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RAFT: Optical Flow estimation using Deep Learning

Avatar Maxim Kuklin (Xperience.AI)
January 21, 2021 Leave a Comment
Deep Learning Paper Overview PyTorch Video Analysis

January 21, 2021 By Leave a Comment

raft optical flow feature image

In this post, we will discuss about two Deep Learning based approaches for motion estimation using Optical Flow. FlowNet is the first CNN approach for calculating Optical Flow and RAFT which is the ...

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Tags: Dense Optical Flow FlowNet KITTI Optical Flow Python PyTorch RAFT SINTEL
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Filed Under: Deep Learning, Paper Overview, PyTorch, Video Analysis

Image Classification with OpenCV Java

Avatar Anastasia Murzova
Labhesh Valechha Labhesh Valechha
November 4, 2020 Leave a Comment
Deep Learning Image Classification Java OpenCV 4 PyTorch Tutorial

November 4, 2020 By Leave a Comment

OpenCV library is widely used due to its extensive coverage of the computer vision tasks, and availability to involve it in various projects, including deep learning. Usually, OpenCV is used with C++ ...

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Tags: classification Java ONNX OpenCV OpenCV4 PyTorch
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Filed Under: Deep Learning, Image Classification, Java, OpenCV 4, PyTorch, Tutorial

PyTorch to Tensorflow Model Conversion

Avatar Anastasia Murzova
October 26, 2020 Leave a Comment
Deep Learning how-to Image Classification PyTorch Tensorflow

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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Tags: Keras ONNX PyTorch pytorch2keras Resnet resnet18 Tensorflow
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Filed Under: Deep Learning, how-to, Image Classification, PyTorch, Tensorflow

Stanford MRNet Challenge: Classifying Knee MRIs

Avatar Jatin Prakash
October 19, 2020 Leave a Comment
Competitions Deep Learning Image Classification Medical Imaging PyTorch

October 19, 2020 By Leave a Comment

Stanford ML Group, led by Andrew Ng, works on important problems in areas such as healthcare and climate change, using AI. Last year they released a knee MRI dataset consisting of 1,370 knee MRI ...

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Tags: dataset Image Classification Medical Imaging MRI MRNet Challenge PyTorch
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Filed Under: Competitions, Deep Learning, Image Classification, Medical Imaging, PyTorch

Image Matting with state-of-the-art Method “F, B, Alpha Matting”

Avatar Pavel Semkin
September 28, 2020 Leave a Comment
Deep Learning Machine Learning PyTorch Segmentation Tutorial

September 28, 2020 By Leave a Comment

The foreground is the part of a view or picture, that is nearest to you when you look at it (Oxford dictionary). We, humans, are usually good at distinguishing foreground objects on images from the ...

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Tags: deep learning Image Matting Machine Learning PyTorch tutorial
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Filed Under: Deep Learning, Machine Learning, PyTorch, Segmentation, Tutorial

How To Run Inference Using TensorRT C++ API

Avatar Julie Bareeva (Xperience.AI)
August 24, 2020 Leave a Comment
Deep Learning OpenCV 4 PyTorch Tutorial

August 24, 2020 By Leave a Comment

In this post, we continue to consider how to speed up inference quickly and painlessly if we already have a trained model in PyTorch. In the previous post We discussed what ONNX and TensorRT are ...

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Tags: C++ deep learning nvidia Python PyTorch TensorRT
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Filed Under: Deep Learning, OpenCV 4, PyTorch, Tutorial

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About

AvatarI 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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