Thanks @DoubtWang. Your suggestions were very useful. I found the problem. One of the batches in the validation data loader has incorrect dimension. Pls refer attached image. But, I dont know how to remove that batch. Could you pls suggest a solution for that?

Validation batch error.jpg1366×768 186 KB