The “Furniture Assembly AI–Robot Challenge 2021” is a competition that evaluates the performance of the robot for an assigned furniture assembly task by combining both artificial intelligence (AI) and robot technology. To generate commands such that a robot can execute the assembly instructions, it is essential to develop an AI-based algorithm that can recognize and interpret the assembly process based on the given instructions. The assembly robot must be dexterous and able to safely execute assembly tasks without operator intervention.