Table 4. Future Research Directions in 3D Scene Synthesis.

Research Area	Goal	Technologies
Hybrid Method Development	Developing a scene synthesis methodology combining deep learning and optimization algorithms	Reinforcement Learning, Optimization Algorithms
Reducing Data Dependency Using Transfer Learning	Developing a model that can learn from existing datasets without requiring new data	Transfer Learning, Data Augmentation
Interactive Editing Tool Research	Researching interfaces that allow users to interactively modify scenes	UI/UX, Interaction Design, Recommendation algorithm
Optimization for Real Time Application	Enhancing real-time responsiveness in 3D content	Lightweight Algorithms, Real-time Rendering
User Preference Based Model Development	Developing a system that learns user feedback to automatically optimize scene layouts	Reinforcement Learning, Recommendation Systems
Exploring Applications in Various Fields	Exploring the potential applications of scene synthesis in VR, AR, and Robotics	Computer Vision, 3D Reconstruction, System Integration