aisangam / facenet-real-time-face-recognition-using-deep-learning-tensorflow

Facenet-Real-time-face-recognition-using-deep-learning-Tensorflow

Facenet: Real-time face recognition using deep learning Tensorflow

This is completly based on deep learning nueral network and implented using Tensorflow framework. Here you will get how to implement fastly and you can find code at github and uses is demonstrated at YouTube.

Installation Python Libraries:

• Tensorflow (1.4.0)
• Scipy (0.17.0)
• Scikit-learn (0.19.1)
• Opencv (2.4.9.1)

For ipmlementation and run this code follow this BLOG link. Implemention in video is shown HERE.

Usage:

Well this facenet is defined and implementation of facenet paper published in Arxiv (FaceNet: A Unified Embedding for Face Recognition and Clustering). And also contain the idea of two paper named as "A Discriminative Feature Learning Approach for Deep Face Recognition" and "Deep Face Recognition". For deep understanding about its concept you can follow upper paper. One also main part is that for genearating your own model you can follow this link Face Recognition using Tensorflow. David Sandberg have nicely implemnted you can also find it on Github for complete code and uses.

facenet-real-time-face-recognition-using-deep-learning-tensorflow's Issues

IndexError: list index out of range

File "test_video.py", line 99, in
cropped[i] = facenet.flip(cropped[i], False)
IndexError: list index out of range

webcam

How to use this for webcam for live face recognition?

How to choose a model?(pb file)

Hi, I'm trying to use your code. But I stocked at "Training of Model" step. I don't know what model I can choose to put it inside the folder named as “model”. If I want to use other's cnn model for this, would I need to check the input size and bench to fit the pre_img?

Change for number of iteration

Hi,

I made change for 5000 number of iteration to train my images in file /packages/classifier.py.
Following are the changes I made.
Here is code snippet.
batch_size = 200
image_size = 300
nrof_images = len(path)
print(nrof_images)
#nrof_batches_per_epoch = int(math.ceil(1.0 * nrof_images / batch_size))
nrof_batches_per_epoch=5000
emb_array = np.zeros((nrof_images, embedding_size))
for i in range(nrof_batches_per_epoch):

After running classifier_train.py , I got following error:

Traceback (most recent call last):
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 1322, in _do_call
return fn(*args)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 1307, in _run_fn
options, feed_dict, fetch_list, target_list, run_metadata)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 1409, in _call_tf_sessionrun
run_metadata)
tensorflow.python.framework.errors_impl.InvalidArgumentError: Reshape cannot infer the missing input size for an empty tensor unless all specified input sizes are non-zero
[[Node: InceptionResnetV1/Logits/Flatten/flatten/Reshape = Reshape[T=DT_FLOAT, Tshape=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](InceptionResnetV1/Logits/AvgPool_1a_8x8/AvgPool, InceptionResnetV1/Logits/Flatten/flatten/Reshape/shape)]]

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
File "classifier_train.py", line 14, in
get_file=obj.main_train()
File "/home/ubuntu/brgupta_workspace/face_recognition/facenet/packages/classifier.py", line 51, in main_train
emb_array[start_index:end_index, :] = sess.run(embeddings, feed_dict=feed_dict)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 900, in run
run_metadata_ptr)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 1135, in _run
feed_dict_tensor, options, run_metadata)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 1316, in _do_run
run_metadata)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 1335, in _do_call
raise type(e)(node_def, op, message)
tensorflow.python.framework.errors_impl.InvalidArgumentError: Reshape cannot infer the missing input size for an empty tensor unless all specified input sizes are non-zero
[[Node: InceptionResnetV1/Logits/Flatten/flatten/Reshape = Reshape[T=DT_FLOAT, Tshape=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](InceptionResnetV1/Logits/AvgPool_1a_8x8/AvgPool, InceptionResnetV1/Logits/Flatten/flatten/Reshape/shape)]]

Caused by op 'InceptionResnetV1/Logits/Flatten/flatten/Reshape', defined at:
File "classifier_train.py", line 14, in
get_file=obj.main_train()
File "/home/ubuntu/brgupta_workspace/face_recognition/facenet/packages/classifier.py", line 30, in main_train
facenet.load_model(self.modeldir)
File "/home/ubuntu/brgupta_workspace/face_recognition/facenet/packages/facenet.py", line 388, in load_model
saver = tf.train.import_meta_graph(os.path.join(model_exp, meta_file))
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/training/saver.py", line 1955, in import_meta_graph
**kwargs)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/framework/meta_graph.py", line 743, in import_scoped_meta_graph
producer_op_list=producer_op_list)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/util/deprecation.py", line 432, in new_func
return func(*args, **kwargs)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/framework/importer.py", line 513, in import_graph_def
_ProcessNewOps(graph)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/framework/importer.py", line 303, in _ProcessNewOps
for new_op in graph._add_new_tf_operations(compute_devices=False): # pylint: disable=protected-access
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 3540, in _add_new_tf_operations
for c_op in c_api_util.new_tf_operations(self)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 3540, in
for c_op in c_api_util.new_tf_operations(self)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 3428, in _create_op_from_tf_operation
ret = Operation(c_op, self)
File "/home/ubuntu/.local/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 1718, in init
self._traceback = self._graph._extract_stack() # pylint: disable=protected-access

InvalidArgumentError (see above for traceback): Reshape cannot infer the missing input size for an empty tensor unless all specified input sizes are non-zero
[[Node: InceptionResnetV1/Logits/Flatten/flatten/Reshape = Reshape[T=DT_FLOAT, Tshape=DT_INT32, _device="/job:localhost/replica:0/task:0/device:CPU:0"](InceptionResnetV1/Logits/AvgPool_1a_8x8/AvgPool, InceptionResnetV1/Logits/Flatten/flatten/Reshape/shape)]]

---

Please help me to train my images for 10000 number of iterations.
Thanks in advance.

Time interval issue

While running program with live video, the time difference between running video and current time makes me confused. So I just want to know is there any option to run live video without any delay in secs or can I able to change the delay to lesser seconds?

Could you give the code of model training?

The project is well job.But I want the code of model training.If you could contribute,I will feel grateful for you.

Where is this file located? Python initializer.py

This type of labeling can be accomplished with image labeling data. All the work will be done by the program automatically you only have to run this file. Python initializer.py

how to align images

hi , i have new set of data to do alignment for that . without alignment im getting issue . help me

Object arrays cannot be loaded when allow_pickle=False

when i try to run the data_preprocess.py i get the following error :
Object arrays cannot be loaded when allow_pickle=False

help please !

file not found /packages/det1.npy

/home/ahmed/deep_learning/assigments/.env/lib/python3.5/site-packages/numpy/lib/npyio.py in load(file, mmap_mode, allow_pickle, fix_imports, encoding)
370 own_fid = False
371 if isinstance(file, basestring):
--> 372 fid = open(file, "rb")
373 own_fid = True
374 elif is_pathlib_path(file):

FileNotFoundError: [Errno 2] No such file or directory: '/home/ahmed/deep_learning/assigments/Facenet-Real-time-face-recognition-using-deep-learning-Tensorflow/packages/det1.npy'

Quantizing the model

Hi, my group used this GitHub repository to do a project on face recognition. We want to run the model and TensorFlow code on ZCU102 board, but it requires the model to be quantized, and I am having problem in quantizing the model. Anyone has achieved in quantizing the model (.pb file) or running this model and python code (TensorFlow) on ZCU101 board before?

Really appreciate your help, and thank you in advanced.

Error while converting to tflite model.

I am trying to convert this "20170511-185253.pb" model to tflite version, using this script.

    import tensorflow as tf
    graph_def_file = "./model/20170511-185253.pb"
    input_arrays = ["input"]
    output_arrays = ["embeddings"]
    input_shapes = {
        "input": [1, 160, 160, 3]
    }
    converter = tf.contrib.lite.TFLiteConverter.from_frozen_graph(
       graph_def_file, input_arrays, output_arrays, input_shapes)
    tflite_model = converter.convert()
    open("converted_model.tflite", "wb").write(tflite_model)

But I am getting following error:

(tf_gpu) gaurav.gupta@IBS-LAP-127:~/projects/facenet_recognition$ python pb_to_tflite.py 
2019-03-13 14:34:10.825250: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
2019-03-13 14:34:10.919603: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
2019-03-13 14:34:10.920223: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 0 with properties: 
name: GeForce GTX 1070 with Max-Q Design major: 6 minor: 1 memoryClockRate(GHz): 1.379
pciBusID: 0000:01:00.0
totalMemory: 7.93GiB freeMemory: 6.84GiB
2019-03-13 14:34:10.920258: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0
2019-03-13 14:34:11.121134: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-03-13 14:34:11.121164: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988]      0 
2019-03-13 14:34:11.121170: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0:   N 
2019-03-13 14:34:11.121345: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6592 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1)
Traceback (most recent call last):
  File "pb_to_tflite.py", line 12, in <module>
    tflite_model = converter.convert()
  File "/home/gaurav.gupta/softwares/yes/envs/tf_gpu/lib/python3.6/site-packages/tensorflow/contrib/lite/python/lite.py", line 453, in convert
    **converter_kwargs)
  File "/home/gaurav.gupta/softwares/yes/envs/tf_gpu/lib/python3.6/site-packages/tensorflow/contrib/lite/python/convert.py", line 342, in toco_convert_impl
    input_data.SerializeToString())
  File "/home/gaurav.gupta/softwares/yes/envs/tf_gpu/lib/python3.6/site-packages/tensorflow/contrib/lite/python/convert.py", line 135, in toco_convert_protos
    (stdout, stderr))
RuntimeError: TOCO failed see console for info.
b'2019-03-13 14:34:15.913637: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: FIFOQueueV2\n2019-03-13 14:34:15.913679: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1127] Op node missing output type attribute: batch_join/fifo_queue\n2019-03-13 14:34:15.913690: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: QueueDequeueUpToV2\n2019-03-13 14:34:15.913695: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1127] Op node missing output type attribute: batch_join\n2019-03-13 14:34:15.913749: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.913768: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.913868: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.913885: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.914028: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.914046: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.914115: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.914131: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.914496: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.914518: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.915504: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.915544: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.915630: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.915646: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.915712: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.915727: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.915794: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.915809: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.915876: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.915891: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.915960: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.915975: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916041: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916056: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916167: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916183: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916269: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916284: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916371: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916386: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916453: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916467: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916534: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916548: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916615: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916629: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916729: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916743: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916814: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916829: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916897: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916912: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.916980: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.916995: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917063: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917078: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917148: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917162: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917265: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917280: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917355: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917370: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917438: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917453: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917523: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917538: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917609: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917624: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917695: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917709: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917815: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917830: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.917901: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.917916: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.918022: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.918038: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.918133: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.918148: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.918237: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.918252: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.918339: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.918354: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.920512: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.920544: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.920660: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.920697: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.921265: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.921283: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.922304: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.922324: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.922523: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.922540: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.922693: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.922709: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.922845: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.922860: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.923001: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.923016: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.923681: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.923699: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.923834: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.923850: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.924075: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.924091: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.924321: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.924338: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.925033: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.925051: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.925278: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.925294: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.925523: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.925539: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.925762: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.925778: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.926516: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.926533: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.926763: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.926780: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.927012: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.927029: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.927258: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.927274: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.927939: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.927957: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.928193: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.928210: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.928441: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.928457: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.928687: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.928703: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.929357: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.929374: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.929605: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.929643: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.929890: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.929906: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.930140: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.930157: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.930831: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.930850: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.931127: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.931143: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.931382: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.931398: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.931632: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.931648: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.932331: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.932350: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.932590: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.932606: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.932838: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.932855: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.933086: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.933101: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.933768: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.933786: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.934021: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.934038: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.934272: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.934287: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.934532: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.934548: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.935218: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.935236: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.935478: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.935495: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.935744: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.935760: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.935995: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.936012: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.936999: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.937019: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.939102: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.939132: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.939420: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.939437: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.940597: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.940616: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.940909: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.940927: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.942358: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.942382: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.943472: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.943492: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.944007: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.944026: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.944701: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.944720: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.944942: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.944958: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.945138: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.945154: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.947236: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.947264: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.947922: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.947939: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.948211: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.948228: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.948422: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.948438: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.950489: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.950518: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.951184: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.951201: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.951420: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.951436: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.951621: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.951637: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.953747: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.953777: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.954462: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.954481: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.954694: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.954711: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.954896: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.954912: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.957029: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.957057: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.957697: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.957715: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.957934: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.957969: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.958172: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.958188: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.960146: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.960241: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.960983: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.961001: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.961234: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.961250: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.961443: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.961459: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:15.963523: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: SquaredDifference\n2019-03-13 14:34:15.963552: I tensorflow/contrib/lite/toco/import_tensorflow.cc:1080] Converting unsupported operation: Reciprocal\n2019-03-13 14:34:16.278147: I tensorflow/contrib/lite/toco/graph_transformations/graph_transformations.cc:39] Before Removing unused ops: 6154 operators, 8939 arrays (0 quantized)\n2019-03-13 14:34:16.552631: I tensorflow/contrib/lite/toco/graph_transformations/graph_transformations.cc:39] After Removing unused ops pass 1: 4804 operators, 6804 arrays (0 quantized)\n2019-03-13 14:34:16.816785: I tensorflow/contrib/lite/toco/graph_transformations/graph_transformations.cc:39] Before general graph transformations: 4804 operators, 6804 arrays (0 quantized)\nSegmentation fault (core dumped)\n'
None```

i trained model with 2000 images . but when i run it saying if HumanNames[best_class_indices[0]] == H_i: IndexError: list index out of range

i trained model with 2000 images . but when i run it saying if HumanNames[best_class_indices[0]] == H_i: IndexError: list index out of range
Result Indices: 1872
HumanNames: ['Akshay Kumar', 'Nawazuddin Siddiqui', 'Salman Khan', 'Shahrukh Khan', 'Sunil Shetty', 'Sunny Deol']
Traceback (most recent call last):
File "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/runpy.py", line 193, in _run_module_as_main
"main", mod_spec)
File "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/runpy.py", line 85, in _run_code
exec(code, run_globals)
File "/Users/abhishekkumar/Downloads/face/test_image.py", line 130, in
if HumanNames[best_class_indices[0]] == H_i:
IndexError: list index out of range

Save the detected Video

Hi @AISangam,

I would like to save the detected video in the result directory. May I know how can I do that?

how many numbers of layers are there in this program?

hello... i want to use your program but i have to understand it first. so can you please tell me how many layers you have used in this program?

ValueError: tile cannot extend outside image

Image: ./train_img/nandhu/nandhuThuFeb2115:46:142019.jpg
No of Detected Face: 0
Unable to align "./train_img/nandhu/nandhuThuFeb2115:46:142019.jpg"
Image: ./train_img/nandhu/nandhuThuFeb2115:46:252019.jpg
No of Detected Face: 1
Traceback (most recent call last):
File "data_preprocess.py", line 7, in
nrof_images_total,nrof_successfully_aligned=obj.collect_data()
File "/home/s1th/Documents/focus/Facenet-Real-time-face-recognition-using-deep-learning-Tensorflow-master/preprocess.py", line 93, in collect_data
scaled_temp = misc.imresize(cropped_temp, (image_size, image_size), interp='bilinear')
File "/home/s1th/anaconda3/lib/python3.6/site-packages/numpy/lib/utils.py", line 101, in newfunc
return func(*args, **kwds)
File "/home/s1th/anaconda3/lib/python3.6/site-packages/scipy/misc/pilutil.py", line 555, in imresize
im = toimage(arr, mode=mode)
File "/home/s1th/anaconda3/lib/python3.6/site-packages/numpy/lib/utils.py", line 101, in newfunc
return func(*args, **kwds)
File "/home/s1th/anaconda3/lib/python3.6/site-packages/scipy/misc/pilutil.py", line 408, in toimage
image = Image.frombytes(mode, shape, strdata)
File "/home/s1th/anaconda3/lib/python3.6/site-packages/PIL/Image.py", line 2412, in frombytes
im.frombytes(data, decoder_name, args)
File "/home/s1th/anaconda3/lib/python3.6/site-packages/PIL/Image.py", line 811, in frombytes
d.setimage(self.im)
ValueError: tile cannot extend outside image

i think there a problem with the misc.resize part in preprocessing.py

AttributeError: 'int' object has no attribute 'value'

Where is the npy folder?

Is it correctly identify unknown image

Hi
I was trying to identify unknown image , which is not part of train image. I just used ['Akshay Kumar', 'Nawazuddin Siddiqui', 'Salman Khan', 'Shahrukh Khan'] to train the image , then using test_image.py and pass one sunny deol image , it classify it as Salman Khan , but as per the code i was expecting it will mentioned Alignment Failure. do we have to add some unknow label and add some junk image there.

I appreciate your suggestions
Thanks

issue regarding tenserflow

AttributeError Traceback (most recent call last)
in
5
6 obj=preprocesses(input_datadir,output_datadir)
----> 7 nrof_images_total,nrof_successfully_aligned=obj.collect_data()
8
9 print('Total number of images: %d' % nrof_images_total)

~\testing new\preprocess.py in collect_data(self)
22
23 dataset = facenet.get_dataset(self.input_datadir)
---> 24 with tf.compat.v1.Graph().as_default():
25 gpu_options = tf.compat.v1.GPUOptions(per_process_gpu_memory_fraction=0.5)
26 sess = tf.compat.v1.Session(config=tf.ConfigProto(gpu_options=gpu_options, log_device_placement=False))

AttributeError: module 'tensorflow' has no attribute 'Session'

This is my error i have tried adding v1.compat it worked for some lines but here it sis giving error

ValueError: could not broadcast input array from shape (125,160,3) into shape (160,160,3)

When i run python train_main.py this file . it shows me this error. Any one know about it?

I was able to successfully run your program and it is awesome.But can You clarify what is the use of pre_img folder when we already have train_img folder

data_preprocess.py is missing

Hi,

The file data_preprocess.py is missing in the repo.

Can someone please help me find that file?

Best Regards

libcublas.so.10.0: cannot open shared object file: No such file or directory

Traceback (most recent call last):
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/pywrap_tensorflow.py", line 58, in
from tensorflow.python.pywrap_tensorflow_internal import *
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in
_pywrap_tensorflow_internal = swig_import_helper()
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/usr/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/usr/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: libcublas.so.10.0: cannot open shared object file: No such file or directory

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
File "preprocess.py", line 6, in
import tensorflow as tf
File "/usr/local/lib/python3.6/dist-packages/tensorflow/init.py", line 24, in
from tensorflow.python import pywrap_tensorflow # pylint: disable=unused-import
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/init.py", line 49, in
from tensorflow.python import pywrap_tensorflow
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/pywrap_tensorflow.py", line 74, in
raise ImportError(msg)
ImportError: Traceback (most recent call last):
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/pywrap_tensorflow.py", line 58, in
from tensorflow.python.pywrap_tensorflow_internal import *
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in
_pywrap_tensorflow_internal = swig_import_helper()
File "/usr/local/lib/python3.6/dist-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/usr/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/usr/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: libcublas.so.10.0: cannot open shared object file: No such file or directory

Failed to load the native TensorFlow runtime.

hi,
when i run the preprocess.py file,i got these error. can anyone pls help me out. I am a fresher.

AttributeError: module 'tensorflow' has no attribute 'GPUOptions'

I have changed nothing, I just tried running data_preprocess and I solved all the errors that occurred except this.. can you help?

Reloaded modules: preprocess, facenet, detect_face
Traceback (most recent call last):

File "D:\Projects\Mini Project\Facenet-Real-time-face-recognition-using-deep-learning-Tensorflow\data_preprocess.py", line 5, in
nrof_images_total,nrof_successfully_aligned=obj.collect_data()

File "D:\Projects\Mini Project\Facenet-Real-time-face-recognition-using-deep-learning-Tensorflow\preprocess.py", line 23, in collect_data
gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0.5)

AttributeError: module 'tensorflow' has no attribute 'GPUOptions'

Traceback (most recent call last): File "initializer.py", line 7, in <module> nrof_images_total,nrof_successfully_aligned=obj.collect_data() TypeError: 'NoneType' object is not iterable

Traceback (most recent call last):
File "initializer.py", line 7, in
nrof_images_total,nrof_successfully_aligned=obj.collect_data()
TypeError: 'NoneType' object is not iterable

Any suggestion?

output images for reports

Which line of code we need to change to solve indentifying unknow person problem

It is detecting unknown person , which line of code we need to change to correct this ?

The picture train_img/Akshay Kumar/ActiOn_42.jpg is bad

When I run the file data_preprocess.py :

./train_img\Akshay Kumar\ActiOn_42.jpg: cannot identify image file './train_img\Akshay Kumar\ActiOn_42.jpg'

.ipynb _checkpoint

[[0.5116831 0.26104417 0.01238385 0.01120332 0.0531141 0.03149175
0.11907972]]
[0.5116831]
Result Indices: 0
['.ipynb_checkpoints', 'Akshay Kumar', 'Footballer', 'Nawazuddin Siddiqui', 'Salman Khan', 'Shahrukh Khan', 'Sunil Shetty', 'Sunny Deol']

I have attached the result in .png file , it is showing name of person as .ipynb_checkpoint.
Please help me with this issue.

How to add UNknown label for untrained images

HI,

I am using this code to identify unknown faces that are not trained, so Can you please let me know, where to add "Unknown" label, so that I can take screen shot of those unknown persons to train later.

Thanks
Guru

Getting the issue while training the model ValueError: could not broadcast input array from shape (154,160,3) into shape (160,160,3)

Extracting features of images for model
Traceback (most recent call last):
File "train_main.py", line 12, in
get_file=obj.main_train()
File "D:\Computer Vision Projects\Face-Recogniotion-using-facenet\Facenet-Real-time-face-recognition-using-deep-learning-Tensorflow\classifier.py", line 43, in main_train
images = facenet.load_data(paths_batch, False, True, image_size)
File "D:\Computer Vision Projects\Face-Recogniotion-using-facenet\Facenet-Real-time-face-recognition-using-deep-learning-Tensorflow\facenet.py", line 265, in load_data
images[i,:,:,:] = img
ValueError: could not broadcast input array from shape (154,160,3) into shape (160,160,3)

How many person able to detect correctly?

Scenario
In a single frame in an ongoing video....
The frame have 3 person
will it able to detect and identify these 3 person accurately?