Required Preprocessing?

Question

Required Preprocessing?

vkumar1997 opened this issue 5 years ago · comments

Could you please elaborate on the pre-processing used for the AFEW dataset? I am currently training on the aligned faces originally provided and only getting 40% val precision (after 60 epochs. It slows considerably after that). I am assuming that there is something wrong with pre-processing.

Also, could you provide the weights of the final trained model?

Debin Meng · Answer 1 · Wed Feb 19 2020 22:43:49 GMT+0800 (China Standard Time)

Faces detection and alignment are implemented by Dlib. My processing detail is shown in my paper. Also, I recommend you to use the pre-train model, Resnet18_FER+_pytorch.pth.tar that I have shared.

Would you be kind enough to assign me a star?

Vikas Kumar · Answer 2 · Thu Feb 20 2020 12:06:45 GMT+0800 (China Standard Time)

Thank you for your response. I am already doing the pre-processing but only reaching 45% on AFEW (It maybe because I am not giving 25% extra padding in the facial bounding boxes).

Debin Meng · Answer 3 · Sun Dec 27 2020 10:16:43 GMT+0800 (China Standard Time)

@vkumar1997
Merry Christmas, I recently update the Emotion-FAN, new features include data process, environment install, CK+ code, Baseline code, and more detail instructions. Also, you can find the old version directory of Emotion-FAN in the README.md. I hope my new updates can help you greatly. Please see the Emotion-FAN for more details.