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Kenji Hata

5 accepted papers

2024

Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models

CVPR 2024poster

Solving complex visual tasks such as "Who invented the musical instrument on the right?" involves a composition of skills: understanding space recognizing instruments and also retrieving prior knowledge. Recent work shows promise by decomposing such tasks using a large language model (LLM) into an e…

Cited by 46SourcePDFScholar
2023

Agile Modeling: From Concept to Classifier in Minutes

ICCV 2023poster

The application of computer vision methods to nuanced, subjective concepts is growing. While crowdsourcing has served the vision community well for most objective tasks (such as labeling a "zebra"), it now falters on tasks where there is substantial subjectivity in the concept (such as identifying "…

Cited by 14PDFScholar
2020

Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation

CVPR 2020poster

Computer vision models learn to perform a task by capturing relevant statistics from training data. It has been shown that models learn spurious age, gender, and race correlations when trained for seemingly unrelated tasks like activity recognition or image captioning. Various mitigation techniques…

Cited by 441PDFcodeScholar