Questions tagged [pose-estimation]

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How can I get to a final output of shape $224 \times 224$, without FC layers, from a tensor of specific shape, in OpenPose?

I am approaching the implementation of the OpenPose algorithm for realtime human body pose estimation. According to the official paper OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields, $L$ and $S$ fields (body part…
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What is the fastest multi-human pose estimation model?

I am trying to find an accurate and fast multi-person human pose estimation that I can train on with custom data. I have been searching for a little while and I may not be up-to-date on the newest techniques. I will start by posting what I have…
Kevin
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Synthetic to real image conversion for Pose Estimation

i have synthetic images of poses and that data is being used for trainig a pose estimatioon model, what i want is that i want to convert it to real images, meanig that the people appear real in it, i know there are converters available but what is…
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MSE Loss for human pose keypoints detection heatmap regression

The Gaussian function used to create heatmap with Gaussian peak at the ground truth coordinates. And in the training loop the distance between ground truth training data and model predicted heatmap calculated using MSE loss function. MSE = (1/n) *…
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Are there any works that deal with 2D pose estimation in videos?

Since pose estimation is often a task where spatial-temporal context should be helpful in finding subsequent key points, I thought there should be many papers on it. However, I could not find any work that deals with 2D pose estimation in videos. Am…