Every Dataset Counts: Scaling up Monocular 3D Object Detection with Joint Datasets Training

no code implementations • 2 Oct 2023 • Fulong Ma, Xiaoyang Yan, Guoyang Zhao, Xiaojie Xu, Yuxuan Liu, Ming Liu

Monocular 3D object detection plays a crucial role in autonomous driving.

Autonomous Driving Monocular 3D Object Detection +1

Scalar Invariant Networks with Zero Bias

no code implementations • 15 Nov 2022 • Chuqin Geng, Xiaojie Xu, Haolin Ye, Xujie Si

However, we argue that biases can be disregarded for some image-related tasks such as image classification, by considering the intrinsic distribution of images in the input space and desired model properties from first principles.

Fairness Image Classification

Towards Reliable Neural Specifications

no code implementations • 28 Oct 2022 • Chuqin Geng, Nham Le, Xiaojie Xu, Zhaoyue Wang, Arie Gurfinkel, Xujie Si

We show that by using NAP, we can verify a significant region of the input space, while still recalling 84% of the data on MNIST.

Adversarial Robustness

3DCaricShop: A Dataset and A Baseline Method for Single-view 3D Caricature Face Reconstruction

no code implementations • CVPR 2021 • Yuda Qiu, Xiaojie Xu, Lingteng Qiu, Yan Pan, Yushuang Wu, Weikai Chen, Xiaoguang Han

Caricature is an artistic representation that deliberately exaggerates the distinctive features of a human face to convey humor or sarcasm.

Caricature Face Reconstruction