no code implementations • 24 Jun 2023 • Nadine Chang, Francesco Ferroni, Michael J. Tarr, Martial Hebert, Deva Ramanan
In Labeling Instruction Generation, we take a reasonably annotated dataset and: 1) generate a set of examples that are visually representative of each category in the dataset; 2) provide a text label that corresponds to each of the examples.
1 code implementation • 12 Apr 2021 • Nadine Chang, Zhiding Yu, Yu-Xiong Wang, Anima Anandkumar, Sanja Fidler, Jose M. Alvarez
As a result, image resampling alone is not enough to yield a sufficiently balanced distribution at the object level.
1 code implementation • 17 Aug 2020 • Nadine Chang, Jayanth Koushik, Aarti Singh, Martial Hebert, Yu-Xiong Wang, Michael J. Tarr
Methods in long-tail learning focus on improving performance for data-poor (rare) classes; however, performance for such classes remains much lower than performance for more data-rich (frequent) classes.
3 code implementations • 5 Sep 2018 • Nadine Chang, John A. Pyles, Abhinav Gupta, Michael J. Tarr, Elissa M. Aminoff
Vision science, particularly machine vision, has been revolutionized by introducing large-scale image datasets and statistical learning approaches.