Offset-Aware Partition Transformer for Restoring Double JPEG Compressed Images

The proposed Offset-Aware Partition Transformer (OAPT) effectively restores double JPEG compressed images by estimating compression offsets and using a hybrid attention mechanism to process clustered patterns.