Before revision:  It is a fundamental  task in video understanding and significant progress has been made in TAD . Previous methods involve multiple stages or networks and hand-designed rules or operations, which fall short in efficiency and flexibility.
After revision:  It is a fundamental and challenging task in video understanding and significant progress has been made in TAD . Previous methods involve multiple stages or networks and hand-designed rules or operations, which fall short in efficiency and flexibility.