slayerPytorch
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Accuracy for DVS128 Gesture
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%) ?
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.
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.
@bamsumit Hello, the data captured by DVS is different from the image data. Can you tell me how you do data augmentation? Thank you!
@chenjiefighting look st this repo: https://github.com/neuromorphs/tonic
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
You can look this, #54 ,It might help.
@chenjiefighting Have you been able to achieve the nominal accuracy? I am still stuck to 84%.