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Classification with Localization: Convert any Keras Classifier to a Detector

December 14, 2020 By Leave a Comment

Image classification is used to solve several Computer Vision problems; right from medical diagnoses, to surveillance systems, on to monitoring agricultural farms.  There are innumerable ...

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Filed Under: Deep Learning, Image Classification, Keras, Object Detection, Tensorflow

PyTorch to Tensorflow Model Conversion

October 26, 2020 By Leave a Comment

In this post, we will learn how to convert a PyTorch model to TensorFlow. If you are new to Deep Learning you may be overwhelmed by which framework to use. We personally think PyTorch is the first ...

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Filed Under: Deep Learning, how-to, Image Classification, PyTorch, Tensorflow

Playing Rock, Paper, Scissors with AI

July 29, 2020 By Leave a Comment

Let’s play rock, paper scissors.You think of your move and I’ll make mine below this line in 1...2…and 3. I choose ROCK. Well? ...who won. It doesn't matter cause you probably glanced at the ...

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Filed Under: Deep Learning, Image Classification, Keras, Tensorflow, Tutorial

CNN Receptive Field Computation Using Backprop with TensorFlow

July 23, 2020 By Leave a Comment

In our recent post about receptive field computation, we examined the concept of receptive fields using PyTorch. We learned receptive field is the proper tool to understand what the network 'sees' ...

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Filed Under: Computer Vision Stories, Deep Learning, Feature Detection, Image Classification, Keras, Object Detection, Tensorflow, Tools, Tutorial

CNN Fully Convolutional Image Classification with TensorFlow

July 13, 2020 By Leave a Comment

In a previous post, we had covered the concept of fully convolutional neural networks (FCN) in PyTorch, where we showed how we can solve the classification task using the input image of arbitrary ...

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Filed Under: Deep Learning, Feature Detection, Image Classification, Image Processing, Keras, Object Detection, Tensorflow

EfficientNet: Theory + Code

July 2, 2019 By Leave a Comment

EfficientNet Feature Image

In this post, we will discuss the paper "EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks" At the heart of many computer vision tasks like image classification, object ...

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Filed Under: Deep Learning, how-to, Image Classification, Keras, Performance, PyTorch, Tensorflow, Theory, Tutorial

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About

I am an entrepreneur with a love for Computer Vision and Machine Learning with a dozen years of experience (and a Ph.D.) in the field.

In 2007, right after finishing my Ph.D., I co-founded TAAZ Inc. with my advisor Dr. David Kriegman and Kevin Barnes. The scalability, and robustness of our computer vision and machine learning algorithms have been put to rigorous test by more than 100M users who have tried our products. Read More…

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