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David J. Anderson

2 accepted papers

2022

Self-Supervised Keypoint Discovery in Behavioral Videos

CVPR 2022poster

We propose a method for learning the posture and structure of agents from unlabelled behavioral videos. Starting from the observation that behaving agents are generally the main sources of movement in behavioral videos, our method, Behavioral Keypoint Discovery (B-KinD), uses an encoder-decoder arch…

Cited by 36PDFcodeScholar
2021

Task Programming: Learning Data Efficient Behavior Representations

CVPR 2021poster

Specialized domain knowledge is often necessary to accurately annotate training sets for in-depth analysis, but can be burdensome and time-consuming to acquire from domain experts. This issue arises prominently in automated behavior analysis, in which agent movements or actions of interest are detec…

Cited by 63PDFcodeScholar