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A sample project to build a custom Faster RCNN model using Tensorflow object detection API

Home Page: https://medium.com/@vijendra1125/tensorflow-api-custom-object-detection-55444de6562d

License: MIT License

Jupyter Notebook 68.29% Python 31.71%
computer-vision deep-learning object-detection python tensorflow tensorflow-api

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custom-faster-rcnn-using-tensorfow-object-detection-api's Issues

Hi @vijendra

i get error in adding path and string_int_label_map_pb2.. i already install protobuff.. can you please tell me more elabaorately.. I am using windows.. help will be grateful

cannot convert voc to tfrecords

c_api.TF_GetCode(self.status.status))
tensorflow.python.framework.errors_impl.NotFoundError: /media/aman/48aca5a1-5813-4608-90a1-8660bc24c17e/Tensorflow_Object_detection_API-Custom_Faster_RCNN/dataset/VOC2007/ImageSets/Main/aeroplane_train.txt; No such file or directory

Processing slow compared to rcnn

Hi,
Currently myself working in Object Detection , I have used SSD config for Tensor-flow(TF) for training and testing sample video it takes 5fps for one second. Now i want to use the Faster RCNN in desktop , but noticing few performance issue which Executes only 3 Images per second, whereas its slower than SSD config .

Can expect a better performance and accuracy in Faster RCNN when compared to SSD TF?
Is there any available for Lite version of Faster RCNN?

Error: lxml.etree.XMLSyntaxError: Document is empty, line 1, column 1

On line 157, in create_pascal_tf_record.py (from extra folder), when I run xml_str = fid.read(), the resultant xml_str is empty. And hence, when I run xml = etree.fromstring(xml_str), it's throwing the following error:

    xml = etree.fromstring(xml_str)
  File "src/lxml/etree.pyx", line 3237, in lxml.etree.fromstring
  File "src/lxml/parser.pxi", line 1896, in lxml.etree._parseMemoryDocument
  File "src/lxml/parser.pxi", line 1777, in lxml.etree._parseDoc
  File "src/lxml/parser.pxi", line 1082, in lxml.etree._BaseParser._parseUnicodeDoc
  File "src/lxml/parser.pxi", line 615, in lxml.etree._ParserContext._handleParseResultDoc
  File "src/lxml/parser.pxi", line 725, in lxml.etree._handleParseResult
  File "src/lxml/parser.pxi", line 654, in lxml.etree._raiseParseError
  File "<string>", line 1
lxml.etree.XMLSyntaxError: Document is empty, line 1, column 1

I am using the VOC 2012 data and I check the first image and its xml in labelimg and it's not empty.
So why am I getting this error?

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