no code implementations • 1 Feb 2024 • Hsiang Hsu, Guihong Li, Shaohan Hu, Chun-Fu, Chen
Predictive multiplicity refers to the phenomenon in which classification tasks may admit multiple competing models that achieve almost-equally-optimal performance, yet generate conflicting outputs for individual samples.
1 code implementation • CVPR 2022 • Yi Li, Rameswar Panda, Yoon Kim, Chun-Fu, Chen, Rogerio Feris, David Cox, Nuno Vasconcelos
In particular, given a source sentence an autoregressive hallucination transformer is used to predict a discrete visual representation from the input text, and the combined text and hallucinated representations are utilized to obtain the target translation.
no code implementations • 25 Apr 2022 • Quanfu Fan, Donghyun Kim, Chun-Fu, Chen, Stan Sclaroff, Kate Saenko, Sarah Adel Bargal
In this paper, we provide a deep analysis of temporal modeling for action recognition, an important but underexplored problem in the literature.
1 code implementation • ICLR 2022 • Quanfu Fan, Chun-Fu, Chen, Rameswar Panda
We explore a new perspective on video understanding by casting the video recognition problem as an image recognition task.