Computer Vision with Small Data: A Focus on Infants and Endangered Animals


KABR: In-Situ Dataset for Kenyan Animal Behavior Recognition From Drone Videos
Maksim Kholiavchenko,
Jenna Kline,
Michelle Ramirez,
Sam Stevens,
Alec Sheets,
Reshma Babu,
Namrata Banerji,
Elizabeth Campolongo,
Matthew Thompson,
Nina Van Tiel,
Jackson Miliko,
Eduardo Bessa,
Isla Duporge,
Tanya Berger-Wolf,
Daniel Rubenstein,
Charles Stewart
[pdf]
[bibtex]
@InProceedings{Kholiavchenko_2024_WACV, author = {Kholiavchenko, Maksim and Kline, Jenna and Ramirez, Michelle and Stevens, Sam and Sheets, Alec and Babu, Reshma and Banerji, Namrata and Campolongo, Elizabeth and Thompson, Matthew and Van Tiel, Nina and Miliko, Jackson and Bessa, Eduardo and Duporge, Isla and Berger-Wolf, Tanya and Rubenstein, Daniel and Stewart, Charles}, title = {KABR: In-Situ Dataset for Kenyan Animal Behavior Recognition From Drone Videos}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {31-40} }

Efficient Domain Adaptation via Generative Prior for 3D Infant Pose Estimation
Zhuoran Zhou,
Zhongyu Jiang,
Wenhao Chai,
Cheng-Yen Yang,
Lei Li,
Jenq-Neng Hwang
[pdf] [arXiv]
[bibtex]
@InProceedings{Zhou_2024_WACV, author = {Zhou, Zhuoran and Jiang, Zhongyu and Chai, Wenhao and Yang, Cheng-Yen and Li, Lei and Hwang, Jenq-Neng}, title = {Efficient Domain Adaptation via Generative Prior for 3D Infant Pose Estimation}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {41-49} }

NORPPA: NOvel Ringed Seal Re-Identification by Pelage Pattern Aggregation
Ekaterina Nepovinnykh,
Tuomas Eerola,
Heikki Kälviäinen,
Ilia Chelak
[pdf] [supp]
[bibtex]
@InProceedings{Nepovinnykh_2024_WACV, author = {Nepovinnykh, Ekaterina and Eerola, Tuomas and K\"alvi\"ainen, Heikki and Chelak, Ilia}, title = {NORPPA: NOvel Ringed Seal Re-Identification by Pelage Pattern Aggregation}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {1-10} }

The Hitchhiker's Guide to Endangered Species Pose Estimation
Jakub Straka,
Marek Hruz,
Lukas Picek
[pdf] [supp]
[bibtex]
@InProceedings{Straka_2024_WACV, author = {Straka, Jakub and Hruz, Marek and Picek, Lukas}, title = {The Hitchhiker's Guide to Endangered Species Pose Estimation}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {50-59} }

DigiDogs: Single-View 3D Pose Estimation of Dogs Using Synthetic Training Data
Moira Shooter,
Charles Malleson,
Adrian Hilton
[pdf]
[bibtex]
@InProceedings{Shooter_2024_WACV, author = {Shooter, Moira and Malleson, Charles and Hilton, Adrian}, title = {DigiDogs: Single-View 3D Pose Estimation of Dogs Using Synthetic Training Data}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {80-89} }

Challenges in Video-Based Infant Action Recognition: A Critical Examination of the State of the Art
Elaheh Hatamimajoumerd,
Pooria Daneshvar Kakhaki,
Xiaofei Huang,
Lingfei Luan,
Somaieh Amraee,
Sarah Ostadabbas
[pdf]
[bibtex]
@InProceedings{Hatamimajoumerd_2024_WACV, author = {Hatamimajoumerd, Elaheh and Kakhaki, Pooria Daneshvar and Huang, Xiaofei and Luan, Lingfei and Amraee, Somaieh and Ostadabbas, Sarah}, title = {Challenges in Video-Based Infant Action Recognition: A Critical Examination of the State of the Art}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {21-30} }

Dynamic Gaussian Splatting From Markerless Motion Capture Reconstruct Infants Movements
R. James Cotton,
Colleen Peyton
[pdf]
[bibtex]
@InProceedings{Cotton_2024_WACV, author = {Cotton, R. James and Peyton, Colleen}, title = {Dynamic Gaussian Splatting From Markerless Motion Capture Reconstruct Infants Movements}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {60-68} }

Multiple Toddler Tracking in Indoor Videos
Somaieh Amraee,
Bishoy Galoaa,
Matthew Goodwin,
Elaheh Hatamimajoumerd,
Sarah Ostadabbas
[pdf]
[bibtex]
@InProceedings{Amraee_2024_WACV, author = {Amraee, Somaieh and Galoaa, Bishoy and Goodwin, Matthew and Hatamimajoumerd, Elaheh and Ostadabbas, Sarah}, title = {Multiple Toddler Tracking in Indoor Videos}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {11-20} }

Neural Texture Puppeteer: A Framework for Neural Geometry and Texture Rendering of Articulated Shapes, Enabling Re-Identification at Interactive Speed
Urs Waldmann,
Ole Johannsen,
Bastian Goldluecke
[pdf]
[bibtex]
@InProceedings{Waldmann_2024_WACV, author = {Waldmann, Urs and Johannsen, Ole and Goldluecke, Bastian}, title = {Neural Texture Puppeteer: A Framework for Neural Geometry and Texture Rendering of Articulated Shapes, Enabling Re-Identification at Interactive Speed}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {69-79} }

Learning Part Segmentation From Synthetic Animals
Jiawei Peng,
Ju He,
Prakhar Kaushik,
Zihao Xiao,
Jiteng Mu,
Alan Yuille
[pdf] [supp]
[bibtex]
@InProceedings{Peng_2024_WACV, author = {Peng, Jiawei and He, Ju and Kaushik, Prakhar and Xiao, Zihao and Mu, Jiteng and Yuille, Alan}, title = {Learning Part Segmentation From Synthetic Animals}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2024}, pages = {90-101} }