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CULane is a large scale challenging dataset for academic research on traffic lane detection. It is collected by cameras mounted on six different vehicles driven by different drivers in Beijing. More than 55 hours of videos were collected and 133,235 frames were extracted. Data examples are shown above. We have divided the dataset into 88880 for training set, 9675 for validation set, and 34680 for test set. The test set is divided into normal and 8 challenging categories, which correspond to the 9 examples above.