tensorflow-deeplab-resnet
tensorflow-deeplab-resnet copied to clipboard
Reproducibility on VOC12
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
it might be that the TF version is different. Otherwise, if you carefully followed README, you should have reached the numbers mentioned