Search Results for author: Jung Im Choi

Found 2 papers, 1 papers with code

Visual Saliency-Guided Channel Pruning for Deep Visual Detectors in Autonomous Driving

no code implementations4 Mar 2023 Jung Im Choi, Qing Tian

Deep neural network (DNN) pruning has become a de facto component for deploying on resource-constrained devices since it can reduce memory requirements and computation costs during inference.

Autonomous Driving

Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios

1 code implementation10 Feb 2022 Jung Im Choi, Qing Tian

Experiments show that the proposed attack targeting the objectness aspect is 45. 17% and 43. 50% more effective than those generated from classification and/or localization losses on the KITTI and COCO traffic datasets, respectively.

Adversarial Attack Adversarial Defense +3

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