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Awesome Papers PRs Welcome Last Updated

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.

Contribute to the List!

We welcome contributions from the community! If you know of a relevant paper or project:

  1. 🍴 Fork this repository
  2. ✏️ Add your paper to the table in chronological order
  3. πŸ” Preview your changes: python scripts/dev-preview.py
  4. πŸ“€ Submit a pull request

Features for contributors:

  • πŸ”— Automatic link checking
  • 🌐 Live preview of your changes
  • πŸ“Š Auto-generated website updates
  • βœ… Format validation

Read our Contributing Guidelines for detailed instructions!

By sharing your datasets and models, you contribute to advancing primatology and enable reproducible research.

Topic Legend

Label Topic
PD Primate Detection
BPE Body Pose Estimation
FD Face Detection
FLE Facial Landmark Estimation
FR Face Recognition and/or Re-Identification
FAC Facial Action Coding / Units
HD Hand Detection
HPE Hand Pose Estimation
BR Behavior Recognition / Understanding / Modeling
AM Avatar / Mesh
SI Species Identification
RL Reinforcement Learning
O Other

Legend for "Model?" Column

  • [Yes](link): Code + models available
  • [Code only](link): Repository available, but no pre-trained models
  • [No](link): Repository with general information, but no functional code or models
  • "No": No repository or models provided

Projects

Year Paper Topic Animal Model? Data? Image/Video Count
2025 PrimateFace FD, FLE, FR, FAC Cross-genus Yes Yes 200K+ images
2025 Iashina et al. FD,FR Chimp Yes No N/A
2024 Paulet et al. FR Macaque No No N/A
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
2024 LabGym BR Macaque Yes Yes N/A
2024 Cheng et al. BR Macaque No No N/A
2024 PRIMAT (Vogg et al.) 2D BPE Cross-species No No N/A
2024 Xing et al. O Marmoset No No N/A
2024 Menegas et al. BR Marmoset No No N/A
2023 GorillaVision FD, FR Gorilla Yes No 832
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 Chimp 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. BR Apes No No N/A
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
2022 Ueno et al. FR Macaque No No 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 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
2020 Kumar & Shingala PD Langur No No N/A
2020 Sakib & Burghardt BR Chimp Yes Yes: Labeled Pan African 180,000
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 & KΓΌblbeck FD, SI Chimp, Gorilla No No N/A

Datasets

Primate-Specific Datasets

Year Dataset Name Description Species Size Availability
2025 PrimateFace Face analysis Cross-species 200K+ images Public
2024 PanAf20K Detection and behavior Apes 20,000 videos Public
2023 OpenMonkeyChallenge 2D pose estimation Cross-species 111,529 images Public
2021 GreatApe Dictionary Behavioral annotations Chimps N/A Upon request
2021 MacaquePose 2D pose estimation Macaque 13,000 images Public
2021 OpenApePose 2D pose estimation Cross-species 71,868 images Public
2020 OpenMonkeyStudio 3D pose estimation Macaque 195,228 frames Public
2020 Tri-A Face detection/recognition 41 species 102,399 images Public
2018 Macaque Faces Facial landmarks Macaque 4,000 images Public
2017 LemurFaceID Face recognition Lemur 462 images Public
2016 Chimpanzee Faces Face recognition Chimp 6,486 images Public

Dataset with both primate and non-primate data

Year Paper Topic Animal Model? Data? Image/Video Count
2023 MammalNet BR Cross-species Yes Yes 18k videos
2022 Animal Kingdom 2D BPE, BR Cross-species No Yes N/A
2022 APT-36K 2D BPE Cross-species No Yes < 36K
2021 AP10k 2D BPE Cross-species Yes Yes 10,015 (675 primates)
2021 LiftPose3D 3D BPE Cross-species Yes No N/A
2020 AnimalWeb FD, FLE Cross-species No Yes 21,921

Reviews

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

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