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Accuracy for DVS128 Gesture #87

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hongchi533 opened this issue Mar 24, 2022 · 7 comments
Open

Accuracy for DVS128 Gesture #87

hongchi533 opened this issue Mar 24, 2022 · 7 comments

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@hongchi533
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Hello, author:

I can only obtain accuracy around 84% for DVS128 Gesture when using /bamsumit/slayerPytorch/tree/master/exampleLoihi/03_IBMGesture/ibmGestureTrain.ipynb, with 100 epochs and changing nothing else.

May I know how to improve accuracy to the level proposed in your paper (94%) ?

@bamsumit
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bamsumit commented Mar 24, 2022

There are a couple of things you can try:

  • First is you may want to add data augmentation for better results.
  • You can try to optimize the learning rate and the number of epochs.

It might have just been your initialization seed as well.

@FredrikBixo
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FredrikBixo commented Apr 26, 2022

Hello @hongchi533. I have the same problem as you describe. I can only obtain an accuracy of 84%. However, I am not running the program on Loihi hardware. Have you managed to improve the accuracy? If so, please let me know how you did it.

@chenjiefighting
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chenjiefighting commented Sep 20, 2022

@bamsumit Hello, the data captured by DVS is different from the image data. Can you tell me how you do data augmentation? Thank you!

@bamsumit
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@chenjiefighting look st this repo: https://github.com/neuromorphs/tonic

@surabhi-Siemens
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Hello, author:

I can only obtain accuracy around 84% for DVS128 Gesture when using /bamsumit/slayerPytorch/tree/master/exampleLoihi/03_IBMGesture/ibmGestureTrain.ipynb, with 100 epochs and changing nothing else.

May I know how to improve accuracy to the level proposed in your paper (94%) ?

Hi,
I downloaded https://research.ibm.com/interactive/dvsgesture/, it has trials_to_train.txt and trials_to_test.txt. These files have data in the format user01_fluorescent.aedat, but the script ibmGestureTrain.py is accepting data in int format. Can anyone help me in converting the data from this format to the int.
Regards,
surabhi

@chenjiefighting
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You can look this, #54 ,It might help.

@Po0ria
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Po0ria commented May 11, 2023

@chenjiefighting Have you been able to achieve the nominal accuracy? I am still stuck to 84%.

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