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Awesome Computational Primatology

This repository contains the corpus of projects at the intersection of deep learning and non-human primatology since around the time AlexNet was published (~2012). This repo is intended for papers that provide novel approaches or applications in computational primatology. We occasionally include datasets which contain both primate and non-primate animals. Contributions and edits welcome!

By compiling and highlighting this growing literature, we hope it will inspire future researchers to open-source their own models and data to advance the field.

Consider contributing to this community by curating a dataset or training OSS models on any of these datasets!

Topic Legend

  • PD = Primate detection
  • BPE = Body pose estimation
  • FD = Face detection
  • FLE = Facial landmark estimation
  • FR = Face recognition and/or Re-Identification
  • HD = Hand detection
  • HPE = Hand pose estimation
  • BR = Behavior recognition / understanding / modeling
  • AM = Avatar/Mesh
  • SI = Species Identification
  • RL = Reinforcement learning
  • O = Other

By year

Year Paper Topic Animal Model? Data? Image/Video Count
2024 PanAf20K PD, BR Apes No Yes 20k
2024 Gris et al. FD, O Macaque No No N/A
2024 MacAction AM Macaque No No N/A
2023 MammalNet BR Cross-species Yes Yes 18k videos
2023 Abbaspoor, Rahman et al. 3D BPE Macaque No No N/A
2023 Mimura et al. BR Macaque, Marmoset No No N/A
2023 Schofield et al. FD, FR Chimp No No N/A
2023 Yang et al. PD Great Ape No No N/A
2023 ASBAR BR Chimp, Gorilla Yes Yes 5,440 labels
2023 DeepWild 2D BPE Chimp, Bonobo Yes Upon request N/A
2023 Kaneko et al. 3D BM Marmoset No No N/A
2023 Matsumoto et al. 3D BM Macaque No No N/A
2023 ChimpAct 2D BPE, FR, BR Yes Yes 160,500
2023 OpenMonkeyChallenge 2D BPE Cross-species No Yes 111,529
2023 Pillai et al. PD Cross-Species No No N/A
2023 Reddy et al. PD Cross-species No No N/A
2023 Bala et al. 3D BPE Cross-species No No N/A
2023 Brookes et al. Apes No No N/A
2022 Animal Kingdom 2D BPE, BR Cross-species No Yes N/A
2022 APT-36K 2D BPE Cross-species No Yes < 36K
2022 Ngo et al. BR Marmoset No No N/A
2022 Brachiation RL Gibbon Yes No N/A
2022 SIPEC 2D BPE, FR, BR Macaque Some Upon request N/A
2021 Brookes & Burghardt FR Gorilla No Yes >5,000
2021 Bain et al. BR Chimp No Some N/A
2021 OpenApePose 2D BPE Cross-species No Yes 71,868
2021 AP10k 2D BPE Cross-species Yes Yes 10,015 (675 primates)
2021 MacaquePose 2D BPE Macaque Yes Yes 13,000
2021 GreatApe Dictionary Data Chimp No Upon request N/A
2021 Negrete et al. 2D BPE Macaque No No N/A
2021 LiftPose3D 3D BPE Cross-species Yes No N/A
2020 Kumar & Shingala PD Langur No No N/A
2020 Sakib & Burghardt BR Chimp Yes Yes: Labeled Pan African 180,000
2020 AnimalWeb FD, FLE Cross-species No Yes 21,921 (not all prims)
2020 OpenMonkeyStudio 3D BPE Macaque Upon request Yes 195,228
2020 Tri-A FD, FR 41 species No Yes 102,399
2020 Sanakoyeu et al. AM Chimp Kind of No N/A
2020 EthoLoop 3D BPE Lemur No Upon request N/A
2019 Bain et al. PD, FD, FR Chimp No No N/A
2019 Schofield et al. FD, FR Chimp No No N/A
2019 Yang et al. PD Chimp No Yes: Labeled Pan African 180,000
2019 Labuguen et al. 2D BPE Macaque No No N/A
2018 Sinha, Agarwal et al. PD Cross-species No No N/A
2018 Deb et al. FR Cross-species No No N/A
2018 Witham FLE Macaque Yes Yes 4,000
2018 Labuguen et al. PD Macaque No No N/A
2017 LemurFaceID FD, FR Lemur No Yes 462
2017 Brust et al. FD, FR Gorilla No No N/A
2016 Crunchant et al. FD Chimp No No N/A
2016 Nakamura et al. 3D BM Macaque No No N/A
2016 Freytag et al. FR Chimp No Yes 6,486
2014 Ballesta et al. 3D, O Macaque No No N/A
2013 Loos & Ernst FD, FR Chimp No For purchase 6,522
2012 Loos & Pfitzer FR Chimp No No N/A
2012 Loos & Ernst FD, Fr Chimp No No N/A
2011 Loos et al. FR Chimp No No N/A
2011 Ernst & Küblbeck FD, SI Chimp, Gorilla No No N/A

Reviews

Year Tag Topic Animal
2024 Vogg et al. Review All
2021 Hayden et al. Review All

Datasets that contain non-human primate data with other animal data

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