no code implementations • 3 May 2023 • Dong He, Jieyu Zhang, Maureen Daum, Alexander Ratner, Magdalena Balazinska
Machine learning tasks over image databases often generate masks that annotate image content (e. g., saliency maps, segmentation maps, depth maps) and enable a variety of applications (e. g., determine if a model is learning spurious correlations or if an image was maliciously modified to mislead a model).
no code implementations • 7 Mar 2023 • Maureen Daum, Enhao Zhang, Dong He, Stephen Mussmann, Brandon Haynes, Ranjay Krishna, Magdalena Balazinska
We introduce VOCALExplore, a system designed to support users in building domain-specific models over video datasets.
1 code implementation • 6 Apr 2021 • Dong He, Maureen Daum, Walter Cai, Magdalena Balazinska
We design, implement, and evaluate DeepEverest, a system for the efficient execution of interpretation by example queries over the activation values of a deep neural network.
2 code implementations • 10 Apr 2019 • Eunice Jun, Maureen Daum, Jared Roesch, Sarah E. Chasins, Emery D. Berger, Rene Just, Katharina Reinecke
We show that Tea generally matches the choices of experts while automatically switching to non-parametric tests when parametric assumptions are not met.
Programming Languages Human-Computer Interaction Mathematical Software Software Engineering