1 code implementation • ECCV 2020 • Zhe Cao, Hang Gao, Karttikeya Mangalam, Qi-Zhi Cai, Minh Vo, Jitendra Malik
Human movement is goal-directed and influenced by the spatial layout of the objects in the scene.
1 code implementation • NeurIPS 2019 • Ji Feng, Qi-Zhi Cai, Zhi-Hua Zhou
In this work, we consider one challenging training time attack by modifying training data with bounded perturbation, hoping to manipulate the behavior (both targeted or non-targeted) of any corresponding trained classifier during test time when facing clean samples.
no code implementations • 16 May 2019 • Dequan Wang, Coline Devin, Qi-Zhi Cai, Philipp Krähenbühl, Trevor Darrell
Convolutions on monocular dash cam videos capture spatial invariances in the image plane but do not explicitly reason about distances and depth.
1 code implementation • ICCV 2019 • Hang Gao, Huazhe Xu, Qi-Zhi Cai, Ruth Wang, Fisher Yu, Trevor Darrell
A dynamic scene has two types of elements: those that move fluidly and can be predicted from previous frames, and those which are disoccluded (exposed) and cannot be extrapolated.
1 code implementation • ICCV 2019 • Hou-Ning Hu, Qi-Zhi Cai, Dequan Wang, Ji Lin, Min Sun, Philipp Krähenbühl, Trevor Darrell, Fisher Yu
The framework can not only associate detections of vehicles in motion over time, but also estimate their complete 3D bounding box information from a sequence of 2D images captured on a moving platform.
Ranked #12 on Multiple Object Tracking on KITTI Tracking test
no code implementations • 13 Nov 2018 • Dequan Wang, Coline Devin, Qi-Zhi Cai, Fisher Yu, Trevor Darrell
While learning visuomotor skills in an end-to-end manner is appealing, deep neural networks are often uninterpretable and fail in surprising ways.
2 code implementations • 13 May 2018 • Qi-Zhi Cai, Min Du, Chang Liu, Dawn Song
The existence of adversarial examples hinders such applications.