J
Junping Hu
Researcher at Central South University
Publications - 4
Citations - 71
Junping Hu is an academic researcher from Central South University. The author has contributed to research in topics: Pedestrian detection & Computer science. The author has an hindex of 2, co-authored 2 publications receiving 28 citations.
Papers
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Journal ArticleDOI
Near infrared nighttime road pedestrians recognition based on convolutional neural network
Xiaobiao Dai,Xiaobiao Dai,Yuxia Duan,Junping Hu,Shicai Liu,Caiqi Hu,Yunze He,Dapeng Chen,Chunlei Luo,Jianqiao Meng +9 more
TL;DR: The results show that near-infrared camera was the best for nighttime pedestrian detection when device cost and pedestrian imaging quality were considered and the optimized CNN model using self-learning softmax had a competitive accuracy and potential in real-time pedestrian recognition.
Journal ArticleDOI
Multi-task faster R-CNN for nighttime pedestrian detection and distance estimation
Xiaobiao Dai,Xiaobiao Dai,Junping Hu,Hongmei Zhang,Abubakar Shitu,Chunlei Luo,Ahmad Osman,Stefano Sfarra,Yuxia Duan +8 more
TL;DR: A novel multi-task Faster R-CNN detector which simultaneously realizes distance estimation and pedestrian detection using an improved ResNet-50 architecture is proposed.
Journal ArticleDOI
A new hough transform operated in a bounded cartesian coordinate parameter space
TL;DR: In this paper , a new Hough transform is proposed to detect lines with geometric meanings, where lines are represented by their perpendicular feet with respect to a fixed point and the parameter space is in Cartesian coordinate space.
Journal ArticleDOI
NIRPed: A Novel Benchmark for Nighttime Pedestrian and Its Distance Joint Detection
TL;DR: Wang et al. as discussed by the authors proposed a joint pedestrian detection and distance detection method based on Faster-RCNN, which achieved the joint detection of pedestrian and its distance on the NIRPed dataset with the PD log-average miss rate and DD mean absolute error rate.