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Pedestrian detection is an essential and significant task in any intelligent video surveillance system, as it provides the fundamental information for semantic understanding of the video footages. It has an obvious extension to automotive applications due to the potential for improving safety systems.
Classification, object detection, object localization 2017 [56] M. Kragh et al. Daimler Monocular Pedestrian Detection dataset It is a dataset of pedestrians in urban environments. Pedestrians are box-wise labeled. Labeled part contains 15560 samples with pedestrians and 6744 samples without. Test set contains 21790 images without labels. Images
Pedestrian crash avoidance mitigation (PCAM) systems (USDOT Volpe Center [1]), also known as pedestrian protection or detection systems, use computer and artificial intelligence technology to recognize pedestrians and bicycles in an automobile's path to take action for safety.
2018: Toyota released its updated Toyota Safety Sense 2.0 (TSS 2.0) to include Lane Tracing Assist, Road Sign Assist, and Low Light Pedestrian Detection with Daytime Bicyclist Detection which improves the Pre-Collision System. The first Japanese car model to receive (TSS 2.0) is the executive Crown in its 15th generation.
Objects detected with OpenCV's Deep Neural Network module (dnn) by using a YOLOv3 model trained on COCO dataset capable to detect objects of 80 common classes. Object detection is a computer technology related to computer vision and image processing that deals with detecting instances of semantic objects of a certain class (such as humans, buildings, or cars) in digital images and videos. [1]
The current-generation RAV4 arrived for the 2019 model year. Toyota has updated the RAV4 with a new infotainment system for 2023. There are two choices, an 8-inch touchscreen and a 10.5-inch touch ...
This was the first pedestrian detection feature for an active system. [18] In 2009, Lexus introduced Night View on the LS, but only in Japan. In 2012 Lexus introduced Night View worldwide, on LS [19] and GS. The Night View system combines a windshield mounted near infra-red camera and near infra-red projectors within the headlamps with a Night ...
Consumer Reports named its Top 10 cars and trucks of 2025. Eight of the 10 are repeats from last year’s list—and seven of the 10 are either hybrids or EVs. All come with standard emergency ...