Comments (5)
Plz clone this code and run, I forget to fix a bug on colab, sorry for it.
Update: I fixed the bug on colab now, could you try it again?
Besides, anhminh3105 uses this code to pulls val_acc of each split over 80% on JHMDB with the weighted class to alleviate the skewed effect since 'walk' has ~3 times more data compared to others.
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Thank you for your work!@fandulu
I got the accuracy close to you at colab.
I want to try anhminh3105's work,but I didn't find his code. and 'walk' has only 41 segments,basically consistent with other classes.
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@zgs731 , yes, I checked as the sample number is as follows, anhminh3105 may use this model on his own data and I misunderstood it, sorry for the misleading comments.
brush_hair:41
catch:48
clap:44
climb_stairs:40
golf:42
jump:39
kick_ball:36
pick:40
pour:55
pullup:55
push:42
run:40
shoot_ball:40
shoot_bow:53
shoot_gun:55
sit:39
stand:36
swing_baseball:54
throw:46
walk:41
wave:42
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It was my mistake to say that class 'walk' has 3 times more data in JHMDB as it was the case only for the HMDB dataset of which the JHMDB is a subset and I was looking over the HMDB homepage and was referencing it over based on this image.
I just also uploaded my variation to github and if you would like to check it out, please find it here. Just to justify how I got val_acc above 80%, it was because I only trained the model on a subset of JHMDB dataset with added weighted class training. Specifically, the dataset subset contained only specified classes (e.g. walk, sit, catch, etc.) that I could easily test it using Openpose using input from camera with myself.
Br.
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Hi, anhminh3105, thanks very much for offering these comments!
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Related Issues (20)
- Getting keypoints from video HOT 1
- accuracy changed in paper? HOT 4
- Tflite model HOT 1
- Unable to create conda env HOT 1
- Can I test the trained model of gesture recognition in RGB video? HOT 2
- confusion matrix doesn't match HOT 4
- training new gestures with unfixed length of input frames HOT 3
- Is this extensible to other 2D/3D skeleton annotations? HOT 2
- method to average results across J-HMDB splits HOT 1
- 88% accuracy on JHMDB HOT 1
- custom skeleton dataset and puppet scale HOT 3
- How to calculate puppet scale in custom dataset HOT 1
- Application of DD-Net on OpenPose/AlphaPose/... results HOT 2
- Considering classwise accuracy
- JHMDB dataset size
- About norm_scale function for JHMDB
- Scaling and selection of features?
- how to convert mediapipe to SHRED dataset format?
- SHREC dataset link
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