Madhan Jeyaraman, Swaminathan Ramasubramanian, Shanmugapriya Kumar, Naveen Jeyaraman, Preethi Selvaraj, Arulkumar Nallakumarasamy, Suresh K Bondili, Sankalp Yadav
Multifaceted Role of Social Media in Healthcare: Opportunities, Challenges, and the Need for Quality Control
Cureus
advancements deep learning significantly enhanced capability image generation models produce images aligned human intentions however training adapting models new data tasks remain challenging complexity risk catastrophic forgetting study proposes method addressing challenges involving application classreplacement techniques within continual learning framework method utilizes selective amnesia sa efficiently replace existing classes new ones retaining crucial information approach improves models adaptability evolving data environments preventing loss past information conducted detailed evaluation classreplacement techniques examining impact class incremental learning performance models exploring applicability various scenarios experimental results demonstrated proposed method could enhance learning efficiency longterm performance image generation models study broadens application scope image generation technology supports continual improvement adaptability corresponding models