我按照以下教程在SSD-Mobilenet默认架构上训练了我自己的自定义图像：https://pythonprogramming.net/custom-objects-tracking-tensorflow-object-detection-api-tutorial/我通过执行以下命令导出了冻结的模型：
python export_inference_graph.py --input_type image_tensor --pipeline_config_path training/ssd_mobilenet_v1_pets.config --trained_checkpoint_prefix training/model.ckpt-10548 --output_directory chip_graph
然后我尝试使用object_detection_tutorial.ipynb导入我的冻结图来测试我的模型在网络上以前没见过的一些图像上 .
但是我看到以下错误：（Windows 7，TensorFlow-GPU = 1.5（也尝试使用CPU 1.5和GPU 1.7），Python 3.5，Anaconda环境）
---------------------------------------------------------------------------
InvalidArgumentError Traceback (most recent call last)
~\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _do_call(self, fn, *args)
1349 try:
-> 1350 return fn(*args)
1351 except errors.OpError as e:
~\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _run_fn(session, feed_dict, fetch_list, target_list, options, run_metadata)
1328 feed_dict, fetch_list, target_list,
-> 1329 status, run_metadata)
1330
~\Anaconda3\lib\site-packages\tensorflow\python\framework\errors_impl.py in __exit__(self, type_arg, value_arg, traceback_arg)
472 compat.as_text(c_api.TF_Message(self.status.status)),
--> 473 c_api.TF_GetCode(self.status.status))
474 # Delete the underlying status object from memory otherwise it stays alive
InvalidArgumentError: NodeDef mentions attr 'index_type' not in Op<name=Fill; signature=dims:int32, value:T -> output:T; attr=T:type>; NodeDef: MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/ones = Fill[T=DT_INT32, index_type=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/Reshape, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/delta). (Check whether your GraphDef-interpreting binary is up to date with your GraphDef-generating binary.).
[[Node: MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/ones = Fill[T=DT_INT32, index_type=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/Reshape, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/delta)]]
During handling of the above exception, another exception occurred:
InvalidArgumentError Traceback (most recent call last)
<ipython-input-10-4c89a4180744> in <module>()
7 image_np_expanded = np.expand_dims(image_np, axis=0)
8 # Actual detection.
----> 9 output_dict = run_inference_for_single_image(image_np, detection_graph)
10 # Visualization of the results of a detection.
11 vis_util.visualize_boxes_and_labels_on_image_array(
<ipython-input-9-3f18aee9e6d8> in run_inference_for_single_image(image, graph)
33 # Run inference
34 output_dict = sess.run(tensor_dict,
---> 35 feed_dict={image_tensor: np.expand_dims(image, 0)})
36
37 # all outputs are float32 numpy arrays, so convert types as appropriate
~\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in run(self, fetches, feed_dict, options, run_metadata)
893 try:
894 result = self._run(None, fetches, feed_dict, options_ptr,
--> 895 run_metadata_ptr)
896 if run_metadata:
897 proto_data = tf_session.TF_GetBuffer(run_metadata_ptr)
~\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _run(self, handle, fetches, feed_dict, options, run_metadata)
1126 if final_fetches or final_targets or (handle and feed_dict_tensor):
1127 results = self._do_run(handle, final_targets, final_fetches,
-> 1128 feed_dict_tensor, options, run_metadata)
1129 else:
1130 results = []
~\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _do_run(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)
1342 if handle is None:
1343 return self._do_call(_run_fn, self._session, feeds, fetches, targets,
-> 1344 options, run_metadata)
1345 else:
1346 return self._do_call(_prun_fn, self._session, handle, feeds, fetches)
~\Anaconda3\lib\site-packages\tensorflow\python\client\session.py in _do_call(self, fn, *args)
1361 except KeyError:
1362 pass
-> 1363 raise type(e)(node_def, op, message)
1364
1365 def _extend_graph(self):
InvalidArgumentError: NodeDef mentions attr 'index_type' not in Op<name=Fill; signature=dims:int32, value:T -> output:T; attr=T:type>; NodeDef: MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/ones = Fill[T=DT_INT32, index_type=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/Reshape, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/delta). (Check whether your GraphDef-interpreting binary is up to date with your GraphDef-generating binary.).
[[Node: MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/ones = Fill[T=DT_INT32, index_type=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/Reshape, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/delta)]]
Caused by op 'MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/ones', defined at:
File "C:\Users\myname\Anaconda3\lib\runpy.py", line 193, in _run_module_as_main
"__main__", mod_spec)
File "C:\Users\myname\Anaconda3\lib\runpy.py", line 85, in _run_code
exec(code, run_globals)
File "C:\Users\myname\Anaconda3\lib\site-packages\ipykernel_launcher.py", line 16, in <module>
app.launch_new_instance()
File "C:\Users\myname\Anaconda3\lib\site-packages\traitlets\config\application.py", line 658, in launch_instance
app.start()
File "C:\Users\myname\Anaconda3\lib\site-packages\ipykernel\kernelapp.py", line 477, in start
ioloop.IOLoop.instance().start()
File "C:\Users\myname\Anaconda3\lib\site-packages\zmq\eventloop\ioloop.py", line 177, in start
super(ZMQIOLoop, self).start()
File "C:\Users\myname\Anaconda3\lib\site-packages\tornado\ioloop.py", line 888, in start
handler_func(fd_obj, events)
File "C:\Users\myname\Anaconda3\lib\site-packages\tornado\stack_context.py", line 277, in null_wrapper
return fn(*args, **kwargs)
File "C:\Users\myname\Anaconda3\lib\site-packages\zmq\eventloop\zmqstream.py", line 440, in _handle_events
self._handle_recv()
File "C:\Users\myname\Anaconda3\lib\site-packages\zmq\eventloop\zmqstream.py", line 472, in _handle_recv
self._run_callback(callback, msg)
File "C:\Users\myname\Anaconda3\lib\site-packages\zmq\eventloop\zmqstream.py", line 414, in _run_callback
callback(*args, **kwargs)
File "C:\Users\myname\Anaconda3\lib\site-packages\tornado\stack_context.py", line 277, in null_wrapper
return fn(*args, **kwargs)
File "C:\Users\myname\Anaconda3\lib\site-packages\ipykernel\kernelbase.py", line 283, in dispatcher
return self.dispatch_shell(stream, msg)
File "C:\Users\myname\Anaconda3\lib\site-packages\ipykernel\kernelbase.py", line 235, in dispatch_shell
handler(stream, idents, msg)
File "C:\Users\myname\Anaconda3\lib\site-packages\ipykernel\kernelbase.py", line 399, in execute_request
user_expressions, allow_stdin)
File "C:\Users\myname\Anaconda3\lib\site-packages\ipykernel\ipkernel.py", line 196, in do_execute
res = shell.run_cell(code, store_history=store_history, silent=silent)
File "C:\Users\myname\Anaconda3\lib\site-packages\ipykernel\zmqshell.py", line 533, in run_cell
return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)
File "C:\Users\myname\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py", line 2698, in run_cell
interactivity=interactivity, compiler=compiler, result=result)
File "C:\Users\myname\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py", line 2802, in run_ast_nodes
if self.run_code(code, result):
File "C:\Users\myname\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py", line 2862, in run_code
exec(code_obj, self.user_global_ns, self.user_ns)
File "<ipython-input-5-0e97fbc26e6d>", line 7, in <module>
tf.import_graph_def(od_graph_def, name='')
File "C:\Users\myname\Anaconda3\lib\site-packages\tensorflow\python\util\deprecation.py", line 316, in new_func
return func(*args, **kwargs)
File "C:\Users\myname\Anaconda3\lib\site-packages\tensorflow\python\framework\importer.py", line 554, in import_graph_def
op_def=op_def)
File "C:\Users\myname\Anaconda3\lib\site-packages\tensorflow\python\framework\ops.py", line 3160, in create_op
op_def=op_def)
File "C:\Users\myname\Anaconda3\lib\site-packages\tensorflow\python\framework\ops.py", line 1625, in __init__
self._traceback = self._graph._extract_stack() # pylint: disable=protected-access
InvalidArgumentError (see above for traceback): NodeDef mentions attr 'index_type' not in Op<name=Fill; signature=dims:int32, value:T -> output:T; attr=T:type>; NodeDef: MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/ones = Fill[T=DT_INT32, index_type=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/Reshape, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/delta). (Check whether your GraphDef-interpreting binary is up to date with your GraphDef-generating binary.).
[[Node: MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/ones = Fill[T=DT_INT32, index_type=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](MultipleGridAnchorGenerator/Meshgrid/ExpandedShape/Reshape, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/delta)]]