The research in Connected Component Labeling, although old, is still very active and several efficient algorithms for CPUs and GPUs have emerged during the last years and are always improving the performance. This article introduces a new SIMD run-based algorithm for CCL. We show how RLE compression can be SIMDized and used to accelerate scalar run-based CCL algorithms. A benchmark done on Intel, AMD and ARM processors shows that this new algorithm outperforms the State-of-the-Art by an average factor of x1.7 on AVX2 machines and x1.9 on Intel Xeon Skylake with AVX512.