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Questions tagged [mobilenet]

205 questions
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Converting Mobilenet Model to TFLite changes input size

right now I'm trying to convert a SavedModel to TFLite for use on a raspberry pi. The model is MobileNet Object Detection trained on a custom dataset. The SavedModel works perfectly, and retains the same shape of (1, 150, 150, 3). However, when I…
Zium
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training of image classification with mobileNet: should it be exactly 1 specimen per image?

I am training a Mobilenet neural network to identify animal species. I wonder: For a good result is it important that every image contains just exactly 1 individual? Or can i also train it with images containing multiple individuals of the same…
Martin Cremer
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ValueError: Data cardinality is ambiguous. Make sure all arrays contain the same number of samples?

I am trying to use a MobileNet model but facing above mentioned issue . I don't know if it is occuring due to train_test_split or else . Architecture is shown below Can I use model.fit instead of model.fit_generator here ? mobilenet =…
Hamza
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What is the proper network arhitecture to find car license plates in the pictures to calc on CPU

I planned to use ssd-mobilenet-V2, but read the meaning that it is not the best choice if you find small objects in the picture, which license plates are. I need real-time solution, which I could port to the mobile platform like Raspberry pi &…
Andrey Taranov
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Random Image and Classification with p5.js, TensorFlow and MobileNet

I'm asking for help from the community because I'm stuck with my code. For a project I need to create an image classification program on P5.js using MobileNet and TensorFlow. I wanted to know how to create a button that randomly displays an image…
Miamdeschips
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Don't understand "TensorFlow Object Detection" with OpenCV GitHub Wiki

I am trying to use this wiki to detect objects with Python OpenCV. But I don't understand this line of code we're supposed to use: python tf_text_graph_faster_rcnn.py --input /path/to/model.pb --config /path/to/example.config --output…
Nicooy
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Seeking for advice on near real time object detection for mobile (detect garbage within images)

Hi folks, currently I am trying to build a near-real time object detection model which should run on a mobile device. As I am new to this specific area of computer vision I would appreciate every advice on my current progress and feedback on what I…
aei jaei
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Size of mobilenet's training data (ImageNet)

Is there any information available on how many images/classes from ImageNet were used to train the MobileNet architecture? I have read the paper "MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications" but there's no such…
user13067694
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Is it possible to run ssd_mobilenet_v1_fpn on Android for inference?

I'm making an object detection app for Android, I got good performance while training with ssd_mobilenet_v1_fpn model. I exported frozen inference graph, converted to tflite and quantized it to improve performance. But when i try it on TensorFlow…
vito filomeno
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Finetune model with different number of classes using object detection API

Scope I'm trying to transfer learn a SSD MobileNet v3 (small) model using the object detection API, but my dataset has only 8 classes, while the provided model is pre-trained on COCO (90 classes). If I leave the number of classes of the model…
Guilherme Jacichen
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Tensorflow mobilenet use models offline

Im using mobilenet from tensorflow and are trying to load the models offline. The model loads here: tf.loadModel(this.path)] My first approach was to simply download the model.json and point to that file instead of the full url in my code as…
acroscene
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SSD Mobilenetv2 object detection inference

I trained a Tensorflow SSD Mobilenet v2 object detector and I want to make preditcions on my test images with bounding boxes. Can someone show me an example for the inference?
btamas
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I trained ssd mobilenet v1 on custom dataset , Problem in size reduction for running in jetson

I trained ssd mobilenet v1 on custom dataset now I want to run in jetson, I converted it to frozen graph pb file using tensorflow object detection api, i want to run this model on jetson nano, but I eats 2.5 GB of RAM, while model size is only…
Rajneesh Verma
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My object detection model training process starts giving out mAP and AR as 0

I have been training an object detection model using ssd_mobilenet_v2_coco_2018_03_29. Since last week, my colab .ipynb training script would give out mAP and AR of zero all the way till the end of training. [Picture of mAP and AR outputting zeros…
Electrinos
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why my object detection training loss is very low (<1),but the precision is still 0?

I am using colab to train an object detection model, please check the colab. But i found the loss is very low, the presion is still zero, what is the wrong ?
Wade Wang
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