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Papers Task Graph Learning

“Task Graph Learning” 태그가 달린 논문 2편 · 필터 해제

Task Graph Maximum Likelihood Estimation for Procedural Activity Understanding in Egocentric Videos

2025-02-25 · Luigi Seminara, Giovanni Maria Farinella, Antonino Furnari

We introduce a gradient-based approach for learning task graphs from procedural activities, improving over hand-crafted methods. Our method directly optimizes edge weights via maximum likelihood, enabling integration int…

Graph LearningMistake DetectionOnline Mistake DetectionTask Graph Learning+1

Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos

2024-06-03 · Luigi Seminara, Giovanni Maria Farinella, Antonino Furnari

Procedural activities are sequences of key-steps aimed at achieving specific goals. They are crucial to build intelligent agents able to assist users effectively. In this context, task graphs have emerged as a human-unde…

Mistake DetectionOnline Mistake DetectionTask Graph LearningVideo Understanding
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