The document compares three LED display technologies: COB (Chip on Board), SMD (Surface Mounted Devices), and 4-in-1 SMD. COB technology offers lower failure rates and superior reliability by reducing solder joints and improving moisture resistance, while SMD has challenges with reliability due to its exposed solder joints and susceptibility to damage. The 4-in-1 SMD integrates four SMD packages but still suffers from similar issues as SMD and struggles with flexibility in manufacturing and performance consistency.