Just to sum up your current issue:

multiple models were working fine using the GPU (ResNet, VGG, AlexNet)
after you ran out of memory using Inception_v3, all models run out of memory

nvidia-smi shows little memory usage and still all models which previously ran fine, run out of memory

Is that correct?