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Microsoft Lobe?Ƃ͉????H
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- Windows?F %appdata%\lobe\projects
- macOS?F ~/Library/Application Support/lobe/projects
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- ?????T?C?g?FLobe | Machine Learning Made Easy
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1. ?mLabel?n?i???x???j
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- ?mOptimize for Accuracy?n?i???x?D??j?F ResNet-50 V2?i?f?t?H???g?j
- ?mOptimize for Speed?n?i???x?D??j?F MobileNet V2
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?v???W?F?N?g?̕????ɂ???
?@?v???W?F?N?g??????ꍇ?ɂ́A???݊J???Ă???v???W?F?N?g?E?B???h?E???i?㕔?́m?~?n?{?^???Łj???āALobe?̃v???W?F?N?g?I????ʂ?\??????i?}12?j?B???????????v???W?F?N?g???ڏ?ʼnE?N???b?N???j???[???o???āA?mDuplicate?n?i?????j??I??????悢?B
?@?ĂсA??قǂ̃v???W?F?N?g???J???ɂ́A?v???W?F?N?g???ڂ??N???b?N???邾?????B
3. ?mResults?n???mEvaluate?n?i?g???[?j???O???ʂƐ??\?]???j
?@?ȏ?Ń??f???̃g???[?j???O???????????B???̂悤?ȃ??f?????w?K?ς݃??f???iTrained Model?j?ƌĂԁB?u?w?K?ς݃??f????99???̐??𗦂??o???Ă??邩?炻?̂܂܉^?p?v?Ƃ????킯?ɂ͂????Ȃ??B?P???p?̃f?[?^?????łȂ??A???x???ؗp?̃f?[?^?i?{?e?ł́u?e?X?g?摜?Q?v?ƌĂԁj?ɑ??Ă????l?̐??𗦂??o???邩????????K?v?????邩?炾?B?Ȃ?Lobe?ł́A
- ?????_????80???????f???̃g???[?j???O?Ɏg?p????
- ?c???20???i?e?X?g?摜?Q?j?????f???̐??x???Ɏg?p?????
?@?e?X?g?摜?Q?ɂ????郂?f???̐??x????????ɂ́A?ĂсmTrain?n?y?[?W???J???āA?E??ɂ???mView?n?{?^?????N???b?N????B?{?^??????R???e?L?X?g???j???[???\???????̂ŁA?mTest Images?n?i?e?X?g?摜?Q?j?Ƀ`?F?b?N??????i?}13?j?B???Ȃ݂ɁA???̃??j???[???ŕ\?????̃\?[?g???@???ւ??邱?Ƃ??ł???B
?@?}13?ł͑S?̂?98???̐??𗦂ŁA?uDarjeeling?v???x???ƁuEnglish Breakfast?v???x???͂??ꂼ??95???̐??𗦂ƂȂ??Ă???B?܂?A?P???f?[?^???????x???f?[?^?i?e?X?g?摜?j?̐??𗦂̕??????????l?ł???B????͌P???f?[?^?ɑ??ĉߏ?ɓK?????Ă????Ԃł???B?@?B?w?K?̗p??ŁA???̏?Ԃ??ߊw?K?iOver-fitting?F?ߏ?K???j?ƌĂ??B???Ȃ݂ɁA?P???f?[?^?????Ȃ?????Ȃǂ??ēK?????s?????Ă????Ԃ́A?w?K?s???iUnder-fitting?F?ߏ??K???j?ƌĂ??B
?@?ߊw?K??h???ɂ́A
- ?ł??邾???A??萔?????̉摜?f?[?^??lj?????
- ???L?x?ȃo???G?[?V?????ʼn摜??p?ӂ???i?摜???݂??Ɏ??????Ȃ??悤?ɂ???j
?Ƃ??????܂??͍l??????B
?@?????̂????p?t?H?[?}???X?i?????𗦂Ȃǂ̐??x?j??????ꂽ??A???Ɏ茳?Ŋw?K?ς݃??f???????Ă݂悤?B
4. ?mPlay?n?i???s?j
?@?w?K?ς݃??f?????????ɂ́A?mPlay?n?y?[?W???J???āA?E??ɂ???A
- ?mImages?n?F ?????̉摜?t?@?C?????h???b?O???h???b?v????Ɖ摜???ނł???
- ?mCamera?n?F Web?J?????̃r?f?I?X?g???[?????烊?A???^?C???ɉ摜???ނł???
???N???b?N????B?}14?́mCamera?n?ŁuLady Grey?v???B?e???Ă???Ƃ???ŁA???m?ɕ??ނ??ꂽ?B
?@???̂悤?ɁA?g???[?j???O?ɂ??A???x???ɂ??g???Ă??Ȃ??A???m?̃e?X?g?f?[?^?i?{?e?ł́uPlay?摜?v?ƌĂԁj?ɑ???p?t?H?[?}???X?i?????\?A???x?j?́A?ĉ??i?͂j???\?ƌĂ??B???́mPlay?n?Ō땪?ނ??????Ƃ????ꍇ?́A?ĉ??i?͂j???\?ɖ?肪????Ƃ??????ƂɂȂ?B?P???f?[?^?Ɛ??x???f?[?^?i?e?X?g?摜?j?ɉߏ?K?????Ă???\????????̂ŁA??L?̉ߊw?K???Q?l?Ƀg???[?j???O???????K?v?????邾?낤?B
?@?Ȃ??A?}14?ɂ??????Ă???ʂ?APlay?摜?????̂܂܌P???f?[?^?i???????̓e?X?g?摜?j?ɒlj????邱?Ƃ??ȒP?ɂł???B?땪?ނ???Ă???ꍇ?́A?}15?̂悤?ɂ??ă??x???????e?L?X?g???͂??邾???ł???B???x???????N???b?N????ƁA3?̌?₪?????\???????d?g?݂??B
5. ?mExport?n?i?G?N?X?|?[?g?j
?@?Ō?ɁA?w?K?ς݃??f???????^?p??????@?ɂ??Ă??????Ă݂悤?B
?@????????ɊȒP?ŁA?}16?̂悤?ɁA????̃??j???[?{?^??????mExport?n??I?????A????ɂ??\???????_?C?A???O?ŁA
- ?mTensorFlow?n?F Linux??Windows?Ȃǂ̒ʏ?̃R???s???[?^?[???Ŏ??s????ꍇ
- ?mTensorFlow Lite?n?F ?G?b?W?f?o?C?X??o?C???f?o?C?X???Ŏ??s????ꍇ
- ?mLocal API?n?F ?w?K?ς݃??f????Web API?????ĉ??炩?̃A?v???P?[?V?????ŌĂяo???????ꍇ
?̂????ꂩ???N???b?N????悢?B???p?ɂ??P?[?X?E?o?C?E?P?[?X?őI??????B
?@?mLocal API?n??Web?A?v???J???҂ł???Ύ????₷?????낤?B?????I??Web API?iREST?`???j??????ă??[?J??PC???Ńz?X?g???ČĂяo????i?}16?j?B???????A?????܂Ń??[?J???ł̃v???g?^?C?v?J???p?ł???A???^?p?ł????ԂŒ????@?\?ł͂Ȃ??悤?ł???B???^?p?Ɉڍs????ɂ́A??L?́mTensorFlow?n???̗p????K?v?????邾?낤?B
?}16?@?mLocal API?n?ɂ??Web API?iREST?`???j?̐??????@?ł́mTensorFlow?n??I?Ƃ??ɂ͂ǂ̂悤?Ȃ??̂??o?͂???邩?Ƃ????ƁA2020?N11??16?????_?̃x?[?^?łł́ATensorFlow ?o?[?W????1.15.3?p?̃??f???????????ꂽ?i?}17?j?B
?@?????TensorFlow?ɓǂݍ??܂??邱?Ƃœ???????B???A???̍?Ƃ͖{?e?́u?O??m???s?v?v?ɔ????邾?낤?B????ɑ??????????p?ӂ???Ă???BPython?̒m???͕K?v?ɂȂ邪?A
- GitHub???|?W?g???F lobe/lobe-python: Python toolset for working with Lobe models
?Ƃ???Lobe????Python?c?[???Z?b?g??????Ă???A????????p????ƃ??X?g1?Ɏ???6?s???x?̃R?[?h?????Ŋw?K?ς݃??f???????p?ł???BTensorFlow?̒m???͈?ؕs?v???B???????Alobe-python???ˑ?????TensorFlow?Ȃǂ̃??C?u?????̃C???X?g?[?????K?v?ɂȂ?̂ŁA??L?????N??́mInstall?n???̃R?}???h?Q?????O?Ɏ??s????K?v??????B
# ??L?c?[???Z?b?g?̃??W???[?????C???|?[?g
from lobe import ImageModel
# ?G?N?X?|?[?g????TensorFlow???f???̃t?H???_?[???w?肵?ă??[?h
model = ImageModel.load('path/to/exported/model')
# ?摜?t?@?C???̃p?X???w?肵?ė\???i???摜???ށj???A???ʂ??擾
result = model.predict_from_file('path/to/file.jpg')
# ?\???i???摜???ށj?̌??ʂ??o??
print(result.prediction)
# ?e???x???ɂ?????\???l?̏o??
for label, prop in result.labels:
print(f"{label}: {prop*100}%")
# ?o?͗?
# Darjeeling: 100.0%
# Prince of Wales: 0.0%
# Lady Grey: 0.0%
# English Breakfast: 0.0%
# Earl Grey: 0.0%
?@?܂??A
- GitHub???|?W?g???F lobe/lobe.NET: .NET library for lobe.
?Ƃ???Lobe????.NET???C?u??????????Ă???A?R?[?h??͊??????邪C#?ȂǂŊȒP?ȃR?[?h???????????Ŋw?K?ς݃??f?????g????B???????A.NET?Ŏg?????߂ɂ́ATensorFlow?̃??f???`??????ONNX?iOpen Neural Network eXchange?A?u?I?j?L?X?v?ƌĂ?Ă???j?Ƃ??????ʃt?H?[?}?b?g?ɕϊ?????K?v??????B????ɂ́Atf2onnx?c?[?????g???K?v??????APython???͈??Ԃ???????B
?@TensorFlow Lite?ɂ??ẮAtflite_runtime ?o?[?W????2.1.0?p?̃??f???????????ꂽ?B????????p????ꍇ?i???????????_??Raspberry Pi?̂݁j?ɂ??A?O?q????Lobe????Python?c?[???Z?b?g?????p?ł???悤?ł???i?Q?l?F?ulobe-python/examples/raspberry-pi?v?j?B????ȊO?̊??p???s???ꍇ?́A?o?̓t?H???_?[???ɂ???example?t?H???_?[???̃t?@?C?????e???Q?l?ɂ??Ăق????B
Lobe??????Ɋ??p????ɂ?
?@?ȏ?ALobe?̂قڑS?@?\???Љ???B???̂??߁A????͐??肾??????̓??e?ɂȂ????B
?@????ŏЉ????Ȃ????????e?ɁA???܂?g??Ȃ?????????Ȃ????V???[?g?J?b?g?L?[?@?\??????B??????g???A?L?[?????ō????ɍ?Ƃł???悤?ɂȂ邾?낤?B
?@Lobe?ɂ́A?摜?f?[?^?Z?b?g?쐬?p??Image Tools???ʂŒ???Ă???i?}18?j?BCSV?`???t?@?C???ɕۑ?????URL???X?g????摜?t?@?C???Q?????W??????A?w?K?ς݃??f???ɂ??\????GUI?`???ŊȒP?ɍs?????肷??B???_?Ƃ??ċN???????Ȃ?d???B
?@????ł?CPU?ł????g???[?j???O?ł??Ȃ??B??????GPU?T?|?[?g???܂??Ȃ??o?ꂷ??Ƃ̂??ƂȂ̂ŁALobe???C?ɓ??????l??SNS?Ȃǂŏ????W????Ƃ悢???낤?B?Ō?Ɋe????ɃA?N?Z?X?ł??郊???N???X?g???f?ڂ??ďI???Ƃ???B
?@?Ō?܂œǂ?ł??????????ӂ?\???グ?????B?A?ړo?^?????Ă??Ў????????ǂ?????????Ƃ??ꂵ???B
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