In a video system, a method and system for block noise reduction are provided. Edge parameters based on spatial variance may be determined to detect vertical edges that may result from block noise. These edge parameters may be determined serially. Once detected, pixels neighboring the vertical edges may be filtered and clamped to determine a vertical block noise reduction difference (BNR) parameter. Similarly, edge parameters based on spatial variance may be determined to detect horizontal edges that may result from block noise. These edge parameters may be determined serially. Once detected, pixels neighboring the horizontal edge may be filtered and clamped to determine a horizontal BNR difference parameter. The vertical and horizontal BNR difference parameters may be utilized to reduce block noise artifacts in the video image.