251130 (#8)

* Add 2025 papers and some missed from 2024.

* Update lychee version.

* Update lychee version.

* Update lychee version.

* Update lychee version.

* Update lychee version.

* Update lychee version.

* Update docs and website.

CONTRIBUTING.md

@@ -12,20 +12,20 @@ cd awesome-computational-primatology
 
 # 2. Make your changes to README.md
 
-# 3. Generate and preview the website
-python .github/workflows/website.py
-python -m http.server 8000
-# Visit: http://localhost:8000
+# 3. Preview the website (auto-generates index.html and opens browser)
+python scripts/dev-preview.py
 
-# 4. Create a pull request
+# 4. Commit BOTH README.md and index.html, then create a pull request
 ```
 
+**Important:** Always commit `index.html` along with your `README.md` changes. The CI will fail if they're out of sync.
+
 ### Automatic PR Previews
 When you submit a PR, our automation will:
 - ✅ Generate a preview website with your changes
 - ✅ Post a comment with the preview link
 - ✅ Validate table formatting and links
-- ✅ Update the website automatically when merged
+- ✅ Check that `index.html` is in sync with `README.md`
 
 ### 1. Branch Protocol
 - Fork the repository
@@ -64,15 +64,15 @@ Where:
 - **Paper**: `[Title](link)` or just Title if preprint
 - **Topic**: Use abbreviations from Topic Legend (PD, BPE, FD, etc.)
 - **Animal**: Specific primate species or "Cross-species"
-- **Model?**: 
+- **Model?**:
   - `[Yes](link)` if code + pretrained models available
   - `[Code only](link)` if repository available but no pretrained models
   - `[No](link)` if repository with information but no functional code
-  - "No" if neither available
-- **Data?**: 
+  - "N/A" if neither available
+- **Data?**:
   - `[Yes](link)` if publicly available
   - "Upon request" if available through contact
-  - "No" if not available
+  - "N/A" if not available
 - **Image/Video Count**: Number or "N/A" if not applicable
 
 ### Topic Legend

README.md

@@ -1,7 +1,7 @@
 # 🐒 [Awesome Computational Primatology](http://kordinglab.com/awesome-computational-primatology/)
 
 [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
-[![Papers](https://img.shields.io/badge/Papers-58+-blue)](https://github.com/KordingLab/awesome-computational-primatology#projects)
+[![Papers](https://img.shields.io/badge/Papers-65+-blue)](https://github.com/KordingLab/awesome-computational-primatology#projects)
 [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/KordingLab/awesome-computational-primatology/blob/main/CONTRIBUTING.md)
 [![Last Updated](https://img.shields.io/github/last-commit/KordingLab/awesome-computational-primatology?label=last%20updated)](https://github.com/KordingLab/awesome-computational-primatology/commits/main)
 
@@ -49,78 +49,78 @@ By sharing your datasets and models, you contribute to advancing primatology and
 - `[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
+- "N/A": No repository or models provided
 
 ### Projects
 | Year | Paper | Topic | Animal | Model? | Data? | Image/Video Count | 
 |------|-----|-------|---------|------------|---------------|-------------|
 | 2025 | [PrimateFace](https://www.biorxiv.org/content/10.1101/2025.08.12.669927v1) | FD, FLE, FR, FAC | Cross-genus | [Yes](https://github.com/KordingLab/PrimateFace) | [Yes](https://github.com/KordingLab/PrimateFace) | 200K+ images |
 | 2025 | [PriVi](https://arxiv.org/pdf/2511.09675) | PD, BR | Apes | N/A | Multiple | N/A |
-| 2025 | [Igaue et al.](https://arxiv.org/pdf/2511.16711) | FD, FAC | Macaque | TBD | N/A | N/A |
-| 2025 | [Iashin et al.](https://arxiv.org/abs/2507.10552) | FD,FR | Chimp | [Yes](https://github.com/v-iashin/ChimpUFE) | No | N/A |
+| 2025 | [Igaue et al.](https://arxiv.org/pdf/2511.16711) | FD, FAC | Macaque | N/A | N/A | N/A |
+| 2025 | [Iashin et al.](https://arxiv.org/abs/2507.10552) | FD, FR | Chimp | [Yes](https://github.com/v-iashin/ChimpUFE) | N/A | N/A |
 | 2025 | [Fuchs et al.](https://link-springer-com.proxy.library.upenn.edu/article/10.1007/s11263-025-02484-6) | BR | Chimp | [Yes](https://github.com/MitchFuchs/ChimpBehave) | Yes | 215,000 |
-| 2024 | [Scott et al.](https://arxiv.org/pdf/2412.15966) | PE | Macaque | N/A | N/A | N/A |
+| 2024 | [Scott et al.](https://arxiv.org/pdf/2412.15966) | BPE | Macaque | N/A | N/A | N/A |
 | 2024 | [ChimpVLM](https://arxiv.org/pdf/2404.08937) | BR | Chimp | N/A | Used PanAf20k | N/A |
 | 2024 | [AlphaChimp](https://arxiv.org/pdf/2410.17136) | PD, BR | Chimp | [Yes](https://github.com/ShirleyMaxx/AlphaChimp?tab=readme-ov-file) | [ChimpAct](https://github.com/ShirleyMaxx/ChimpACT?tab=readme-ov-file#data) | N/A | 
-| 2024 | [Paulet et al.](https://link.springer.com/article/10.1007/s10329-024-01137-5) | FR | Macaque | No | No | N/A |
+| 2024 | [Paulet et al.](https://link.springer.com/article/10.1007/s10329-024-01137-5) | FR | Macaque | N/A | N/A | N/A |
 | 2024 | [PanAf20K](https://link.springer.com/article/10.1007/s11263-024-02003-z) | PD, BR | Apes | [No](https://github.com/obrookes/panaf.github.io) | [Yes](https://data.bris.ac.uk/data/dataset/1h73erszj3ckn2qjwm4sqmr2wt) | 20k |
-| 2024 | [Gris et al.](https://docserver.ingentaconnect.com/deliver/fasttrack/aalas/15596109/jaalas_23000056.pdf?expires=1710859610&id=pennsylvaniapa&checksum=13D04EE26CE4C36535F9651507F83EDC) | FD, O | Macaque | No | No | N/A |
-| 2024 | [MacAction](https://www.biorxiv.org/content/10.1101/2024.01.29.577734v1.full.pdf) | AM | Macaque | No | No | N/A |
+| 2024 | [Gris et al.](https://docserver.ingentaconnect.com/deliver/fasttrack/aalas/15596109/jaalas_23000056.pdf?expires=1710859610&id=pennsylvaniapa&checksum=13D04EE26CE4C36535F9651507F83EDC) | FD, O | Macaque | N/A | N/A | N/A |
+| 2024 | [MacAction](https://www.biorxiv.org/content/10.1101/2024.01.29.577734v1.full.pdf) | AM | Macaque | N/A | N/A | N/A |
 | 2024 | [LabGym](https://link-springer-com.proxy.library.upenn.edu/epdf/10.1007/s10329-024-01123-x?sharing_token=_ApwJ7je3dmaWjW7cYNbUPe4RwlQNchNByi7wbcMAY4h1wHpdNqXXEnVHidjh8t56BEMyNJkqC8xIJ-ZpXK78qFoYXZ7oq8pYO62wVWzEHVj6fEbKl9wvAlIYBLr4-giBZwcMH2HZvRPiyRk4I1-_3hbhgnYy_ZtE0jBSB4UJo4=) | BR | Macaque | [Yes](https://github.com/umyelab/LabGym) | Yes | N/A |
-| 2024 | [Cheng et al.](https://www.biorxiv.org/content/10.1101/2024.02.27.582429v3.full.pdf) | BR | Macaque | No | No | N/A |
-| 2024 | [PRIMAT (Vogg et al.)](https://www.biorxiv.org/content/10.1101/2024.08.21.607881v1.full.pdf) | 2D BPE | Cross-species | No | No | N/A |
-| 2024 | [Xing et al.](https://www.biorxiv.org/content/10.1101/2024.02.16.580693v1.full.pdf) | O | Marmoset | No | No | N/A |
-| 2024 | [Menegas et al.](https://www.biorxiv.org/content/10.1101/2024.08.30.610159v1.full.pdf) | BR | Marmoset | No | No | N/A |
-| 2023 | [GorillaVision](https://inf-cv.uni-jena.de/wordpress/wp-content/uploads/2023/09/Talk-12-Maximilian-Schall.pdf) | FD, FR | Gorilla | [Yes](https://github.com/Lasklu/gorillavision) | No | 832 |
-| 2023 | [Abbaspoor, Rahman et al.](https://www.biorxiv.org/content/10.1101/2023.12.11.571113v1.abstract) | 3D BPE | Macaque | No | No | N/A |
-| 2023 | [Mimura et al.](https://www.biorxiv.org/content/10.1101/2023.03.04.531044v3.abstract) | BR | Macaque, Marmoset | No | No | N/A |
-| 2023 | [Schofield et al.](https://besjournals.onlinelibrary.wiley.com/doi/epdf/10.1111/2041-210X.14181) | FD, FR | Chimp | No | No | N/A |
-| 2023 | [Yang et al.](https://arxiv.org/pdf/2205.00275.pdf) | PD | Great Ape | No | No | N/A |
+| 2024 | [Cheng et al.](https://www.biorxiv.org/content/10.1101/2024.02.27.582429v3.full.pdf) | BR | Macaque | N/A | N/A | N/A |
+| 2024 | [PRIMAT (Vogg et al.)](https://www.biorxiv.org/content/10.1101/2024.08.21.607881v1.full.pdf) | 2D BPE | Cross-species | N/A | N/A | N/A |
+| 2024 | [Xing et al.](https://www.biorxiv.org/content/10.1101/2024.02.16.580693v1.full.pdf) | O | Marmoset | N/A | N/A | N/A |
+| 2024 | [Menegas et al.](https://www.biorxiv.org/content/10.1101/2024.08.30.610159v1.full.pdf) | BR | Marmoset | N/A | N/A | N/A |
+| 2023 | [GorillaVision](https://inf-cv.uni-jena.de/wordpress/wp-content/uploads/2023/09/Talk-12-Maximilian-Schall.pdf) | FD, FR | Gorilla | [Yes](https://github.com/Lasklu/gorillavision) | N/A | 832 |
+| 2023 | [Abbaspoor, Rahman et al.](https://www.biorxiv.org/content/10.1101/2023.12.11.571113v1.abstract) | 3D BPE | Macaque | N/A | N/A | N/A |
+| 2023 | [Mimura et al.](https://www.biorxiv.org/content/10.1101/2023.03.04.531044v3.abstract) | BR | Macaque, Marmoset | N/A | N/A | N/A |
+| 2023 | [Schofield et al.](https://besjournals.onlinelibrary.wiley.com/doi/epdf/10.1111/2041-210X.14181) | FD, FR | Chimp | N/A | N/A | N/A |
+| 2023 | [Yang et al.](https://arxiv.org/pdf/2205.00275.pdf) | PD | Great Ape | N/A | N/A | N/A |
 | 2023 | [ASBAR](https://www.biorxiv.org/content/10.1101/2023.09.24.559236v1.full.pdf) | BR | Chimp, Gorilla | Yes | [Yes](https://github.com/MitchFuchs/asbar) | 5,440 labels |
 | 2023 | [DeepWild](https://besjournals-onlinelibrary-wiley-com.proxy.library.upenn.edu/doi/full/10.1111/1365-2656.13932) | 2D BPE | Chimp, Bonobo | [Yes](https://github.com/Wild-Minds/DeepWild) | [Upon request](https://doi-org.proxy.library.upenn.edu/10.5281/zenodo.5600472) | N/A |
-| 2023 | [Kaneko et al.](https://www.biorxiv.org/content/10.1101/2023.10.16.561623v1.full.pdf) | 3D BM | Marmoset | No | No | N/A |
-| 2023 | [Matsumoto et al.](https://www.biorxiv.org/content/10.1101/2023.09.13.556332v1.full.pdf) | 3D BM | Macaque | No | No | N/A |
+| 2023 | [Kaneko et al.](https://www.biorxiv.org/content/10.1101/2023.10.16.561623v1.full.pdf) | 3D BPE | Marmoset | N/A | N/A | N/A |
+| 2023 | [Matsumoto et al.](https://www.biorxiv.org/content/10.1101/2023.09.13.556332v1.full.pdf) | 3D BPE | Macaque | N/A | N/A | N/A |
 | 2023 | [ChimpAct](https://proceedings.neurips.cc/paper_files/paper/2023/file/57a95cd3898bf4912269848a01f53620-Paper-Datasets_and_Benchmarks.pdf) | 2D BPE, FR, BR | Chimp | Yes | Yes | 160,500 |
-| 2023 | OpenMonkeyChallenge | 2D BPE | Cross-species | No | [Yes](https://competitions.codalab.org/competitions/34342) | 111,529 |
-| 2023 | [Pillai et al.](https://ieeexplore-ieee-org.proxy.library.upenn.edu/stamp/stamp.jsp?tp=&arnumber=10199762&tag=1) | PD | Cross-Species | No | No | N/A |
-| 2023 | [Reddy et al.](https://ieeexplore-ieee-org.proxy.library.upenn.edu/stamp/stamp.jsp?tp=&arnumber=10276306) | PD | Cross-species | No | No | N/A | 
-| 2023 | [Bala et al.](https://link-springer-com.proxy.library.upenn.edu/article/10.1007/s11263-023-01804-y) | 3D BPE | Cross-species | No | No | N/A |
-| 2023 | [Brookes et al.](https://arxiv.org/pdf/2301.02642.pdf) | BR | Apes | No | No | N/A |
-| 2022 | [Ngo et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203885/) | BR | Marmoset | No | No | N/A |
-| 2022 | [Brachiation](https://arxiv.org/pdf/2205.03943.pdf) | RL | Gibbon | [Yes](https://github.com/brachiation-rl/brachiation) | No | N/A |
+| 2023 | OpenMonkeyChallenge | 2D BPE | Cross-species | N/A | [Yes](https://competitions.codalab.org/competitions/34342) | 111,529 |
+| 2023 | [Pillai et al.](https://ieeexplore-ieee-org.proxy.library.upenn.edu/stamp/stamp.jsp?tp=&arnumber=10199762&tag=1) | PD | Cross-species | N/A | N/A | N/A |
+| 2023 | [Reddy et al.](https://ieeexplore-ieee-org.proxy.library.upenn.edu/stamp/stamp.jsp?tp=&arnumber=10276306) | PD | Cross-species | N/A | N/A | N/A | 
+| 2023 | [Bala et al.](https://link-springer-com.proxy.library.upenn.edu/article/10.1007/s11263-023-01804-y) | 3D BPE | Cross-species | N/A | N/A | N/A |
+| 2023 | [Brookes et al.](https://arxiv.org/pdf/2301.02642.pdf) | BR | Apes | N/A | N/A | N/A |
+| 2022 | [Ngo et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203885/) | BR | Marmoset | N/A | N/A | N/A |
+| 2022 | [Brachiation](https://arxiv.org/pdf/2205.03943.pdf) | RL | Gibbon | [Yes](https://github.com/brachiation-rl/brachiation) | N/A | N/A |
 | 2022 | [SIPEC](https://www-nature-com.proxy.library.upenn.edu/articles/s42256-022-00477-5) | 2D BPE, FR, BR | Macaque | [Some](https://www.dropbox.com/sh/y387kik9mwuszl3/AABBVWALEimW-hrbXvdfjHQSa?dl=0) | Upon request | N/A |
-| 2022 | [Ueno et al.](https://onlinelibrary.wiley.com/doi/full/10.1111/eth.13277) | FR | Macaque | No | No | N/A |
-| 2021 | [Brookes & Burghardt](https://arxiv.org/pdf/2012.04689.pdf) | FR | Gorilla | No | [Yes](https://data.bris.ac.uk/data/dataset/jf0859kboy8k2ufv60dqeb2t8) | >5,000 |
-| 2021 | [Bain et al.](https://www-science-org.proxy.library.upenn.edu/doi/full/10.1126/sciadv.abi4883) | BR | Chimp | No | TBD | N/A |
-| 2021 | OpenApePose | 2D BPE | Cross-species | No | Yes | 71,868 |
+| 2022 | [Ueno et al.](https://onlinelibrary.wiley.com/doi/full/10.1111/eth.13277) | FR | Macaque | N/A | N/A | N/A |
+| 2021 | [Brookes & Burghardt](https://arxiv.org/pdf/2012.04689.pdf) | FR | Gorilla | N/A | [Yes](https://data.bris.ac.uk/data/dataset/jf0859kboy8k2ufv60dqeb2t8) | >5,000 |
+| 2021 | [Bain et al.](https://www-science-org.proxy.library.upenn.edu/doi/full/10.1126/sciadv.abi4883) | BR | Chimp | N/A | N/A | N/A |
+| 2021 | OpenApePose | 2D BPE | Cross-species | N/A | Yes | 71,868 |
 | 2021 | MacaquePose | 2D BPE | Macaque | Yes | Yes | 13,000 |
-| 2021 | [GreatApe Dictionary](https://zenodo.org/records/5600472#.YX1_ddbMK_J) | Data | Chimp | No | Upon request | N/A |
-| 2021 | [Negrete et al.](https://www.biorxiv.org/content/10.1101/2021.01.28.428726v1.full.pdf) | 2D BPE | Macaque | No | No | N/A |
-| 2020 | [Kumar & Shingala](https://link-springer-com.proxy.library.upenn.edu/chapter/10.1007/978-981-15-3383-9_34) | PD | Langur | No | No | N/A | 
+| 2021 | [GreatApe Dictionary](https://zenodo.org/records/5600472#.YX1_ddbMK_J) | BR | Chimp | N/A | Upon request | N/A |
+| 2021 | [Negrete et al.](https://www.biorxiv.org/content/10.1101/2021.01.28.428726v1.full.pdf) | 2D BPE | Macaque | N/A | N/A | N/A |
+| 2020 | [Kumar & Shingala](https://link-springer-com.proxy.library.upenn.edu/chapter/10.1007/978-981-15-3383-9_34) | PD | Langur | N/A | N/A | N/A | 
 | 2020 | Sakib & Burghardt | BR | Chimp | [Yes](https://github.com/fznsakib/great-ape-behaviour-detector) | [Yes: Labeled Pan African](https://data.bris.ac.uk/data/dataset/jh6hrovynjik2ix2h7m6fdea3) | 180,000 |
 | 2020 | OpenMonkeyStudio | 3D BPE | Macaque | Upon request | [Yes](https://github.com/OpenMonkeyStudio/OMS_Data) | 195,228 |
-| 2020 | [Tri-A](https://www.sciencedirect.com/science/article/pii/S2589004220306027#mmc1) | FD, FR | 41 species | No | [Yes](https://data.mendeley.com/datasets/z3x59pv4bz/2) | 102,399 |
-| 2020 | [Sanakoyeu et al.](https://openaccess.thecvf.com/content_CVPR_2020/papers/Sanakoyeu_Transferring_Dense_Pose_to_Proximal_Animal_Classes_CVPR_2020_paper.pdf) | AM | Chimp | [Kind of](https://github.com/asanakoy/densepose-evolution) | No | N/A
-| 2020 | [EthoLoop](https://www.nature.com/articles/s41592-020-0961-2) | 3D BPE | Lemur | No | Upon request | N/A |
-| 2019 | [Bain et al.](https://arxiv.org/pdf/1909.08950.pdf) | PD, FD, FR | Chimp | No | No | N/A |
-| 2019 | [Schofield et al.](https://www-science-org.proxy.library.upenn.edu/doi/full/10.1126/sciadv.aaw0736) | FD, FR | Chimp | No | No | N/A |
-| 2019 | Yang et al. | PD | Chimp | No | [Yes: Labeled Pan African](https://data.bris.ac.uk/data/dataset/jh6hrovynjik2ix2h7m6fdea3) | 180,000 |
-| 2019 | Labuguen et al. | 2D BPE | Macaque | No | No | N/A |
-| 2018 | [Sinha, Agarwal et al.](https://openaccess.thecvf.com/content_ECCVW_2018/papers/11129/Sinha_Exploring_Bias_in_Primate_Face_Detection_and_Recognition_ECCVW_2018_paper.pdf) | PD | Cross-species | No | No | N/A |
-| 2018 | [Deb et al.](https://ieeexplore-ieee-org.proxy.library.upenn.edu/abstract/document/8698538/authors) | FR | Cross-species | No | No | N/A |
-| 2018 | [Witham](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5909037/) | FLE | Macaque | TBD | [Yes](https://figshare.com/articles/dataset/Macaque_Faces/9862586/1?file=17682749) | 4,000 |
-| 2018 | [Labuguen et al.](https://www.biorxiv.org/content/10.1101/377895v1.full.pdf) | PD | Macaque | No | No | N/A |
-| 2017 | [LemurFaceID](https://link-springer-com.proxy.library.upenn.edu/article/10.1186/s40850-016-0011-9) | FD, FR | Lemur | No | [Yes](http://biometrics.cse.msu.edu/Publications/Databases/MSU_LemurFaceID/) | 462
-| 2017 | [Brust et al.](https://openaccess.thecvf.com/content_ICCV_2017_workshops/papers/w41/Brust_Towards_Automated_Visual_ICCV_2017_paper.pdf) | FD, FR | Gorilla | No | No | N/A |
-| 2016 | [Crunchant et al.](https://onlinelibrary.wiley.com/doi/epdf/10.1002/ajp.22627) | FD | Chimp | No | No | N/A |
-| 2016 | [Nakamura et al.](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0166154) | 3D BM | Macaque | No | No | N/A |
-| 2016 | [Freytag et al.](https://link-springer-com.proxy.library.upenn.edu/chapter/10.1007/978-3-319-45886-1_5) | FR | Chimp | No | [Yes](https://github.com/cvjena/chimpanzee_faces) | 6,486 |
-| 2014 | [Ballesta et al.](https://www-sciencedirect-com.proxy.library.upenn.edu/science/article/pii/S0165027014001848?via%3Dihub) | 3D, O | Macaque | No | No | N/A |
-| 2013 | [Loos & Ernst](https://link-springer-com.proxy.library.upenn.edu/article/10.1186/1687-5281-2013-49) | FD, FR | Chimp | No | N/A | 6,522 |
-| 2012 | [Loos & Pfitzer](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6208167) | FR | Chimp | No | No | N/A |
-| 2012 | [Loos & Ernst](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6424643) | FD, Fr | Chimp | No | No | N/A |
-| 2011 | [Loos et al.](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7074032) | FR | Chimp | No | No | N/A | 
-| 2011 | [Ernst & Küblbeck](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6027337) | FD, SI | Chimp, Gorilla | No | No | N/A |
+| 2020 | [Tri-A](https://www.sciencedirect.com/science/article/pii/S2589004220306027#mmc1) | FD, FR | 41 species | N/A | [Yes](https://data.mendeley.com/datasets/z3x59pv4bz/2) | 102,399 |
+| 2020 | [Sanakoyeu et al.](https://openaccess.thecvf.com/content_CVPR_2020/papers/Sanakoyeu_Transferring_Dense_Pose_to_Proximal_Animal_Classes_CVPR_2020_paper.pdf) | AM | Chimp | [Kind of](https://github.com/asanakoy/densepose-evolution) | N/A | N/A |
+| 2020 | [EthoLoop](https://www.nature.com/articles/s41592-020-0961-2) | 3D BPE | Lemur | N/A | Upon request | N/A |
+| 2019 | [Bain et al.](https://arxiv.org/pdf/1909.08950.pdf) | PD, FD, FR | Chimp | N/A | N/A | N/A |
+| 2019 | [Schofield et al.](https://www-science-org.proxy.library.upenn.edu/doi/full/10.1126/sciadv.aaw0736) | FD, FR | Chimp | N/A | N/A | N/A |
+| 2019 | Yang et al. | PD | Chimp | N/A | [Yes: Labeled Pan African](https://data.bris.ac.uk/data/dataset/jh6hrovynjik2ix2h7m6fdea3) | 180,000 |
+| 2019 | Labuguen et al. | 2D BPE | Macaque | N/A | N/A | N/A |
+| 2018 | [Sinha, Agarwal et al.](https://openaccess.thecvf.com/content_ECCVW_2018/papers/11129/Sinha_Exploring_Bias_in_Primate_Face_Detection_and_Recognition_ECCVW_2018_paper.pdf) | PD | Cross-species | N/A | N/A | N/A |
+| 2018 | [Deb et al.](https://ieeexplore-ieee-org.proxy.library.upenn.edu/abstract/document/8698538/authors) | FR | Cross-species | N/A | N/A | N/A |
+| 2018 | [Witham](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5909037/) | FLE | Macaque | N/A | [Yes](https://figshare.com/articles/dataset/Macaque_Faces/9862586/1?file=17682749) | 4,000 |
+| 2018 | [Labuguen et al.](https://www.biorxiv.org/content/10.1101/377895v1.full.pdf) | PD | Macaque | N/A | N/A | N/A |
+| 2017 | [LemurFaceID](https://link-springer-com.proxy.library.upenn.edu/article/10.1186/s40850-016-0011-9) | FD, FR | Lemur | N/A | [Yes](http://biometrics.cse.msu.edu/Publications/Databases/MSU_LemurFaceID/) | 462 |
+| 2017 | [Brust et al.](https://openaccess.thecvf.com/content_ICCV_2017_workshops/papers/w41/Brust_Towards_Automated_Visual_ICCV_2017_paper.pdf) | FD, FR | Gorilla | N/A | N/A | N/A |
+| 2016 | [Crunchant et al.](https://onlinelibrary.wiley.com/doi/epdf/10.1002/ajp.22627) | FD | Chimp | N/A | N/A | N/A |
+| 2016 | [Nakamura et al.](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0166154) | AM | Macaque | N/A | N/A | N/A |
+| 2016 | [Freytag et al.](https://link-springer-com.proxy.library.upenn.edu/chapter/10.1007/978-3-319-45886-1_5) | FR | Chimp | N/A | [Yes](https://github.com/cvjena/chimpanzee_faces) | 6,486 |
+| 2014 | [Ballesta et al.](https://www-sciencedirect-com.proxy.library.upenn.edu/science/article/pii/S0165027014001848?via%3Dihub) | 3D, O | Macaque | N/A | N/A | N/A |
+| 2013 | [Loos & Ernst](https://link-springer-com.proxy.library.upenn.edu/article/10.1186/1687-5281-2013-49) | FD, FR | Chimp | N/A | N/A | 6,522 |
+| 2012 | [Loos & Pfitzer](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6208167) | FR | Chimp | N/A | N/A | N/A |
+| 2012 | [Loos & Ernst](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6424643) | FD, FR | Chimp | N/A | N/A | N/A |
+| 2011 | [Loos et al.](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7074032) | FR | Chimp | N/A | N/A | N/A | 
+| 2011 | [Ernst & Küblbeck](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6027337) | FD, SI | Chimp, Gorilla | N/A | N/A | N/A |
 
 ### Datasets
 
@@ -143,11 +143,11 @@ By sharing your datasets and models, you contribute to advancing primatology and
 | Year | Paper | Topic | Animal | Model? | Data? | Image/Video Count | 
 |------|-----|-------|---------|------------|---------------|-------------|
 | 2023 | [MammalNet](https://arxiv.org/pdf/2306.00576.pdf) | BR | Cross-species | [Yes](https://github.com/Vision-CAIR/MammalNet) | [Yes](https://mammal-net.github.io/) | 18k videos |
-| 2022 | [Animal Kingdom](https://arxiv.org/pdf/2204.08129.pdf) | 2D BPE, BR | Cross-species | No | [Yes](https://github.com/sutdcv/Animal-Kingdom) | N/A |
-| 2022 | [APT-36K](https://arxiv.org/pdf/2206.05683.pdf) | 2D BPE | Cross-species | No | [Yes](https://github.com/pandorgan/APT-36K) | < 36K |
+| 2022 | [Animal Kingdom](https://arxiv.org/pdf/2204.08129.pdf) | 2D BPE, BR | Cross-species | N/A | [Yes](https://github.com/sutdcv/Animal-Kingdom) | N/A |
+| 2022 | [APT-36K](https://arxiv.org/pdf/2206.05683.pdf) | 2D BPE | Cross-species | N/A | [Yes](https://github.com/pandorgan/APT-36K) | < 36K |
 | 2021 | AP10k | 2D BPE | Cross-species | [Yes](https://github.com/open-mmlab/mmpose/tree/main/configs/animal_2d_keypoint/topdown_heatmap/ap10k) | Yes | 10,015 (675 primates) |
-| 2021 | [LiftPose3D](https://www-nature-com.proxy.library.upenn.edu/articles/s41592-021-01226-z) | 3D BPE | Cross-species | Yes | No | N/A |
-| 2020 | AnimalWeb | FD, FLE | Cross-species | No | Yes | 21,921 |
+| 2021 | [LiftPose3D](https://www-nature-com.proxy.library.upenn.edu/articles/s41592-021-01226-z) | 3D BPE | Cross-species | Yes | N/A | N/A |
+| 2020 | AnimalWeb | FD, FLE | Cross-species | N/A | Yes | 21,921 |
 
 #### Reviews
 | Year | Tag | Topic | Animal |

index.html

@@ -310,7 +310,7 @@
                 
                 <div class="stats">
                     <div class="stat-item">
-                        <span class="stat-number" id="total-papers">65</span>
+                        <span class="stat-number" id="total-papers">67</span>
                         <span class="stat-label">Papers</span>
                     </div>
                     <div class="stat-item">
@@ -322,7 +322,7 @@
                         <span class="stat-label">With Code</span>
                     </div>
                     <div class="stat-item">
-                        <span class="stat-number" id="with-data">16</span>
+                        <span class="stat-number" id="with-data">17</span>
                         <span class="stat-label">With Data</span>
                     </div>
                 </div>
@@ -411,17 +411,17 @@
       <td><a href="https://arxiv.org/pdf/2511.16711">Igaue et al.</a></td>
       <td>FD, FAC</td>
       <td>Macaque</td>
-      <td>TBD</td>
+      <td>N/A</td>
       <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
       <td>2025</td>
       <td><a href="https://arxiv.org/abs/2507.10552">Iashin et al.</a></td>
-      <td>FD,FR</td>
+      <td>FD, FR</td>
       <td>Chimp</td>
       <td><a href="https://github.com/v-iashin/ChimpUFE">Yes</a></td>
-      <td>No</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -436,7 +436,7 @@
     <tr>
       <td>2024</td>
       <td><a href="https://arxiv.org/pdf/2412.15966">Scott et al.</a></td>
-      <td>PE</td>
+      <td>BPE</td>
       <td>Macaque</td>
       <td>N/A</td>
       <td>N/A</td>
@@ -465,8 +465,8 @@
       <td><a href="https://link.springer.com/article/10.1007/s10329-024-01137-5">Paulet et al.</a></td>
       <td>FR</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -483,8 +483,8 @@
       <td><a href="https://docserver.ingentaconnect.com/deliver/fasttrack/aalas/15596109/jaalas_23000056.pdf?expires=1710859610&id=pennsylvaniapa&checksum=13D04EE26CE4C36535F9651507F83EDC">Gris et al.</a></td>
       <td>FD, O</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -492,8 +492,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2024.01.29.577734v1.full.pdf">MacAction</a></td>
       <td>AM</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -510,8 +510,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2024.02.27.582429v3.full.pdf">Cheng et al.</a></td>
       <td>BR</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -519,8 +519,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2024.08.21.607881v1.full.pdf">PRIMAT (Vogg et al.)</a></td>
       <td>2D BPE</td>
       <td>Cross-species</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -528,8 +528,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2024.02.16.580693v1.full.pdf">Xing et al.</a></td>
       <td>O</td>
       <td>Marmoset</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -537,8 +537,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2024.08.30.610159v1.full.pdf">Menegas et al.</a></td>
       <td>BR</td>
       <td>Marmoset</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -547,7 +547,7 @@
       <td>FD, FR</td>
       <td>Gorilla</td>
       <td><a href="https://github.com/Lasklu/gorillavision">Yes</a></td>
-      <td>No</td>
+      <td>N/A</td>
       <td>832</td>
     </tr>
     <tr>
@@ -555,8 +555,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2023.12.11.571113v1.abstract">Abbaspoor, Rahman et al.</a></td>
       <td>3D BPE</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -564,8 +564,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2023.03.04.531044v3.abstract">Mimura et al.</a></td>
       <td>BR</td>
       <td>Macaque, Marmoset</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -573,8 +573,8 @@
       <td><a href="https://besjournals.onlinelibrary.wiley.com/doi/epdf/10.1111/2041-210X.14181">Schofield et al.</a></td>
       <td>FD, FR</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -582,8 +582,8 @@
       <td><a href="https://arxiv.org/pdf/2205.00275.pdf">Yang et al.</a></td>
       <td>PD</td>
       <td>Great Ape</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -607,19 +607,19 @@
     <tr>
       <td>2023</td>
       <td><a href="https://www.biorxiv.org/content/10.1101/2023.10.16.561623v1.full.pdf">Kaneko et al.</a></td>
-      <td>3D BM</td>
+      <td>3D BPE</td>
       <td>Marmoset</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
       <td>2023</td>
       <td><a href="https://www.biorxiv.org/content/10.1101/2023.09.13.556332v1.full.pdf">Matsumoto et al.</a></td>
-      <td>3D BM</td>
+      <td>3D BPE</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -636,7 +636,7 @@
       <td>OpenMonkeyChallenge</td>
       <td>2D BPE</td>
       <td>Cross-species</td>
-      <td>No</td>
+      <td>N/A</td>
       <td><a href="https://competitions.codalab.org/competitions/34342">Yes</a></td>
       <td>111,529</td>
     </tr>
@@ -644,9 +644,9 @@
       <td>2023</td>
       <td><a href="https://ieeexplore-ieee-org.proxy.library.upenn.edu/stamp/stamp.jsp?tp=&arnumber=10199762&tag=1">Pillai et al.</a></td>
       <td>PD</td>
-      <td>Cross-Species</td>
-      <td>No</td>
-      <td>No</td>
+      <td>Cross-species</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -654,8 +654,8 @@
       <td><a href="https://ieeexplore-ieee-org.proxy.library.upenn.edu/stamp/stamp.jsp?tp=&arnumber=10276306">Reddy et al.</a></td>
       <td>PD</td>
       <td>Cross-species</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -663,8 +663,8 @@
       <td><a href="https://link-springer-com.proxy.library.upenn.edu/article/10.1007/s11263-023-01804-y">Bala et al.</a></td>
       <td>3D BPE</td>
       <td>Cross-species</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -672,8 +672,8 @@
       <td><a href="https://arxiv.org/pdf/2301.02642.pdf">Brookes et al.</a></td>
       <td>BR</td>
       <td>Apes</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -681,8 +681,8 @@
       <td><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203885/">Ngo et al.</a></td>
       <td>BR</td>
       <td>Marmoset</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -691,7 +691,7 @@
       <td>RL</td>
       <td>Gibbon</td>
       <td><a href="https://github.com/brachiation-rl/brachiation">Yes</a></td>
-      <td>No</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -708,8 +708,8 @@
       <td><a href="https://onlinelibrary.wiley.com/doi/full/10.1111/eth.13277">Ueno et al.</a></td>
       <td>FR</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -717,7 +717,7 @@
       <td><a href="https://arxiv.org/pdf/2012.04689.pdf">Brookes & Burghardt</a></td>
       <td>FR</td>
       <td>Gorilla</td>
-      <td>No</td>
+      <td>N/A</td>
       <td><a href="https://data.bris.ac.uk/data/dataset/jf0859kboy8k2ufv60dqeb2t8">Yes</a></td>
       <td>>5,000</td>
     </tr>
@@ -726,8 +726,8 @@
       <td><a href="https://www-science-org.proxy.library.upenn.edu/doi/full/10.1126/sciadv.abi4883">Bain et al.</a></td>
       <td>BR</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>TBD</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -735,7 +735,7 @@
       <td>OpenApePose</td>
       <td>2D BPE</td>
       <td>Cross-species</td>
-      <td>No</td>
+      <td>N/A</td>
       <td>Yes</td>
       <td>71,868</td>
     </tr>
@@ -751,9 +751,9 @@
     <tr>
       <td>2021</td>
       <td><a href="https://zenodo.org/records/5600472#.YX1_ddbMK_J">GreatApe Dictionary</a></td>
-      <td>Data</td>
+      <td>BR</td>
       <td>Chimp</td>
-      <td>No</td>
+      <td>N/A</td>
       <td>Upon request</td>
       <td>N/A</td>
     </tr>
@@ -762,8 +762,8 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/2021.01.28.428726v1.full.pdf">Negrete et al.</a></td>
       <td>2D BPE</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -771,8 +771,8 @@
       <td><a href="https://link-springer-com.proxy.library.upenn.edu/chapter/10.1007/978-981-15-3383-9_34">Kumar & Shingala</a></td>
       <td>PD</td>
       <td>Langur</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -798,16 +798,25 @@
       <td><a href="https://www.sciencedirect.com/science/article/pii/S2589004220306027#mmc1">Tri-A</a></td>
       <td>FD, FR</td>
       <td>41 species</td>
-      <td>No</td>
+      <td>N/A</td>
       <td><a href="https://data.mendeley.com/datasets/z3x59pv4bz/2">Yes</a></td>
       <td>102,399</td>
     </tr>
+    <tr>
+      <td>2020</td>
+      <td><a href="https://openaccess.thecvf.com/content_CVPR_2020/papers/Sanakoyeu_Transferring_Dense_Pose_to_Proximal_Animal_Classes_CVPR_2020_paper.pdf">Sanakoyeu et al.</a></td>
+      <td>AM</td>
+      <td>Chimp</td>
+      <td><a href="https://github.com/asanakoy/densepose-evolution">Kind of</a></td>
+      <td>N/A</td>
+      <td>N/A</td>
+    </tr>
     <tr>
       <td>2020</td>
       <td><a href="https://www.nature.com/articles/s41592-020-0961-2">EthoLoop</a></td>
       <td>3D BPE</td>
       <td>Lemur</td>
-      <td>No</td>
+      <td>N/A</td>
       <td>Upon request</td>
       <td>N/A</td>
     </tr>
@@ -816,8 +825,8 @@
       <td><a href="https://arxiv.org/pdf/1909.08950.pdf">Bain et al.</a></td>
       <td>PD, FD, FR</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -825,8 +834,8 @@
       <td><a href="https://www-science-org.proxy.library.upenn.edu/doi/full/10.1126/sciadv.aaw0736">Schofield et al.</a></td>
       <td>FD, FR</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -834,7 +843,7 @@
       <td>Yang et al.</td>
       <td>PD</td>
       <td>Chimp</td>
-      <td>No</td>
+      <td>N/A</td>
       <td><a href="https://data.bris.ac.uk/data/dataset/jh6hrovynjik2ix2h7m6fdea3">Yes: Labeled Pan African</a></td>
       <td>180,000</td>
     </tr>
@@ -843,8 +852,8 @@
       <td>Labuguen et al.</td>
       <td>2D BPE</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -852,8 +861,8 @@
       <td><a href="https://openaccess.thecvf.com/content_ECCVW_2018/papers/11129/Sinha_Exploring_Bias_in_Primate_Face_Detection_and_Recognition_ECCVW_2018_paper.pdf">Sinha, Agarwal et al.</a></td>
       <td>PD</td>
       <td>Cross-species</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -861,8 +870,8 @@
       <td><a href="https://ieeexplore-ieee-org.proxy.library.upenn.edu/abstract/document/8698538/authors">Deb et al.</a></td>
       <td>FR</td>
       <td>Cross-species</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -870,7 +879,7 @@
       <td><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5909037/">Witham</a></td>
       <td>FLE</td>
       <td>Macaque</td>
-      <td>TBD</td>
+      <td>N/A</td>
       <td><a href="https://figshare.com/articles/dataset/Macaque_Faces/9862586/1?file=17682749">Yes</a></td>
       <td>4,000</td>
     </tr>
@@ -879,17 +888,26 @@
       <td><a href="https://www.biorxiv.org/content/10.1101/377895v1.full.pdf">Labuguen et al.</a></td>
       <td>PD</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
+    <tr>
+      <td>2017</td>
+      <td><a href="https://link-springer-com.proxy.library.upenn.edu/article/10.1186/s40850-016-0011-9">LemurFaceID</a></td>
+      <td>FD, FR</td>
+      <td>Lemur</td>
+      <td>N/A</td>
+      <td><a href="http://biometrics.cse.msu.edu/Publications/Databases/MSU_LemurFaceID/">Yes</a></td>
+      <td>462</td>
+    </tr>
     <tr>
       <td>2017</td>
       <td><a href="https://openaccess.thecvf.com/content_ICCV_2017_workshops/papers/w41/Brust_Towards_Automated_Visual_ICCV_2017_paper.pdf">Brust et al.</a></td>
       <td>FD, FR</td>
       <td>Gorilla</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -897,17 +915,17 @@
       <td><a href="https://onlinelibrary.wiley.com/doi/epdf/10.1002/ajp.22627">Crunchant et al.</a></td>
       <td>FD</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
       <td>2016</td>
       <td><a href="https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0166154">Nakamura et al.</a></td>
-      <td>3D BM</td>
+      <td>AM</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -915,7 +933,7 @@
       <td><a href="https://link-springer-com.proxy.library.upenn.edu/chapter/10.1007/978-3-319-45886-1_5">Freytag et al.</a></td>
       <td>FR</td>
       <td>Chimp</td>
-      <td>No</td>
+      <td>N/A</td>
       <td><a href="https://github.com/cvjena/chimpanzee_faces">Yes</a></td>
       <td>6,486</td>
     </tr>
@@ -924,8 +942,8 @@
       <td><a href="https://www-sciencedirect-com.proxy.library.upenn.edu/science/article/pii/S0165027014001848?via%3Dihub">Ballesta et al.</a></td>
       <td>3D, O</td>
       <td>Macaque</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -933,7 +951,7 @@
       <td><a href="https://link-springer-com.proxy.library.upenn.edu/article/10.1186/1687-5281-2013-49">Loos & Ernst</a></td>
       <td>FD, FR</td>
       <td>Chimp</td>
-      <td>No</td>
+      <td>N/A</td>
       <td>N/A</td>
       <td>6,522</td>
     </tr>
@@ -942,17 +960,17 @@
       <td><a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6208167">Loos & Pfitzer</a></td>
       <td>FR</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
       <td>2012</td>
       <td><a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6424643">Loos & Ernst</a></td>
-      <td>FD, Fr</td>
+      <td>FD, FR</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -960,8 +978,8 @@
       <td><a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7074032">Loos et al.</a></td>
       <td>FR</td>
       <td>Chimp</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
     <tr>
@@ -969,8 +987,8 @@
       <td><a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6027337">Ernst & Küblbeck</a></td>
       <td>FD, SI</td>
       <td>Chimp, Gorilla</td>
-      <td>No</td>
-      <td>No</td>
+      <td>N/A</td>
+      <td>N/A</td>
       <td>N/A</td>
     </tr>
   </tbody>