Fault interpretation can be challenging especially when faults systems are separated and the size of the faults vary a lot. Additional challenge is that no seismic survey direction is aligned perpendicularly to direction of the faults propagation. To solve those issues, we apply our new balancing technique to improve fault prediction made by neural network.