This technical seminar presented an improved hand tracking system using the Pixel-Based Hierarchical-Feature AdaBoosting (PBHFA) method. Existing hand tracking methods were discussed along with their disadvantages. The proposed system combines PBHFA, skin color detection, and codebook foreground detection to locate hands in real-time. Experimental results showed the proposed system achieved accurate hand tracking while reducing required training and computation time compared to other methods.