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Anne Haake

4 accepted papers

2023

Knowledge Acquisition for Human-In-The-Loop Image Captioning

AISTATS 2023poster

Image captioning offers a computational process to understand the semantics of images and convey them using descriptive language. However, automated captioning models may not always generate satisfactory captions due to the complex nature of the images and the quality/size of the training data. We p…

2022

Dual-Level Adaptive Information Filtering for Interactive Image Segmentation

AISTATS 2022poster

Image segmentation can be performed interactively by accepting user annotations to refine the segmentation. It seeks frequent feedback from humans, and the model is updated with a smaller batch of data in each iteration of the feedback loop. Such a training paradigm requires effective information fi…

Cited by 1SourcePDFScholar
2021

A Continual Learning Framework for Uncertainty-Aware Interactive Image Segmentation

AAAI 2021technical

Deep learning models have achieved state-of-the-art performance in semantic image segmentation, but the results provided by fully automatic algorithms are not always guaranteed satisfactory to users. Interactive segmentation offers a solution by accepting user annotations on selective areas of the i…

2020

Dynamic Fusion of Eye Movement Data and Verbal Narrations in Knowledge-rich Domains

NeurIPS 2020poster

We propose to jointly analyze experts' eye movements and verbal narrations to discover important and interpretable knowledge patterns to better understand their decision-making processes. The discovered patterns can further enhance data-driven statistical models by fusing experts' domain knowledge t…

Cited by 2SourcePDFScholar