Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Feature extraction is a key stage in machine learning based VLSI layout hotspot detection flow. Conventional machine learning based methods apply various feature extraction techniques to approximate an original layout structure at nanometer level. Hover, some important layout pattern information is missed during the approximation process, resulting in performance degradation. ,  present a comprehensive study on layout feature extraction and propose a new method that can preserve discriminative layout pattern information to improve the detection performance in terms of accuracy and extra. Experiments re conducted on an industrial benchmark and ICCAD benchmark suite to study the effectiveness of our proposed methods.
['Hang Zhang', 'Haoyu Yang', 'Bei Yu', 'Evangeline F. Y. Young']
I am writing a research paper on a idea VLSI layout hotspot detection based on discriminative feature extraction
[{"from": "human", "value": "I am writing a research paper on a idea VLSI layout hotspot detection based on discriminative feature extraction"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Feature extraction is a key stage in machine learning based VLSI layout hotspot detection flow. Conventional machine learning based methods apply various feature extraction techniques to approximate an original layout structure at nanometer level. Hover, some important layout pattern information is missed during the approximation process, resulting in performance degradation. ,  present a comprehensive study on layout feature extraction and propose a new method that can preserve discriminative layout pattern information to improve the detection performance in terms of accuracy and extra. Experiments re conducted on an industrial benchmark and ICCAD benchmark suite to study the effectiveness of our proposed methods."}]