de64ee1b2786e119ba4a2f1ce40c",
+                "sha256:5378189fb897567f4929f75ab67a3e0da4f8967806246cb9cfa1fa06bfbdb0d5",
+                "sha256:5e4920a8fb5d17b2c5ba980db0ac1c925bbee3e5d70e96da3ec4fb1c8600d68f",
+                "sha256:6b30682180053eebc87802c2f249d2f59b430e1a18e8808575dde0d22a968b2c",
+                "sha256:6f6f8a8b57e40347d0bf32c2135037dae31d63d3b19007b4c426a11b76deaf65",
+                "sha256:76daa3c4d58fcf40f7969bdb4270335e96ee0382a050cadcd97d7332cd0251a3",
+                "sha256:7863c2a140e829b1f4c6d67bf0bf15e5321ac4766d0a295e2682970d9dd4b091",
+                "sha256:7cbeac9bbe6a4a7fce4a89c892c249135dd9f5f5219ede157174c34a456188f0",
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+                "sha256:8a89190de1985a54ef311650cf9687ffb81de038973fd32e452636ddae36b29f",
+                "sha256:9a18299827a70be0507f98a65393b1c7f6c004fe2ca995fe23ffac534dd187a7",
+                "sha256:a602d6b30760bbbb2fe776caaa914a0d404636cafc3f2322718bf8002d7b1e55",
+                "sha256:a66ea59b20f3669df0f0c6a3bd57b985e5b2d1dcf3e4c29819bb8dc232d0fd38",
+                "sha256:b003e24339030ed356f59505d1065b89e1f443ef41ce71ca9069be944c0d2e6b",
+                "sha256:bab743cdac1d6d8326c65d1d091d0740b39966dfab06519f74a03b3d128b8454",
+                "sha256:c18739fecb90760b183bfcb4da1cf2c6bf57e38f7baa2c131d5f67d9a4c8365d",
+                "sha256:cbd82c479338fc1c0e5c3db09752b61fe47d40c6e38e4be8657153712fa76674",
+                "sha256:dee9971aef20fc09ed897420446c4d0926cd1d7630f343333288523ca5b44bb2",
+                "sha256:e1b9e906aa6f7577016e86ed7f3a69cae7dab4e41356584dc7980f76ea65035f",
+                "sha256:e3a83c5db16f95daac1d96cf3c9018d765579b5a29bb336758d793028e729921",
+                "sha256:eafafc7e040e36aa926edc731ab52c23465981888779ae64bfc8ad85888ed4f3",
+                "sha256:ec753c022b39656f88409fbf9f2d3b28497e3f17aa678f884d78776b41ebe6bd",
+                "sha256:ed16bfeda02268e75e038c58599d52afc7097d749916c079b26bc27a66900f7d",
+                "sha256:f214076eb13da9e65c1aa9877b51fca03f51a82bd8691358e1a1edd9ff341330",
+                "sha256:f22c11772eff25ba1ca536e760b8c34ba56f2a9d66b6842cb11770a8f61f879d",
+                "sha256:f241116d4bf1a8037ff87f16914b606390824e50902bdbfa2262e855fbf07fe5",
+                "sha256:f3f70505207ee1cee65f60a799fd8e06e07861409aa0d55d834825a79b40c297",
+                "sha256:f591597bb25eae0094ead5a965555e911453e5f35fdbdaa83be11ef107865697",
+                "sha256:f6efa62ca1fe02cd34ec35f53446f04a15fe2c886a4e825f5679936a573d2cbf",
+                "sha256:f7740d9d9451f3663df11b241ac05cafc0efaa052d2fdca6640c4d3748eaf6e2"
+            ],
+            "version": "==1.36.1"
         },
         "h5py": {
             "hashes": [
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-                "sha256:30e365e8408759db3778c361f1e4e0fe8e98a875185ae46c795a85e9bafb9cdf",
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-                "sha256:3c23d72058647cee19b30452acc7895621e2de0a0bd5b8a1e34204b9ea9ed43c",
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-                "sha256:4162953714a9212d373ac953c10e3329f1e830d3c7473f2a2e4f25dd6241eef0",
-                "sha256:5fc7aba72a51b2c80605eba1c50dbf84224dcd206279d30a75c154e5652e1fe4",
-                "sha256:713ac19307e11de4d9833af0c4bd6778bde0a3d967cafd2f0f347223711c1e31",
-                "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"
+                "sha256:25294f2690c4813475f566663a21ef1c1b11ef892b26d46454bf0a59e507d5aa",
+                "sha256:4160cb0d35a83c6fb9f1cad65e826dfaeb044e001549ea78003573fb6bee4042",
+                "sha256:6766104ed13ff40b3b7bfd49f13fced5274103ee9af53667e7a97c5236b14741",
+                "sha256:7c5b5f18c96fb63399280a724734fd91e1781c6b60e385e439ad8e654a294ba4",
+                "sha256:89474be911bfcdb34cbf0d98b8ec48b578c27a89fdb1ae4ee7513f1ef8d9249e",
+                "sha256:90ee8a00aca5c4e0bbd821c1f6118cb9a814c15dcfdb03572c615a4431166480",
+                "sha256:a6632ac11167bbad1a8fc5c82508b97ab8c12bdfe4b659254b6f7f63d3c76744",
+                "sha256:d791b710d3e54c4d2c32cb881b183db5674ceb03bf6a0c1f3fb3cf50d8997e0a",
+                "sha256:d8467fa56356ad2efad2b5986326e71d4d74505de6f6c7bb46dbba09b37459ac",
+                "sha256:fdabe99139a9c5e1a416b7ed38c89505f8501b376d54496e1bb737cb33df61cf"
+            ],
+            "version": "==3.2.1"
         },
         "imageai": {
             "hashes": [
@@ -128,6 +134,14 @@
             "index": "pypi",
             "version": "==2.0.3"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:742add720a20d0467df2f444ae41704000f50e1234f46174b51f9c6031a1bd71",
+                "sha256:b74159469b464a99cb8cc3e21973e4d96e05d3024d337313fedb618a6e86e6f4"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==3.7.3"
+        },
         "keras": {
             "hashes": [
                 "sha256:794d0c92c6c4122f1f0fcf3a7bc2f49054c6a54ddbef8d8ffafca62795d760b6",
@@ -145,85 +159,108 @@
         },
         "keras-preprocessing": {
             "hashes": [
-                "sha256:44aee5f2c4d80c3b29f208359fcb336df80f293a0bb6b1c738da43ca206656fb",
-                "sha256:5a8debe01d840de93d49e05ccf1c9b81ae30e210d34dacbcc47aeb3049b528e5"
+                "sha256:7b82029b130ff61cc99b55f3bd27427df4838576838c5b2f65940e4fcec99a7b",
+                "sha256:add82567c50c8bc648c14195bf544a5ce7c1f76761536956c3d2978970179ef3"
             ],
-            "version": "==1.1.0"
+            "version": "==1.1.2"
         },
         "kiwisolver": {
             "hashes": [
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-                "sha256:8944a16020c07b682df861207b7e0efcd2f46c7488619cb55f65882279119389",
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@@ -428,49 +468,65 @@
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+            "hashes": [
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-            "version": "==1.11.2"
+            "version": "==3.4.1"
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     "develop": {
         "appdirs": {
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-                "sha256:d8b24664561d0d34ddfaec54636d502d7cea6e29c3eaf68f3df6180863e2166e"
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+                "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"
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-            "version": "==1.4.3"
+            "version": "==1.4.4"
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         "astroid": {
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-                "sha256:b65db1bbaac9f9f4d190199bb8680af6f6f84fd3769a5ea883df8a91fe68b4c4"
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+                "sha256:cfc35498ee64017be059ceffab0a25bedf7548ab76f2bea691c5565896e7128d"
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-            "version": "==2.2.5"
+            "version": "==2.5.1"
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-                "sha256:f0b870f674851ecbfbbbd364d6b5cbdff9dcedbc7f3f5e18a6891057f21fe399"
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-            "version": "==19.1.0"
+            "version": "==20.3.0"
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         "black": {
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@@ -482,10 +538,10 @@
         },
         "click": {
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-            "version": "==7.0"
+            "version": "==8.0.0a1"
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@@ -496,26 +552,30 @@
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@@ -532,47 +592,54 @@
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 }