pic4ser / mpose2021_dataset Goto Github PK

I am trying to run the colab notebook that you have linked. But I am just getting the keypoint values. How should I get the edge list from keypoint values?

In documentation string we found :param shape: desired data shape, but no shape argument in __init__

Hello,

I want to know if it is possible to extrcat npy files from the json files extracted from a custom dataset. Is there any modification I need to apply?

Thank you for creating this repo. I would like to know the steps to prepare our custom dataset and how to create labels to use MPOSE for pose estimation dataset creation.

Is there anyway to select only poses generated from videos in the utkinect dataset? I would prefer to do this through the mpose api rather than building the pose dataset on my own.

I dont understand why scale_and_center is changing my dataset:

dataset.reset_data()
dataset.get_info()
dataset.reduce_keypoints()
dataset.scale_to_unit()
dataset.add_velocities()
dataset.remove_confidence()
dataset.get_info()
dataset.scale_and_center()
dataset.get_info()

----Dataset Information----
Pose Extractor: openpose
Split: 1
X_train shape: (12562, 30, 25, 3)
X_test shape: (2867, 30, 25, 3)
Min-Max feature ranges:
x: [0.0, 828.042]
y: [0.0, 558.729]
p: [0.0, 1.0]
----Dataset Information----
Pose Extractor: openpose
Split: 1
X_train shape: (12562, 30, 15, 4)
X_test shape: (2867, 30, 15, 4)
Min-Max feature ranges:
x: [0.0, 1.0]
y: [0.0, 1.0]
Vx: [-1.0, 1.0]
Vy: [-1.0, 1.0]
----Dataset Information----
Pose Extractor: openpose
Split: 1
X_train shape: (12562, 30, 13, 5)
X_test shape: (2867, 30, 13, 5)
Min-Max feature ranges:
x: [-1.0, 1.0]
y: [-0.9995300432531916, 1.0]
Vx: [-2.0, 2.0]
Vy: [-1.9995300432531917, 1.9990533747064134]
p: [-0.9995300432531916, 1.0]

The dataset goes from having 15 keypoints to 13 keypoints and an additional channel. What am I missing here?

Good job @simoneangarano and thank you.

I just wanted to ask how do you get velocity features from the openpose pose estimation? do you subtract x2-y2 to get the velocity?

And do you have an inference.py possible or pretrained model for the purpose of testing.

Thank you very much.