In this paper we propose a method for real-time blob detection in large images with low memory cost. The method is suitable for implementation on the specialized parallel hardware such as multi-core platforms. FPGA and ASIC. It uses parallelism to speed-up the blob detection. https://www.socialstudiesscholar.com/