don't restart or stop the VM not at all, by doing this, you will lose your image files and this will lead to a disaster.
Linux mark the files as deleted, but they are still exist, I will show you how to restore the files.
1- Look for the pid of the running virtual machine you just deleted (for example a virtual windows server)
lsof | grep -i qcow | grep deleted
kvm 31127 root 9u REG 9,2 32212254720 2985316 /home/root/kvm/windows_2003/win2k3.qcow2 (deleted)
2-With the pid (31127) you can find the filediscriptor in /proc.
ls -al /proc/31127/fd | grep deleted
lrwx------ 1 root root 64 Nov 6 14:51 9 -> /home/root/kvm/windows_2003/win2k3.qcow2 (deleted)
3-Now suspend your virtual machine in order to prevent data loss
virsh suspend winserver
4-Restore the files to its original path and name.
cat /proc/31127/fd/9 > /home/root/kvm/windows_2003/win2k3.qcow2
5-Now you have to hard-reset your virtual machine.
virsh destroy winserver && virsh start winserver