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Jianyu Qi - IEEE Xplore Author Profile

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Class Incremental Learning (CIL) aims to enable models to continuously learn new categories while retaining previous classification abilities. In medical scenarios, where new disease categories frequently emerge, CIL becomes crucial. Traditional CIL approaches often face "catastrophic forgetting". Analytical Class Incremental Learning (ACIL) offers an analytical (i.e., closed-form) linear solution...Show More
Computed tomography (CT) scans are clinically important in radiotherapy planning (RTP) for ROI contour delineation and radiation dose calculation. However, it involves significant radiation exposure, which can bring potential health problems. Nowadays, the synthesis of MR to CT provides an alternative to repetitive CT examinations. Although transformers are widely used for image synthesis, achievi...Show More
The change of space environment at the tunnel entrance which the light changes from bright to dark will lead to frequent traffic accidents. To explore whether the connected vehicle environment will improve the driving performance and traffic safety at the tunnel entrance, this paper first of all designed a driving simulation experiment and provided driving aids through the Human-Machine Interface ...Show More
Driving confidence psychology can guide drivers in calm driving operation when dealing with traffic issues, which is of substantial significance for reducing the accident rate and improving the road traffic efficiency. This study mainly analyzes the differences in driving confidence psychology in the face of an emergency braking event of a front vehicle with warning as opposed to the same situatio...Show More