Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Faster R-CNN achieves state-of-the-art performance on generic object detection. Hover, a simple application of this method to a large vehicle dataset performs unimpressively. ,  take a closer look at this approach as it applies to vehicle detection.  conduct a wide range of experiments and provide a comprehensive analysis of the underlying structure of this model.  show that through suitable parameter tuning and algorithmic modification,  can significantly improve the performance of Faster R-CNN on vehicle detection and achieve competitive results on the KITTI vehicle dataset.  believe our studies are instructive for other researchers investigating the application of Faster R-CNN to their problems and datasets.
['Quanfu Fan', 'Lisa M. Brown', 'John R. Smith']
I am writing a research paper on a idea A closer look at Faster R-CNN for vehicle detection
[{"from": "human", "value": "I am writing a research paper on a idea A closer look at Faster R-CNN for vehicle detection"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Faster R-CNN achieves state-of-the-art performance on generic object detection. Hover, a simple application of this method to a large vehicle dataset performs unimpressively. ,  take a closer look at this approach as it applies to vehicle detection.  conduct a wide range of experiments and provide a comprehensive analysis of the underlying structure of this model.  show that through suitable parameter tuning and algorithmic modification,  can significantly improve the performance of Faster R-CNN on vehicle detection and achieve competitive results on the KITTI vehicle dataset.  believe our studies are instructive for other researchers investigating the application of Faster R-CNN to their problems and datasets."}]