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資源簡介

完整工程案例:圖像描述---Show and Tell: A Neural Image Caption Generator,基于Inception V3與LSTM實現圖像描述,運行環境(Tensorflow1.0及以上,Python3.6)

資源截圖

代碼片段和文件信息

#?Copyright?2016?The?TensorFlow?Authors.?All?Rights?Reserved.
#
#?Licensed?under?the?Apache?License?Version?2.0?(the?“License“);
#?you?may?not?use?this?file?except?in?compliance?with?the?License.
#?You?may?obtain?a?copy?of?the?License?at
#
#?????http://www.apache.org/licenses/LICENSE-2.0
#
#?Unless?required?by?applicable?law?or?agreed?to?in?writing?software
#?distributed?under?the?License?is?distributed?on?an?“AS?IS“?BASIS
#?WITHOUT?WARRANTIES?OR?CONDITIONS?OF?ANY?KIND?either?express?or?implied.
#?See?the?License?for?the?specific?language?governing?permissions?and
#?limitations?under?the?License.
#?==============================================================================

“““Image-to-text?model?and?training?configurations.“““

from?__future__?import?absolute_import
from?__future__?import?division
from?__future__?import?print_function


class?ModelConfig(object):
??“““Wrapper?class?for?model?hyperparameters.“““

??def?__init__(self):
????“““Sets?the?default?model?hyperparameters.“““
????#?File?pattern?of?sharded?TFRecord?file?containing?SequenceExample?protos.
????#?Must?be?provided?in?training?and?evaluation?modes.
????#?sharded?TFRecord文件的命名模式
????self.input_file_pattern?=?None

????#?Image?format?(“jpeg“?or?“png“).
????self.image_format?=?“jpeg“

????#?Approximate?number?of?values?per?input?shard.?Used?to?ensure?sufficient
????#?mixing?between?shards?in?training.
????#?每個TFRecord文件的大約數量量
????self.values_per_input_shard?=?2300
????#?Minimum?number?of?shards?to?keep?in?the?input?queue.
????#?輸入隊列的最少shards數量
????self.input_queue_capacity_factor?=?2
????#?Number?of?threads?for?prefetching?SequenceExample?protos.
????#?讀線程數量
????self.num_input_reader_threads?=?1

????#?Name?of?the?SequenceExample?context?feature?containing?image?data.
????#?包含圖片數據的SequenceExample?context?feature名稱
????self.image_feature_name?=?“image/data“
????#?Name?of?the?SequenceExample?feature?list?containing?integer?captions.
????#?包含caption?word_id數據的SequenceExample?feature?list名稱
????self.caption_feature_name?=?“image/caption_ids“

????#?Number?of?unique?words?in?the?vocab?(plus?1?for?).
????#?The?default?value?is?larger?than?the?expected?actual?vocab?size?to?allow
????#?for?differences?between?tokenizer?versions?used?in?preprocessing.?There?is
????#?no?harm?in?using?a?value?greater?than?the?actual?vocab?size?but?using?a
????#?value?less?than?the?actual?vocab?size?will?result?in?an?error.
????#?字典尺寸
????self.vocab_size?=?12000

????#?Number?of?threads?for?image?preprocessing.?Should?be?a?multiple?of?2.
????self.num_preprocess_threads?=?4

????#?Batch?size.
????self.batch_size?=?32

????#?File?containing?an?Inception?v3?checkpoint?to?initialize?the?variables
????#?of?the?Inception?model.?Must?be?provided?when?starting?training?for?the
????#?first?time.
????#?Inception?v3的pre-trained模型文件,首次訓練需要提供
????self.inception_checkpoint_file?=?None

????#?Dimensions?of?Inception?v3?input?images.
????#?Inception?v3的圖片輸出尺寸
????self.image_height?=?299
????self.image_width?=?2

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件????????455??2018-02-22?16:49??Show_And_Tell\.idea\C7_ShowAndTell_TF.iml

?????文件????????185??2018-02-22?16:49??Show_And_Tell\.idea\misc.xml

?????文件????????286??2018-02-22?16:49??Show_And_Tell\.idea\modules.xml

?????文件??????27653??2018-02-24?01:22??Show_And_Tell\.idea\workspace.xml

?????文件?????????56??2017-06-13?19:53??Show_And_Tell\.spyproject\codestyle.ini

?????文件?????????58??2017-06-13?19:53??Show_And_Tell\.spyproject\encoding.ini

?????文件?????????85??2017-06-13?19:53??Show_And_Tell\.spyproject\vcs.ini

?????文件????????162??2017-06-13?19:53??Show_And_Tell\.spyproject\workspace.ini

?????文件???????4507??2017-06-13?19:53??Show_And_Tell\configuration.py

?????文件??????19858??2017-06-13?19:53??Show_And_Tell\data\build_mscoco_data.py

?????文件?????????68??2017-06-13?19:53??Show_And_Tell\data\inception_v3\download.txt

?????文件?????????28??2017-06-13?19:53??Show_And_Tell\data\install_nltk_data.py

?????文件????????138??2017-06-13?19:53??Show_And_Tell\data\mscoco\download.txt

?????文件?????????81??2017-06-13?19:53??Show_And_Tell\data\mscoco\raw-data\annotations\download.txt

?????文件?????140823??2014-08-16?09:35??Show_And_Tell\data\mscoco\raw-data\train2014\COCO_train2014_000000581860.jpg

?????文件?????230425??2014-08-16?09:09??Show_And_Tell\data\mscoco\raw-data\val2014\COCO_val2014_000000000192.jpg

?????文件??????????0??2017-06-13?19:53??Show_And_Tell\data\mscoco\train\no_use.txt

?????文件???????6798??2017-06-13?19:53??Show_And_Tell\evaluate.py

?????文件???????7238??2017-06-13?19:53??Show_And_Tell\inference_utils\caption_generator.py

?????文件???????5759??2017-06-13?19:53??Show_And_Tell\inference_utils\caption_generator_test.py

?????文件???????6548??2017-06-13?19:53??Show_And_Tell\inference_utils\inference_wrapper_base.py

?????文件???????2814??2017-06-13?19:53??Show_And_Tell\inference_utils\vocabulary.py

?????文件??????????0??2017-06-13?19:53??Show_And_Tell\inference_utils\__init__.py

?????文件???????6615??2017-06-13?19:53??Show_And_Tell\inference_utils\__pycache__\caption_generator.cpython-35.pyc

?????文件???????6186??2018-02-23?09:10??Show_And_Tell\inference_utils\__pycache__\caption_generator.cpython-36.pyc

?????文件???????6702??2017-06-13?19:53??Show_And_Tell\inference_utils\__pycache__\inference_wrapper_base.cpython-35.pyc

?????文件???????6496??2018-02-23?09:10??Show_And_Tell\inference_utils\__pycache__\inference_wrapper_base.cpython-36.pyc

?????文件???????2587??2017-06-13?19:53??Show_And_Tell\inference_utils\__pycache__\vocabulary.cpython-35.pyc

?????文件???????2418??2018-02-23?09:10??Show_And_Tell\inference_utils\__pycache__\vocabulary.cpython-36.pyc

?????文件????????153??2017-06-13?19:53??Show_And_Tell\inference_utils\__pycache__\__init__.cpython-35.pyc

............此處省略47個文件信息

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