Jennifer J. Sun | DeepAI

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∙ 12/14/2022

BKinD-3D: Self-Supervised 3D Keypoint Discovery from Multi-View Videos

Quantifying motion in 3D is important for studying the behavior of human...

11 Jennifer J. Sun, et al. ∙

∙ 10/10/2022

Neurosymbolic Programming for Science

Neurosymbolic Programming (NP) techniques have the potential to accelera...

23 Jennifer J. Sun, et al. ∙

∙ 07/21/2022

The MABe22 Benchmarks for Representation Learning of Multi-Agent Behavior

Real-world behavior is often shaped by complex interactions between mult...

5 Jennifer J. Sun, et al. ∙

∙ 06/16/2022

Deep Neural Imputation: A Framework for Recovering Incomplete Brain Recordings

Neuroscientists and neuroengineers have long relied on multielectrode ne...

11 Sabera Talukder, et al. ∙

∙ 04/06/2022

Open-Source Tools for Behavioral Video Analysis: Setup, Methods, and Development

Recently developed methods for video analysis, especially models for pos...

0 Kevin Luxem, et al. ∙

∙ 12/09/2021

Self-Supervised Keypoint Discovery in Behavioral Videos

We propose a method for learning the posture and structure of agents fro...

6 Jennifer J. Sun, et al. ∙

∙ 11/30/2021

Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis

Obtaining annotations for large training sets is expensive, especially i...

5 Albert Tseng, et al. ∙

∙ 07/28/2021

Unsupervised Learning of Neurosymbolic Encoders

We present a framework for the unsupervised learning of neurosymbolic en...

9 Eric Zhan, et al. ∙

∙ 06/11/2021

Interpreting Expert Annotation Differences in Animal Behavior

Hand-annotated data can vary due to factors such as subjective differenc...

4 Megan Tjandrasuwita, et al. ∙

∙ 04/06/2021

The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions

Multi-agent behavior modeling aims to understand the interactions that o...

2 Jennifer J. Sun, et al. ∙

∙ 12/02/2020

Learning View-Disentangled Human Pose Representation by Contrastive Cross-View Mutual Information Maximization

We introduce a novel representation learning method to disentangle pose-...

7 Long Zhao, et al. ∙

∙ 11/27/2020

Task Programming: Learning Data Efficient Behavior Representations

Specialized domain knowledge is often necessary to accurately annotate t...

17 Jennifer J. Sun, et al. ∙

∙ 10/23/2020

View-Invariant, Occlusion-Robust Probabilistic Embedding for Human Pose

Recognition of human poses and activities is crucial for autonomous syst...

0 Ting Liu, et al. ∙

∙ 07/23/2020

Learning Differentiable Programs with Admissible Neural Heuristics

We study the problem of learning differentiable functions expressed as p...

20 Ameesh Shah, et al. ∙

∙ 01/15/2020

EEV Dataset: Predicting Expressions Evoked by Diverse Videos

When we watch videos, the visual and auditory information we experience ...

5 Jennifer J. Sun, et al. ∙

∙ 12/02/2019

View-Invariant Probabilistic Embedding for Human Pose

Depictions of similar human body configurations can vary with changing v...

5 Jennifer J. Sun, et al. ∙

∙ 11/27/2019

GLA in MediaEval 2018 Emotional Impact of Movies Task

The visual and audio information from movies can evoke a variety of emot...

0 Jennifer J. Sun, et al. ∙

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