tensorflow-deeplab-resnet icon indicating copy to clipboard operation
tensorflow-deeplab-resnet copied to clipboard

Reproducibility on VOC12

Open arnike opened this issue 7 years ago • 1 comments

Hi Vladimir,

I was wondering about the training specifics to reproduce 80.1% IoU on validation, which you report. My initial model is deeplab_resnet_init.ckpt, which I reckon is a MS-COCO pre-trained model, but otherwise hasn't seen VOC. With train.py I get 82.6% / 74.8% on training / validation. train_msc.py yields 83.4% / 75.9%. I don't change anything set by default (i.e. 20000 iterations, learning rate, etc.). Is there any detail I missed? Another question, did you also observe overfitting in your experiments?

Great job and thanks, Nikita

arnike avatar Aug 31 '18 16:08 arnike

it might be that the TF version is different. Otherwise, if you carefully followed README, you should have reached the numbers mentioned

DrSleep avatar Feb 22 '19 08:02 DrSleep