Survey一个领域应该注意啥？
When you want to survey a topic, you need to tell us the following points
- Defining the Landscape. You will begin by establishing a clear understanding of this topic, defining its core concepts and the specific problem it aims to address. You will delve into the complexities and inherent difficulties associated with this problem, highlighting why it presents a significant challenge. Finally, you will elucidate the potential value and impact of successfully resolving this problem.
- A Survey of Existing Methodologies. Next, you will conduct a comprehensive review of existing methodologies employed to address the problem within topic. This analysis can encompass various taxonomies and explore the strengths and weaknesses of each method. You will provide a brief introduction to the different techniques used within each category, highlighting their respective advantages and disadvantages.
- Assessing Current Performance and Evaluation Frameworks. To gauge the current state of this topic, you will analyze the effectiveness and limitations of existing methodologies. This assessment will rely on relevant datasets, benchmarks, and metrics used to evaluate performance. You will discuss the strengths and weaknesses of these evaluation metrics and their ability to accurately reflect progress within the field.
- Foreseeing Future Challenges and Opportunities. Finally, you will explore the challenges and opportunities that lie ahead for this topic. You will discuss potential future directions for research and development, highlighting the key obstacles and breakthroughs that could shape the future of this field.
