Datasets

  • Seamless Interaction: Dyadic Audiovisual Motion Modeling and Large-Scale Dataset
    A large-scale collection of over 4,000 hours of face-to-face interaction footage
    from over participants (n = 4000) in diverse contexts for social AI research.
    Primary Article/Citation: Agrawal et al. (2025)
    Website: https://ai.meta.com/research/seamless-interaction/
    Open Access: https://github.com/facebookresearch/seamless_interaction

  • DynAMoS: Dynamic Affective Movie Clip Database for Subjectivity Analysis
    A curated collection of affective movie clips (n = 22), metadata about those clips, and
    ratings of the emotional content of those movie clips from research participants (n = 83)
    Primary Article/Citation: Girard, Tie, & Liebenthal (2023)
    Website/Request Access: https://dynamos.mgb.org

  • GFT: Group Formation Task Spontaneous Facial Expression Database
    A 2D video database of spontaneous behavior during unscripted social interactions
    Complete with frame-level FACS annotations of facial behavior (n = 96)
    Primary Article/Citation: Girard et al. (2017)
    Website/Request Access: http://osf.io/7wcyz

  • MMSE/BP4D+: Multimodal Spontaneous Emotion Database
    An extension of BP4D that includes thermal and physiological data
    Complete with frame-level FACS annotations of facial behavior (n = 140)
    Primary Article/Citation: Zhang et al. (2016)
    Website/Request Access: http://bit.ly/2yg39Cn

  • BP4D: Binghamton-Pittsburgh 4D Spontaneous Emotion Database
    A 3D video database of spontaneous behavior during emotion elicitation
    Complete with frame-level FACS annotations of facial behavior (n = 41)
    Primary Article/Citation: Zhang et al. (2014)
    Website/Request Access: http://bit.ly/2yg39Cn

Software

Statistics Software:

  • circumplex - A stable R package for analyzing and visualizing circular data.
  • mReliability - A stable (but approaching end-of-life) set of MATLAB functions for estimating inter-rater reliability.
  • wcc - An experimental R package for conducting windowed cross-correlation analyses.
  • varde - An experimental R package for decomposing the variance in mixed effects models.
  • agreement - An experimental R package for estimating inter-rater reliability.

Research Software:

  • CARMA - A stable (but approaching end-of-life) software for collecting continuous media annotations.
  • DARMA - A stable (but approaching end-of-life) software for collecting continuous two-dimensional media annotations.
  • tidymedia - An experimental R package for working with audio, video, and image files.
  • openac - An experimental R package for automating common affective computing (and social signal processing) tasks.
  • facs - An experimental R package for working with Facial Action Coding System (FACS) data.
  • hitop - An experimental R package for working with Hierarchical Taxonomy of Psychopathology (HiTOP) data.

Quarto Extensions

  • lordicon - A stable Quarto extension for embedding animated Lordicon icons in HTML.
  • honeypot - An experimental Quarto extension for detecting LLM cheating on HTML assignments.
  • details - A stable Quarto extension for embedding interactive details blocks in HTML documents.
  • embedpdf - A stable (but questioning) Quarto extension for embedding PDF files in HTML.

Docker Images:

  • rstudio2u - A multiarchitecture (amd64/arm64) image combining rstudio and r2u
  • rocker-bayes - A multiarchitecture (amd64/arm64) image for Bayesian analysis in R
  • wsl-whisper - A WSL (amd64) image for AI transcription from R with CUDA-support