Search Results for author: Ruxiao Duan

Found 3 papers, 2 papers with code

Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning

1 code implementation30 Nov 2023 Ruxiao Duan, Yaoyao Liu, Jieneng Chen, Adam Kortylewski, Alan Yuille

Replay-based methods in class-incremental learning (CIL) have attained remarkable success, as replaying the exemplars of old classes can significantly mitigate catastrophic forgetting.

Class Incremental Learning Data Augmentation +1

Evidential Uncertainty Quantification: A Variance-Based Perspective

1 code implementation19 Nov 2023 Ruxiao Duan, Brian Caffo, Harrison X. Bai, Haris I. Sair, Craig Jones

Uncertainty quantification of deep neural networks has become an active field of research and plays a crucial role in various downstream tasks such as active learning.

Active Learning Classification +3

Generating Images with 3D Annotations Using Diffusion Models

no code implementations13 Jun 2023 Wufei Ma, Qihao Liu, Jiahao Wang, Angtian Wang, Xiaoding Yuan, Yi Zhang, Zihao Xiao, Guofeng Zhang, Beijia Lu, Ruxiao Duan, Yongrui Qi, Adam Kortylewski, Yaoyao Liu, Alan Yuille

With explicit 3D geometry control, we can easily change the 3D structures of the objects in the generated images and obtain ground-truth 3D annotations automatically.

3D Pose Estimation Style Transfer

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